refactor(serial): 新增 hand_gateway 编解码模块，修正模块名拼写

devkit/build/je-skin-devkit-server/EXE-00.toc

@@ -0,0 +1,359 @@
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+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\numpy\\random\\src\\mt19937\\LICENSE.md',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\licenses\\LICENSE.txt',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\LICENSE.txt',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\multiarray\\dragon4_LICENSE.txt',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\multiarray\\dragon4_LICENSE.txt',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\METADATA',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\METADATA',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\DELVEWHEEL',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\DELVEWHEEL',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\highway\\LICENSE',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\highway\\LICENSE',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\licenses\\numpy\\random\\src\\distributions\\LICENSE.md',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\numpy\\random\\src\\distributions\\LICENSE.md',
+   'DATA'),
+  ('numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\npysort\\x86-simd-sort\\LICENSE.md',
+   'C:\\Python314\\Lib\\site-packages\\numpy-2.4.4.dist-info\\licenses\\numpy\\_core\\src\\npysort\\x86-simd-sort\\LICENSE.md',
+   'DATA'),
+  ('base_library.zip',
+   'd:\\JE-Skin-main\\devkit\\build\\je-skin-devkit-server\\base_library.zip',
+   'DATA')],
+ 'python314.dll',
+ False,
+ False,
+ False,
+ [],
+ None,
+ None,
+ None)

devkit/build/je-skin-devkit-server/warn-je-skin-devkit-server.txt

@@ -0,0 +1,245 @@
+
+This file lists modules PyInstaller was not able to find. This does not
+necessarily mean these modules are required for running your program. Both
+Python's standard library and 3rd-party Python packages often conditionally
+import optional modules, some of which may be available only on certain
+platforms.
+
+Types of import:
+* top-level: imported at the top-level - look at these first
+* conditional: imported within an if-statement
+* delayed: imported within a function
+* optional: imported within a try-except-statement
+
+IMPORTANT: Do NOT post this list to the issue-tracker. Use it as a basis for
+            tracking down the missing module yourself. Thanks!
+
+missing module named pwd - imported by posixpath (delayed, conditional, optional), shutil (delayed, optional), tarfile (optional), pathlib (optional), netrc (delayed, optional), subprocess (delayed, conditional, optional), http.server (delayed, optional)
+missing module named grp - imported by shutil (delayed, optional), tarfile (optional), pathlib (optional), subprocess (delayed, conditional, optional)
+missing module named 'collections.abc' - imported by _colorize (top-level), typing (top-level), traceback (top-level), logging (top-level), selectors (top-level), http.client (top-level), importlib.resources.readers (top-level), inspect (top-level), tracemalloc (top-level), multiprocessing.managers (top-level), typing_extensions (top-level), asyncio.base_events (top-level), asyncio.coroutines (top-level), grpc.aio._metadata (top-level), google.protobuf.internal.containers (top-level), google.protobuf.internal.well_known_types (top-level), numpy._typing._array_like (top-level), numpy._typing._nested_sequence (conditional), numpy._typing._shape (top-level), numpy._typing._dtype_like (top-level), numpy.lib._function_base_impl (top-level), _pyrepl.types (top-level), numpy.lib._npyio_impl (top-level), numpy.random._common (top-level), numpy.random._generator (top-level), numpy.random.bit_generator (top-level), numpy.random.mtrand (top-level), numpy.polynomial._polybase (top-level), xml.etree.ElementTree (top-level)
+missing module named _posixsubprocess - imported by subprocess (conditional), multiprocessing.util (delayed)
+missing module named fcntl - imported by pathlib._os (optional), subprocess (optional)
+missing module named _posixshmem - imported by multiprocessing.resource_tracker (conditional), multiprocessing.shared_memory (conditional)
+missing module named _scproxy - imported by urllib.request (conditional)
+missing module named posix - imported by posixpath (optional), shutil (conditional), importlib._bootstrap_external (conditional), pathlib._os (optional), os (conditional, optional), _pyrepl.trace (conditional)
+missing module named resource - imported by posix (top-level)
+missing module named _frozen_importlib_external - imported by importlib._bootstrap (delayed), importlib (optional), importlib.abc (optional), zipimport (top-level)
+excluded module named _frozen_importlib - imported by importlib (optional), importlib.abc (optional), zipimport (top-level)
+missing module named multiprocessing.BufferTooShort - imported by multiprocessing (top-level), multiprocessing.connection (top-level)
+missing module named multiprocessing.AuthenticationError - imported by multiprocessing (top-level), multiprocessing.forkserver (top-level), multiprocessing.connection (top-level)
+missing module named multiprocessing.get_context - imported by multiprocessing (top-level), multiprocessing.pool (top-level), multiprocessing.managers (top-level), multiprocessing.sharedctypes (top-level)
+missing module named multiprocessing.TimeoutError - imported by multiprocessing (top-level), multiprocessing.pool (top-level)
+missing module named multiprocessing.set_start_method - imported by multiprocessing (top-level), multiprocessing.spawn (top-level)
+missing module named multiprocessing.get_start_method - imported by multiprocessing (top-level), multiprocessing.spawn (top-level)
+missing module named pyimod02_importers - imported by C:\Python314\Lib\site-packages\PyInstaller\hooks\rthooks\pyi_rth_pkgutil.py (delayed)
+missing module named _dummy_thread - imported by numpy._core.arrayprint (optional)
+missing module named 'numpy_distutils.cpuinfo' - imported by numpy.f2py.diagnose (delayed, conditional, optional)
+missing module named 'numpy_distutils.fcompiler' - imported by numpy.f2py.diagnose (delayed, conditional, optional)
+missing module named 'numpy_distutils.command' - imported by numpy.f2py.diagnose (delayed, conditional, optional)
+missing module named numpy_distutils - imported by numpy.f2py.diagnose (delayed, optional)
+missing module named charset_normalizer - imported by numpy.f2py.crackfortran (optional)
+missing module named vms_lib - imported by platform (delayed, optional)
+missing module named 'java.lang' - imported by platform (delayed, optional)
+missing module named java - imported by platform (delayed)
+missing module named psutil - imported by numpy.testing._private.utils (delayed, optional)
+missing module named termios - imported by tty (top-level), _pyrepl.pager (delayed, optional)
+missing module named readline - imported by cmd (delayed, conditional, optional), code (delayed, conditional, optional), pdb (delayed, conditional, optional), rlcompleter (optional)
+missing module named win32pdh - imported by numpy.testing._private.utils (delayed, conditional)
+missing module named _typeshed - imported by numpy.random.bit_generator (top-level)
+missing module named numpy.random.RandomState - imported by numpy.random (top-level), numpy.random._generator (top-level)
+missing module named pyodide_js - imported by threadpoolctl (delayed, optional)
+missing module named numpy._core.zeros - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.vstack - imported by numpy._core (top-level), numpy.lib._shape_base_impl (top-level), numpy (conditional)
+missing module named numpy._core.void - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.vecmat - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.vecdot - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.ushort - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.unsignedinteger - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ulonglong - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ulong - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.uintp - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.uintc - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.uint64 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.uint32 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.uint16 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.uint - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ubyte - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.trunc - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.true_divide - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.transpose - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.lib._function_base_impl (top-level), numpy (conditional)
+missing module named numpy._core.trace - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.timedelta64 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.tensordot - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.tanh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.tan - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.swapaxes - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.sum - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.subtract - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.str_ - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.square - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.sqrt - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.spacing - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.sort - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.sinh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.single - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.signedinteger - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.signbit - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.sign - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.short - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.rint - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.right_shift - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.result_type - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy (conditional), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.remainder - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.reciprocal - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.radians - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.rad2deg - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.prod - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.power - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.positive - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.pi - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.outer - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.ones - imported by numpy._core (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.object_ - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.number - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.not_equal - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.nextafter - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.newaxis - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.negative - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ndarray - imported by numpy._core (top-level), numpy.testing._private.utils (top-level), numpy.lib._utils_impl (top-level), numpy (conditional)
+missing module named numpy._core.multiply - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.moveaxis - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.modf - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.mod - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.minimum - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.maximum - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.max - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.matvec - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.matrix_transpose - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.matmul - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.longlong - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.longdouble - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.long - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logical_xor - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logical_or - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logical_not - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logical_and - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logaddexp2 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.logaddexp - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.log10 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.log2 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.log1p - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.log - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.linspace - imported by numpy._core (top-level), numpy.lib._index_tricks_impl (top-level), numpy (conditional)
+missing module named numpy._core.less_equal - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.less - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.left_shift - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ldexp - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.lcm - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.isscalar - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.isnat - imported by numpy._core (top-level), numpy.testing._private.utils (top-level), numpy (conditional)
+missing module named numpy._core.isnan - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.isfinite - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.intp - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (top-level), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.integer - imported by numpy._core (conditional), numpy (conditional), numpy.fft._helper (top-level)
+missing module named numpy._core.intc - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.int64 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.int32 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.int16 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.int8 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.inf - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.inexact - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.iinfo - imported by numpy._core (top-level), numpy.lib._twodim_base_impl (top-level), numpy (conditional)
+missing module named numpy._core.hypot - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.hstack - imported by numpy._core (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.heaviside - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.half - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.greater_equal - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.greater - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.gcd - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.frompyfunc - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.frexp - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.fmod - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.fmin - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.fmax - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.floor_divide - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.floor - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.floating - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.float_power - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.float32 - imported by numpy._core (top-level), numpy.testing._private.utils (top-level), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.float16 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.finfo - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.fabs - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.expm1 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.exp2 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.exp - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.euler_gamma - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.errstate - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.equal - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.empty_like - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.empty - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (top-level), numpy (conditional), numpy.fft._helper (top-level)
+missing module named numpy._core.e - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.double - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.dot - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.divmod - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.divide - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.diagonal - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.degrees - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.deg2rad - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.datetime64 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.csingle - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.cross - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.count_nonzero - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.cosh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.cos - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.copysign - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.conjugate - imported by numpy._core (conditional), numpy (conditional), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.conj - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.complexfloating - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.complex64 - imported by numpy._core (conditional), numpy (conditional), numpy._array_api_info (top-level)
+missing module named numpy._core.clongdouble - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.character - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.ceil - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.cdouble - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.cbrt - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bytes_ - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.byte - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bool_ - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bitwise_xor - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bitwise_or - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bitwise_count - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.bitwise_and - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.atleast_3d - imported by numpy._core (top-level), numpy.lib._shape_base_impl (top-level), numpy (conditional)
+missing module named numpy._core.atleast_2d - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.atleast_1d - imported by numpy._core (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.asarray - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.lib._array_utils_impl (top-level), numpy (conditional), numpy.fft._helper (top-level), numpy.fft._pocketfft (top-level)
+missing module named numpy._core.asanyarray - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.array_repr - imported by numpy._core (top-level), numpy.testing._private.utils (top-level), numpy (conditional)
+missing module named numpy._core.array2string - imported by numpy._core (delayed), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.array - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (top-level), numpy.lib._polynomial_impl (top-level), numpy (conditional)
+missing module named numpy._core.argsort - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.arctanh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arctan2 - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arctan - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arcsinh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arcsin - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arccosh - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arccos - imported by numpy._core (conditional), numpy (conditional)
+missing module named numpy._core.arange - imported by numpy._core (top-level), numpy.testing._private.utils (top-level), numpy (conditional), numpy.fft._helper (top-level)
+missing module named numpy._core.amin - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.amax - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named numpy._core.all - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy.testing._private.utils (delayed), numpy (conditional)
+missing module named numpy._core.add - imported by numpy._core (top-level), numpy.linalg._linalg (top-level), numpy (conditional)
+missing module named yaml - imported by numpy.__config__ (delayed)
+missing module named numpy._distributor_init_local - imported by numpy (optional), numpy._distributor_init (optional)
+missing module named defusedxml - imported by openpyxl.xml (delayed, optional)
+missing module named lxml - imported by openpyxl.xml (delayed, optional)
+missing module named 'defusedxml.ElementTree' - imported by openpyxl.xml.functions (conditional)
+missing module named 'lxml.etree' - imported by openpyxl.xml.functions (conditional)
+missing module named PIL - imported by openpyxl.drawing.image (optional)
+missing module named openpyxl.tests - imported by openpyxl.reader.excel (optional)
+missing module named google.protobuf.pyext._message - imported by google.protobuf.pyext (conditional, optional), google.protobuf.internal.api_implementation (conditional, optional), google.protobuf.descriptor (conditional), google.protobuf.pyext.cpp_message (conditional)
+missing module named google.protobuf.enable_deterministic_proto_serialization - imported by google.protobuf (optional), google.protobuf.internal.api_implementation (optional)
+missing module named google.protobuf.internal._api_implementation - imported by google.protobuf.internal (optional), google.protobuf.internal.api_implementation (optional)
+missing module named grpc_reflection - imported by grpc (optional)
+missing module named grpc_health - imported by grpc (optional)
+missing module named pkg_resources - imported by grpc_tools.protoc (conditional)

devkit/je-skin-devkit-server.spec

@@ -5,8 +5,8 @@ a = Analysis(
     ['sensor_server.py'],
     pathex=[],
     binaries=[],
-    datas=[('sensor_stream_pb2.py', '.'), ('sensor_stream_pb2_grpc.py', '.')],
-    hiddenimports=['grpc', 'openpyxl', 'numpy'],
+    datas=[],
+    hiddenimports=[],
     hookspath=[],
     hooksconfig={},
     runtime_hooks=[],

devkit/sensor_server.py

@@ -26,7 +26,6 @@ import sys
 import time
 from concurrent import futures
 from pathlib import Path
-
 import grpc
 import sensor_stream_pb2
 import sensor_stream_pb2_grpc
@@ -231,30 +230,56 @@ def _append_analysis_log(source_csv: str, stats: dict):
 class SensorPushServicer(sensor_stream_pb2_grpc.SensorPushServicer):
     """接收实时传感器帧（streaming）"""
 
+    _csv_path = None  # 类变量，记录当前 CSV 路径
+
     def __init__(self):
         self.frame_count = 0
         self.last_report_time = time.time()
         self.last_angle = None
+        self._csv_file = None
+        self._csv_writer = None
+
+    def _open_csv(self):
+        """打开一个新的 CSV 文件用于持续写入"""
+        ts = time.strftime("%Y%m%d_%H%M%S")
+        SensorPushServicer._csv_path = os.path.join(os.getcwd(), f"sensor_log_{ts}.csv")
+        self._csv_file = open(SensorPushServicer._csv_path, "w", newline="", encoding="utf-8-sig")
+        self._csv_writer = csv.writer(self._csv_file)
+        header = ["seq", "timestamp_ms", "dts_ms", "angle", "magnitude", "state", "cop_x", "cop_y", "base_x", "base_y", "resultant_force"] + [f"ch{i}" for i in range(SENSOR_ROWS * SENSOR_COLS)]
+        self._csv_writer.writerow(header)
+        self._csv_file.flush()
+        print(f"[SensorPush] CSV logging to: {SensorPushServicer._csv_path}")
+
+    def _close_csv(self):
+        """关闭 CSV 文件"""
+        if self._csv_file:
+            self._csv_file.close()
+            print(f"[SensorPush] CSV saved: {SensorPushServicer._csv_path}")
+            self._csv_file = None
+            self._csv_writer = None
 
     def Upload(self, request_iterator, context):
         print("[SensorPush] Client connected, waiting for frames...")
         reset_baseline()
         self.last_angle = None
+        self.frame_count = 0
+        self._open_csv()
 
         for frame in request_iterator:
             self.frame_count += 1
             angle = 0.0
+            magnitude = 0.0
+            state = 0
             ok = True
             message = "OK"
+            cop_x = cop_y = base_x = base_y = 0.0
+            total_press = 0.0
+            threshold = 0.0
             if len(frame.matrix) == SENSOR_ROWS * SENSOR_COLS:
                 try:
-                    angle = get_pzt_angle(frame.matrix)
+                    angle, magnitude, state, cop_x, cop_y, base_x, base_y, total_press, threshold = get_pzt_angle(frame.matrix)
                     self.last_angle = angle
-                    if self.frame_count <= 10 or self.frame_count % 30 == 0:
-                        print(
-                            f"[SensorPush] PZT angle frame #{frame.seq} "
-                            f"dts={frame.dts_ms} angle={angle:.2f}"
-                        )
+                    print(f"devkit: angle={angle:.2f}, magnitude={magnitude:.4f}, state={state}, cop_x={cop_x:.4f}, cop_y={cop_y:.4f}, base_x={base_x:.4f}, base_y={base_y:.4f}, total_press={total_press:.2f}, thresh={threshold:.2f}")
                 except Exception as e:
                     ok = False
                     message = str(e)
@@ -262,6 +287,18 @@ class SensorPushServicer(sensor_stream_pb2_grpc.SensorPushServicer):
             else:
                 ok = False
                 message = f"Invalid matrix length: {len(frame.matrix)}"
+                print(f"[Recv #{frame.seq}] INVALID len={len(frame.matrix)}")
+
+            # 持续写入 CSV
+            if self._csv_writer:
+                row = [frame.seq, frame.timestamp_ms, frame.dts_ms,
+                       f"{angle:.4f}", f"{magnitude:.4f}", state,
+                       f"{cop_x:.4f}", f"{cop_y:.4f}", f"{base_x:.4f}", f"{base_y:.4f}",
+                       frame.resultant_force]
+                row += list(frame.matrix)
+                self._csv_writer.writerow(row)
+                if self.frame_count % 10 == 0:
+                    self._csv_file.flush()
 
             yield sensor_stream_pb2.PztAngleResponse(
                 seq=frame.seq,
@@ -270,6 +307,14 @@ class SensorPushServicer(sensor_stream_pb2_grpc.SensorPushServicer):
                 dts_ms=frame.dts_ms,
                 ok=ok,
                 message=message,
+                magnitude=magnitude,
+                state=state,
+                cop_x=cop_x,
+                cop_y=cop_y,
+                base_x=base_x,
+                base_y=base_y,
+                total_press=total_press,
+                threshold=threshold,
             )
 
             if self.frame_count % 100 == 0:
@@ -290,6 +335,7 @@ class SensorPushServicer(sensor_stream_pb2_grpc.SensorPushServicer):
                     f"total={self.frame_count} | ~{fps:.1f} fps"
                 )
 
+        self._close_csv()
         print(f"[SensorPush] Stream ended. Total: {self.frame_count}")
 
 
@@ -350,67 +396,84 @@ def serve(port: int):
 
 
 import numpy as np
-import threading
+from collections import deque
 
 # ===================== 算法参数=====================
-TOTAL_PRESSURE_LOW_THRESHOLD = 500     
-COP_STABILITY_FRAMES_REQUIRED = 5       
-SENSOR_ROWS = 12                        
-SENSOR_COLS = 7                         
+COP_INIT_MEDIAN_FRAMES = 1                 # 初始COP取中位数的帧数
+NOISE_COLLECT_FRAMES = 10                 # 动态阈值基线采集帧数
+THRESH_K = 5                              # 阈值 = K * mean
+SENSOR_ROWS = 12
+SENSOR_COLS = 7
+
+# ===================== 二次静置精修参数 =====================
+POST_INIT_WINDOW_CNT = 60000
+POST_INIT_STABLE_CNT = 100
+POST_INIT_STABLE_THRESH = 0.1
 
 # ===================== 线程安全全局状态 =====================
-first_frame = None                     
-first_frame_lock = threading.Lock()     
+first_contact_CoP_x = None
+first_contact_CoP_y = None
+contact_initialized = False
 
-first_contact_CoP_x = None              
-first_contact_CoP_y = None              
-contact_initialized = False             
+# 候选初始CoP缓冲
+cop_init_x_buf = deque(maxlen=COP_INIT_MEDIAN_FRAMES)
+cop_init_y_buf = deque(maxlen=COP_INIT_MEDIAN_FRAMES)
 
-total_pressure_low_counter = 0          
+# 动态阈值
+noise_sum_buf = deque(maxlen=NOISE_COLLECT_FRAMES)
+dynamic_thresh = None
+
+# 二次静置精修状态
+post_init_frame_cnt = 0
+post_stable_cnt = 0
+post_refined_flag = False
+post_cand_x = None
+post_cand_y = None
 
-# ===================== 基线减除 =====================
-def subtract_baseline(current_frame):
-    global first_frame
-    current_frame = np.array(current_frame, dtype=np.float32).flatten()
-    
-    with first_frame_lock:
-        if first_frame is None:
-            first_frame = current_frame.copy()
-    
-    diff = current_frame - first_frame
-    return np.clip(diff, 0, None)        
 
 # ===================== 重置CoP状态 =====================
 def reset_cop_state():
     global first_contact_CoP_x, first_contact_CoP_y, contact_initialized
-    global total_pressure_low_counter
+    global post_init_frame_cnt, post_stable_cnt, post_refined_flag
+    global post_cand_x, post_cand_y
 
     first_contact_CoP_x = None
     first_contact_CoP_y = None
     contact_initialized = False
-    total_pressure_low_counter = 0
+    cop_init_x_buf.clear()
+    cop_init_y_buf.clear()
+    post_init_frame_cnt = 0
+    post_stable_cnt = 0
+    post_refined_flag = False
+    post_cand_x = None
+    post_cand_y = None
+
 
 # ===================== CoP压力中心计算 =====================
-def compute_pressure_direction(baseline_subtracted_frame):
+def compute_pressure_direction(raw_frame):
     global first_contact_CoP_x, first_contact_CoP_y, contact_initialized
-    global total_pressure_low_counter
+    global post_init_frame_cnt, post_stable_cnt, post_refined_flag
+    global post_cand_x, post_cand_y
+    global noise_sum_buf, dynamic_thresh
 
     rows, cols = SENSOR_ROWS, SENSOR_COLS
-    frame_flat = np.asarray(baseline_subtracted_frame, dtype=np.float32).flatten()
+    frame_flat = np.asarray(raw_frame, dtype=np.float32).flatten()
     frame2d = frame_flat.reshape(rows, cols)
 
     total_pressure = np.sum(frame2d)
-    if total_pressure < TOTAL_PRESSURE_LOW_THRESHOLD:
-        total_pressure_low_counter += 1
-    else:
-        total_pressure_low_counter = 0
 
-    if total_pressure_low_counter >= COP_STABILITY_FRAMES_REQUIRED:
-        reset_cop_state()
-        return 0.0, 0.0
+    # 动态阈值
+    if dynamic_thresh is None:
+        noise_sum_buf.append(total_pressure)
+        if len(noise_sum_buf) >= NOISE_COLLECT_FRAMES:
+            sums = np.array(noise_sum_buf)
+            dynamic_thresh = THRESH_K * float(np.mean(sums))
 
-    if total_pressure == 0:
-        return 0.0, 0.0
+    # 低压重置
+    if total_pressure == 0 or (dynamic_thresh is not None and total_pressure < dynamic_thresh):
+        if contact_initialized and dynamic_thresh is not None:
+            reset_cop_state()
+        return 0.0, 0.0, 0, rows-1, 0, cols-1, 0.0, 0.0, 0.0, 0.0, 0.0, 0, 0.0, dynamic_thresh
 
     x_grid = np.tile(np.arange(cols), (rows, 1))
     y_grid = np.repeat(np.arange(rows), cols).reshape(rows, cols)
@@ -419,44 +482,98 @@ def compute_pressure_direction(baseline_subtracted_frame):
 
     delta_CoP_x = 0.0
     delta_CoP_y = 0.0
+    base_x = cop_x
+    base_y = cop_y
 
+    # ============ 初始点稳定判断（中位数判定） ============
     if not contact_initialized:
-        first_contact_CoP_x = cop_x
-        first_contact_CoP_y = cop_y
-        contact_initialized = True
-    else:
-        delta_CoP_x = cop_x - first_contact_CoP_x
-        delta_CoP_y = cop_y - first_contact_CoP_y
+        cop_init_x_buf.append(cop_x)
+        cop_init_y_buf.append(cop_y)
+
+        if len(cop_init_x_buf) >= COP_INIT_MEDIAN_FRAMES:
+            first_contact_CoP_x = float(np.median(cop_init_x_buf))
+            first_contact_CoP_y = float(np.median(cop_init_y_buf))
+            contact_initialized = True
+            cop_init_x_buf.clear()
+            cop_init_y_buf.clear()
+
+    # ========== 计算偏移量 ==========
+    else:
+        # 二次静置精修
+        post_init_frame_cnt += 1
+        if not post_refined_flag and post_init_frame_cnt <= POST_INIT_WINDOW_CNT:
+            if post_cand_x is not None:
+                dist_val = np.hypot(cop_x - post_cand_x, cop_y - post_cand_y)
+                if dist_val <= POST_INIT_STABLE_THRESH:
+                    post_stable_cnt += 1
+                else:
+                    post_cand_x = cop_x
+                    post_cand_y = cop_y
+                    post_stable_cnt = 1
+            else:
+                post_cand_x = cop_x
+                post_cand_y = cop_y
+                post_stable_cnt = 1
+
+            if post_stable_cnt >= POST_INIT_STABLE_CNT:
+                first_contact_CoP_x = post_cand_x
+                first_contact_CoP_y = post_cand_y
+                post_refined_flag = True
+        else:
+            post_refined_flag = True
+
+        delta_CoP_x = cop_x - first_contact_CoP_x
+        delta_CoP_y = first_contact_CoP_y - cop_y
+        base_x = first_contact_CoP_x
+        base_y = first_contact_CoP_y
+
+    magnitude = np.hypot(delta_CoP_x, delta_CoP_y)
+    if not contact_initialized:
+        state = 0
+    elif not post_refined_flag:
+        state = 1
+    else:
+        state = 2
+
+    return (cop_x, cop_y,
+            0, rows-1, 0, cols-1,
+            delta_CoP_x, delta_CoP_y,
+            base_x, base_y,
+            magnitude, state,
+            total_pressure, dynamic_thresh)
 
-    return delta_CoP_x, delta_CoP_y
 
 # ===================== 角度计算核心 =====================
 def compute_vector_angle(x: float, y: float) -> tuple[float, float]:
     epsilon = 1e-8
-    mag = np.hypot(x, y)                                  
-    angle = np.degrees(np.arctan2(y, x + epsilon))         
+    mag = np.hypot(x, y)
+    angle = np.degrees(np.arctan2(y, x + epsilon))
     if angle < 0:
         angle += 360
     return angle, mag
 
 def compute_PZT_angle(Px: float, Py: float) -> tuple[float, float]:
-    return compute_vector_angle(Px, -Py)
+    return compute_vector_angle(Px, Py)
+
 
 # ===================== 核心入口函数 =====================
 def get_pzt_angle(adc_data):
     if len(adc_data) != 84:
         raise ValueError("ADC数据长度必须为84")
-    baseline_subtracted = subtract_baseline(adc_data)
-    dx, dy = compute_pressure_direction(baseline_subtracted)
+    result = compute_pressure_direction(adc_data)
+    cop_x, cop_y = result[0], result[1]
+    dx, dy = result[6], result[7]
+    base_x, base_y = result[8], result[9]
+    magnitude = result[10]
+    state = int(result[11])
+    total_press = result[12]
+    threshold = result[13]
     pzt_angle, _ = compute_PZT_angle(dx, dy)
-    
-    return pzt_angle
+    return pzt_angle, magnitude, state, cop_x, cop_y, base_x, base_y, total_press, threshold
+
 
 # ===================== 重置基线（校准用） =====================
 def reset_baseline():
-    global first_frame
-    with first_frame_lock:
-        first_frame = None
     reset_cop_state()
 
 

devkit/sensor_stream_pb2.py

@@ -24,7 +24,7 @@ _sym_db = _symbol_database.Default()
 
 
 
-DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13sensor_stream.proto\x12\rsensor_stream\"\x85\x01\n\x0bSensorFrame\x12\x0b\n\x03seq\x18\x01 \x01(\x04\x12\x14\n\x0ctimestamp_ms\x18\x02 \x01(\x04\x12\x0c\n\x04rows\x18\x03 \x01(\r\x12\x0c\n\x04\x63ols\x18\x04 \x01(\r\x12\x0e\n\x06matrix\x18\x05 \x03(\r\x12\x17\n\x0fresultant_force\x18\x06 \x01(\x01\x12\x0e\n\x06\x64ts_ms\x18\x07 \x01(\r\"q\n\x10PztAngleResponse\x12\x0b\n\x03seq\x18\x01 \x01(\x04\x12\x14\n\x0ctimestamp_ms\x18\x02 \x01(\x04\x12\r\n\x05\x61ngle\x18\x03 \x01(\x02\x12\x0e\n\x06\x64ts_ms\x18\x04 \x01(\r\x12\n\n\x02ok\x18\x05 \x01(\x08\x12\x0f\n\x07message\x18\x06 \x01(\t\"8\n\x0eProcessRequest\x12\x10\n\x08\x63sv_path\x18\x01 \x01(\t\x12\x14\n\x0csave_as_xlsx\x18\x02 \x01(\x08\"\xa6\x01\n\x0fProcessResponse\x12\n\n\x02ok\x18\x01 \x01(\x08\x12\x13\n\x0boutput_path\x18\x02 \x01(\t\x12\x13\n\x0bgroups_used\x18\x03 \x01(\r\x12\x12\n\nmean_value\x18\x04 \x01(\x01\x12\x11\n\tthreshold\x18\x05 \x01(\x01\x12\x12\n\nrows_total\x18\x06 \x01(\r\x12\x11\n\trows_kept\x18\x07 \x01(\r\x12\x0f\n\x07message\x18\x08 \x01(\t2W\n\nSensorPush\x12I\n\x06Upload\x12\x1a.sensor_stream.SensorFrame\x1a\x1f.sensor_stream.PztAngleResponse(\x01\x30\x01\x32_\n\x0f\x45xportProcessor\x12L\n\x0bProcessFile\x12\x1d.sensor_stream.ProcessRequest\x1a\x1e.sensor_stream.ProcessResponseb\x06proto3')
+DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(b'\n\x13sensor_stream.proto\x12\rsensor_stream\"\x85\x01\n\x0bSensorFrame\x12\x0b\n\x03seq\x18\x01 \x01(\x04\x12\x14\n\x0ctimestamp_ms\x18\x02 \x01(\x04\x12\x0c\n\x04rows\x18\x03 \x01(\r\x12\x0c\n\x04\x63ols\x18\x04 \x01(\r\x12\x0e\n\x06matrix\x18\x05 \x03(\r\x12\x17\n\x0fresultant_force\x18\x06 \x01(\x01\x12\x0e\n\x06\x64ts_ms\x18\x07 \x01(\r\"\xd1\x01\n\x10PztAngleResponse\x12\x0b\n\x03seq\x18\x01 \x01(\x04\x12\x14\n\x0ctimestamp_ms\x18\x02 \x01(\x04\x12\r\n\x05\x61ngle\x18\x03 \x01(\x02\x12\x0e\n\x06\x64ts_ms\x18\x04 \x01(\r\x12\n\n\x02ok\x18\x05 \x01(\x08\x12\x0f\n\x07message\x18\x06 \x01(\t\x12\x11\n\tmagnitude\x18\x07 \x01(\x02\x12\r\n\x05state\x18\x08 \x01(\r\x12\r\n\x05\x63op_x\x18\t \x01(\x02\x12\r\n\x05\x63op_y\x18\n \x01(\x02\x12\x0e\n\x06\x62\x61se_x\x18\x0b \x01(\x02\x12\x0e\n\x06\x62\x61se_y\x18\x0c \x01(\x02\"8\n\x0eProcessRequest\x12\x10\n\x08\x63sv_path\x18\x01 \x01(\t\x12\x14\n\x0csave_as_xlsx\x18\x02 \x01(\x08\"\xa6\x01\n\x0fProcessResponse\x12\n\n\x02ok\x18\x01 \x01(\x08\x12\x13\n\x0boutput_path\x18\x02 \x01(\t\x12\x13\n\x0bgroups_used\x18\x03 \x01(\r\x12\x12\n\nmean_value\x18\x04 \x01(\x01\x12\x11\n\tthreshold\x18\x05 \x01(\x01\x12\x12\n\nrows_total\x18\x06 \x01(\r\x12\x11\n\trows_kept\x18\x07 \x01(\r\x12\x0f\n\x07message\x18\x08 \x01(\t2W\n\nSensorPush\x12I\n\x06Upload\x12\x1a.sensor_stream.SensorFrame\x1a\x1f.sensor_stream.PztAngleResponse(\x01\x30\x01\x32_\n\x0f\x45xportProcessor\x12L\n\x0bProcessFile\x12\x1d.sensor_stream.ProcessRequest\x1a\x1e.sensor_stream.ProcessResponseb\x06proto3')
 
 _globals = globals()
 _builder.BuildMessageAndEnumDescriptors(DESCRIPTOR, _globals)
@@ -33,14 +33,14 @@ if not _descriptor._USE_C_DESCRIPTORS:
   DESCRIPTOR._loaded_options = None
   _globals['_SENSORFRAME']._serialized_start=39
   _globals['_SENSORFRAME']._serialized_end=172
-  _globals['_PZTANGLERESPONSE']._serialized_start=174
-  _globals['_PZTANGLERESPONSE']._serialized_end=287
-  _globals['_PROCESSREQUEST']._serialized_start=289
-  _globals['_PROCESSREQUEST']._serialized_end=345
-  _globals['_PROCESSRESPONSE']._serialized_start=348
-  _globals['_PROCESSRESPONSE']._serialized_end=514
-  _globals['_SENSORPUSH']._serialized_start=516
-  _globals['_SENSORPUSH']._serialized_end=603
-  _globals['_EXPORTPROCESSOR']._serialized_start=605
-  _globals['_EXPORTPROCESSOR']._serialized_end=700
+  _globals['_PZTANGLERESPONSE']._serialized_start=175
+  _globals['_PZTANGLERESPONSE']._serialized_end=384
+  _globals['_PROCESSREQUEST']._serialized_start=386
+  _globals['_PROCESSREQUEST']._serialized_end=442
+  _globals['_PROCESSRESPONSE']._serialized_start=445
+  _globals['_PROCESSRESPONSE']._serialized_end=611
+  _globals['_SENSORPUSH']._serialized_start=613
+  _globals['_SENSORPUSH']._serialized_end=700
+  _globals['_EXPORTPROCESSOR']._serialized_start=702
+  _globals['_EXPORTPROCESSOR']._serialized_end=797
 # @@protoc_insertion_point(module_scope)

devkit/test_pzt.py

@@ -0,0 +1,127 @@
+"""
+独立测试脚本：读取84个原始ADC数据，传入CoP算法计算角度，终端打印结果。
+
+用法:
+    python test_pzt.py                      # 从 stdin 逐行读取（每行84个逗号分隔数值）
+    python test_pzt.py data.csv             # 从 CSV 文件逐行读取
+    python test_pzt.py --random             # 生成随机测试数据（调试用）
+"""
+
+import sys
+import csv
+import numpy as np
+
+# ── 从 sensor_server.py 导入算法 ──
+sys.path.insert(0, ".")
+from sensor_server import (
+    get_pzt_angle,
+    reset_baseline,
+    subtract_baseline,
+    compute_pressure_direction,
+    compute_PZT_angle,
+)
+
+
+def print_result(data_label: str, pzt_angle: float, magnitude: float, state: int, cop_x: float, cop_y: float, base_x: float, base_y: float):
+    dx = cop_x - base_x
+    dy = base_y - cop_y
+    print(
+        f"devkit: angle={pzt_angle:.2f}, magnitude={magnitude:.4f}, state={state}, "
+        f"cop_x={cop_x:.4f}, cop_y={cop_y:.4f}, dx={dx:.4f}, dy={dy:.4f}"
+    )
+
+
+def process_values(values: list[int | float]):
+    """处理一帧84个值并打印结果"""
+    if len(values) != 84:
+        print(f"[ERROR] 期望84个值，实际收到 {len(values)} 个", file=sys.stderr)
+        return
+
+    try:
+        pzt_angle, magnitude, state, cop_x, cop_y, base_x, base_y = get_pzt_angle(values)
+        print_result("", pzt_angle, magnitude, state, cop_x, cop_y, base_x, base_y)
+    except Exception as e:
+        print(f"[ERROR] 计算失败: {e}", file=sys.stderr)
+
+
+def run_random_test():
+    """生成随机数据测试算法"""
+    reset_baseline()
+    print("[TEST] 使用随机数据测试 CoP 算法")
+    print("[TEST] 先用全零帧建立基线...")
+    process_values([0] * 84)
+    print("[TEST] 模拟右侧偏移按压...")
+    # 模拟：row 5-7, col 4-6 区域有压力
+    data = [0.0] * 84
+    for r in range(5, 8):
+        for c in range(4, 7):
+            idx = r * 7 + c
+            data[idx] = 100.0 + (c - 4) * 50  # 右侧更强
+    process_values(data)
+    print("[TEST] 模拟下方偏移按压...")
+    data2 = [0.0] * 84
+    for r in range(8, 11):
+        for c in range(2, 5):
+            idx = r * 7 + c
+            data2[idx] = 150.0 + (r - 8) * 30
+    process_values(data2)
+    print("[TEST] 完成")
+
+
+def run_csv_mode(filepath: str):
+    """从 CSV 文件逐行读取并处理"""
+    reset_baseline()
+    print(f"[CSV] 读取文件: {filepath}")
+    with open(filepath, "r", encoding="utf-8-sig", newline="") as f:
+        reader = csv.reader(f)
+        for i, row in enumerate(reader):
+            if not row:
+                continue
+            # 跳过 header
+            if row[0].strip() in ("seq", "timestamp_ms"):
+                print(f"[CSV] 跳过 header: {row[:5]}...")
+                continue
+            try:
+                values = [float(v) for v in row]
+                if len(values) == 84:
+                    process_values(values)
+                elif len(values) > 84:
+                    process_values(values[:84])
+            except ValueError:
+                continue
+
+
+def run_stdin_mode():
+    """从 stdin 逐行读取"""
+    reset_baseline()
+    print("[STDIN] 等待输入（每行84个逗号分隔数值，Ctrl+C 退出）...")
+    try:
+        for line in sys.stdin:
+            line = line.strip()
+            if not line:
+                continue
+            try:
+                values = [float(v) for v in line.split(",")]
+                if len(values) >= 84:
+                    process_values(values[:84])
+            except ValueError:
+                continue
+    except KeyboardInterrupt:
+        print("\n[STDIN] 已退出")
+
+
+def main():
+    if len(sys.argv) > 1:
+        arg = sys.argv[1]
+        if arg == "--random":
+            run_random_test()
+        elif arg == "--help" or arg == "-h":
+            print(__doc__)
+        else:
+            run_csv_mode(arg)
+    else:
+        run_stdin_mode()
+
+
+if __name__ == "__main__":
+    main()

package-lock.json

@@ -6,7 +6,7 @@
   "packages": {
     "": {
       "name": "JE-Skin",
-      "version": "0.3.0",
+      "version": "0.4.0",
       "license": "MIT",
       "dependencies": {
         "@tauri-apps/api": "^2",

src-tauri/proto/sensor_stream.proto

@@ -27,6 +27,14 @@ message PztAngleResponse {
   uint32 dts_ms = 4;
   bool ok = 5;
   string message = 6;
+  float magnitude = 7;
+  uint32 state = 8;
+  float cop_x = 9;
+  float cop_y = 10;
+  float base_x = 11;
+  float base_y = 12;
+  float total_press = 13;
+  float threshold = 14;
 }
 
 message ProcessRequest {

src-tauri/src/ad_solver.rs

@@ -0,0 +1,162 @@
+/// AD值反解x计算器
+/// AD = -5.732*x^3 - 131.5*x^2 + 31980*x + 13490 (x <= 6.57)
+/// AD = -377.8*x^2 + 26040*x + 51120 (x > 6.57)
+
+const X_BOUNDARY: f64 = 6.57;
+
+/// 二次方程在边界处的AD值
+/// 当 x = 6.57 时，AD = -377.8*6.57^2 + 26040*6.57 + 51120
+const AD_BOUNDARY: f64 = 205895.10;
+
+/// 二次方程求解器
+/// -377.8*x^2 + 26040*x + 51120 = ad
+/// 返回 x > 6.57 的那个解
+fn solve_quadratic(ad: f64) -> Option<f64> {
+    let a = -377.8;
+    let b = 26040.0;
+    let c = 51120.0 - ad;
+    
+    let discriminant = b * b - 4.0 * a * c;
+    if discriminant < 0.0 {
+        return None;
+    }
+    
+    let sqrt_d = discriminant.sqrt();
+    let x1 = (-b + sqrt_d) / (2.0 * a);
+    let x2 = (-b - sqrt_d) / (2.0 * a);
+    
+    // 选择 x > 6.57 的解（只可能有一个解满足这个条件）
+    if x1 > X_BOUNDARY && x1 > 0.0 {
+        Some(x1)
+    } else if x2 > X_BOUNDARY && x2 > 0.0 {
+        Some(x2)
+    } else {
+        None
+    }
+}
+
+/// 计算三次多项式的值
+/// f(x) = -5.732*x^3 - 131.5*x^2 + 31980*x + 13490
+fn cubic_value(x: f64) -> f64 {
+    -5.732 * x.powi(3) - 131.5 * x.powi(2) + 31980.0 * x + 13490.0
+}
+
+/// 使用二分法求解三次方程 (x <= 6.57)
+/// 三次方程在 [0, 6.57] 范围内是单调递增的
+fn solve_cubic_bisection(ad: f64) -> Option<f64> {
+    let mut low = 0.0;
+    let mut high = X_BOUNDARY;
+    
+    let target = ad;
+    
+    // 检查目标是否在范围内
+    let low_ad = cubic_value(low);
+    let high_ad = cubic_value(high);
+    
+    if target < low_ad.min(high_ad) || target > low_ad.max(high_ad) {
+        return None;
+    }
+    
+    for _i in 0..100 {
+        let mid = (low + high) / 2.0;
+        let mid_ad = cubic_value(mid);
+        
+        if (high - low).abs() < 1e-10 {
+            return Some((low + high) / 2.0);
+        }
+        
+        if mid_ad > target {
+            high = mid;
+        } else {
+            low = mid;
+        }
+    }
+    
+    Some((low + high) / 2.0)
+}
+
+/// 主求解函数：根据AD值反解x
+pub fn solve_for_x(ad: f64) -> Option<f64> {
+    // 如果 AD <= 边界值，使用三次方程 (x <= 6.57)
+    // 如果 AD > 边界值，使用二次方程 (x > 6.57)
+    if ad <= AD_BOUNDARY {
+        return solve_cubic_bisection(ad);
+    }
+    
+    // AD > 边界值，使用二次方程
+    solve_quadratic(ad)
+}
+
+/// 批量求解，用于验证所有解
+pub fn solve_for_x_all(ad: f64) -> Vec<f64> {
+    let mut results = Vec::new();
+    
+    // 三次方程解
+    if let Some(x) = solve_cubic_bisection(ad) {
+        results.push(x);
+    }
+    
+    // 二次方程解
+    if let Some(x) = solve_quadratic(ad) {
+        results.push(x);
+    }
+    
+    results
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_cubic_forward() {
+        // 测试 x <= 6.57 的正向计算
+        let x = 5.0;
+        let ad = cubic_value(x);
+        println!("x={}, ad={}", x, ad);
+        let solved = solve_for_x(ad).unwrap();
+        println!("solved={}", solved);
+        assert!((solved - x).abs() < 0.01, "x={}, solved={}", x, solved);
+    }
+
+    #[test]
+    fn test_quadratic_forward() {
+        // 测试 x > 6.57 的正向计算
+        let x = 10.0;
+        let ad = -377.8 * x * x + 26040.0 * x + 51120.0;
+        let solved = solve_for_x(ad).unwrap();
+        assert!((solved - x).abs() < 0.01, "x={}, solved={}", x, solved);
+    }
+
+    #[test]
+    fn test_boundary() {
+        // 测试边界值
+        let x = 6.57;
+        let ad_cubic = cubic_value(x);
+        let ad_quad = -377.8 * x * x + 26040.0 * x + 51120.0;
+        
+        println!("x=6.57 时三次方程 AD = {:.2}", ad_cubic);
+        println!("x=6.57 时二次方程 AD = {:.2}", ad_quad);
+        println!("边界值 AD_BOUNDARY = {:.2}", AD_BOUNDARY);
+        
+        // 边界处两个公式应该有显著差异
+        assert!((ad_cubic - ad_quad).abs() > 100.0);
+    }
+
+    #[test]
+    fn test_known_values() {
+        // 测试一些已知值
+        let test_cases = [
+            (0.0, cubic_value(0.0)),
+            (3.0, cubic_value(3.0)),
+            (6.0, cubic_value(6.0)),
+            (8.0, -377.8 * 8.0 * 8.0 + 26040.0 * 8.0 + 51120.0),
+            (15.0, -377.8 * 15.0 * 15.0 + 26040.0 * 15.0 + 51120.0),
+        ];
+        
+        for (x, ad) in test_cases {
+            let solved = solve_for_x(ad).unwrap();
+            assert!((solved - x).abs() < 0.01, "x={}, ad={}, solved={}", x, ad, solved);
+        }
+    }
+}

src-tauri/src/commands/serial.rs

@@ -1,3 +1,4 @@
+use crate::serial_core::codecs::hand_gateway::HandGatewayCodec;
 use crate::serial_core::codecs::tactile_a::{
     export_recording_csv, TactileACodec, TactileACsvImporter, TactileAHandler,
 };
@@ -6,7 +7,7 @@ use crate::serial_core::record::CsvImporter;
 use crate::serial_core::serial::{PollMode, TactileAPollRequester};
 use crate::serial_core::{serial, TactileARecording};
 use log::info;
-use serde::Serialize;
+use serde::{Deserialize, Serialize};
 use std::fs::File;
 use std::io::Cursor;
 use std::path::{Path, PathBuf};
@@ -21,6 +22,10 @@ const DEFAULT_TACTILE_ROWS: usize = 12;
 const DEFAULT_TACTILE_POLL_INTERVAL_MS: u64 = 10;
 const DEFAULT_TACTILE_REPLY_TIMEOUT_MS: u64 = 140;
 
+// MCU currently uses a fixed node layout. Update this list to match the firmware:
+// one entry per Config bit, containing that node's number of u16 samples.
+const DEFAULT_HAND_GATEWAY_NODE_SAMPLE_COUNTS: &[u16] = &[84];
+
 type SharedTactileRecording = Arc<Mutex<TactileARecording>>;
 
 #[derive(Serialize)]
@@ -31,6 +36,13 @@ pub struct SerialConnectResponse {
     pub message: String,
 }
 
+#[derive(Debug, Clone, Copy, Deserialize)]
+#[serde(rename_all = "camelCase")]
+pub enum SerialProtocol {
+    TactileA,
+    HandGateway,
+}
+
 #[derive(Serialize)]
 #[serde(rename_all = "camelCase")]
 pub struct SerialExportResponse {
@@ -67,7 +79,7 @@ struct SerialSession {
     port: String,
     cancel: CancellationToken,
     task: JoinHandle<()>,
-    current_record: SharedTactileRecording,
+    current_record: Option<SharedTactileRecording>,
 }
 
 #[derive(Default)]
@@ -78,7 +90,7 @@ pub struct SerialConnectionState {
 
 pub async fn shutdown_active_session(
     state: &SerialConnectionState,
-) -> Result<Option<(String, SharedTactileRecording)>, SerialError> {
+) -> Result<Option<(String, Option<SharedTactileRecording>)>, SerialError> {
     let session = {
         let mut guard = state.session.lock().map_err(|_| SerialError::StateError)?;
         guard.take()
@@ -98,13 +110,15 @@ pub async fn shutdown_active_session(
     let _ = task.await;
 
     let frame_count = current_record
-        .lock()
-        .map(|record| record.frames.len())
+        .as_ref()
+        .and_then(|record| record.lock().ok().map(|record| record.frames.len()))
         .unwrap_or(0);
 
     info!("last_record has {} frames", frame_count);
 
-    if let Ok(mut last_record) = state.last_record.lock() {
+    if let (Some(current_record), Ok(mut last_record)) =
+        (current_record.as_ref(), state.last_record.lock())
+    {
         *last_record = Some(current_record.clone());
     }
 
@@ -133,6 +147,7 @@ pub fn serial_enum() -> Result<Vec<String>, SerialError> {
 pub async fn serial_connect(
     app: AppHandle,
     port: String,
+    protocol: SerialProtocol,
     state: State<'_, SerialConnectionState>,
 ) -> Result<SerialConnectResponse, SerialError> {
     let port_name = port.trim().to_string();
@@ -148,7 +163,10 @@ pub async fn serial_connect(
     }
 
     let cancel = CancellationToken::new();
-    let current_record = Arc::new(Mutex::new(TactileARecording::new()));
+    let current_record = match protocol {
+        SerialProtocol::TactileA => Some(Arc::new(Mutex::new(TactileARecording::new()))),
+        SerialProtocol::HandGateway => None,
+    };
     let task_record = current_record.clone();
     let task_cancel = cancel.clone();
     let task_app = app.clone();
@@ -160,32 +178,51 @@ pub async fn serial_connect(
     let session_started_at = Instant::now();
 
     let task = tauri::async_runtime::spawn(async move {
-        let codec = TactileACodec::new(DEFAULT_TACTILE_COLS, DEFAULT_TACTILE_ROWS);
-        let handler = TactileAHandler;
-        let poll_mode = PollMode::Enabled(Box::new(TactileAPollRequester::new(
-            Duration::from_millis(DEFAULT_TACTILE_POLL_INTERVAL_MS),
-            DEFAULT_TACTILE_COLS,
-            DEFAULT_TACTILE_ROWS,
-            Duration::from_millis(DEFAULT_TACTILE_REPLY_TIMEOUT_MS),
-        )));
+        let run_result = match protocol {
+            SerialProtocol::TactileA => {
+                let codec = TactileACodec::new(DEFAULT_TACTILE_COLS, DEFAULT_TACTILE_ROWS);
+                let handler = TactileAHandler;
+                let poll_mode = PollMode::Enabled(Box::new(TactileAPollRequester::new(
+                    Duration::from_millis(DEFAULT_TACTILE_POLL_INTERVAL_MS),
+                    DEFAULT_TACTILE_COLS,
+                    DEFAULT_TACTILE_ROWS,
+                    Duration::from_millis(DEFAULT_TACTILE_REPLY_TIMEOUT_MS),
+                )));
 
-        if let Err(error) = serial::run_serial_with_poll(
-            task_app.clone(),
-            port,
-            codec,
-            handler,
-            session_started_at,
-            task_record.clone(),
-            task_cancel,
-            poll_mode,
-        )
-        .await
-        {
+                serial::run_serial_with_poll(
+                    task_app.clone(),
+                    port,
+                    codec,
+                    handler,
+                    session_started_at,
+                    task_record
+                        .clone()
+                        .expect("tactile protocol must have a recording"),
+                    task_cancel,
+                    poll_mode,
+                )
+                .await
+            }
+            SerialProtocol::HandGateway => {
+                let codec = HandGatewayCodec::new(DEFAULT_HAND_GATEWAY_NODE_SAMPLE_COUNTS);
+                serial::run_hand_gateway_serial(
+                    task_app.clone(),
+                    port,
+                    codec,
+                    session_started_at,
+                    task_cancel,
+                )
+                .await
+            }
+        };
+
+        if let Err(error) = run_result {
             eprintln!("serial task exited with error: {error}");
         }
 
         let manager = task_app.state::<SerialConnectionState>();
-        if let Ok(mut last_record) = manager.last_record.lock() {
+        if let (Some(task_record), Ok(mut last_record)) = (task_record, manager.last_record.lock())
+        {
             *last_record = Some(task_record);
         }
 
@@ -360,7 +397,7 @@ fn resolve_record_for_export(
         let session = state.session.lock().map_err(|_| SerialError::StateError)?;
         session
             .as_ref()
-            .map(|current_session| current_session.current_record.clone())
+            .and_then(|current_session| current_session.current_record.clone())
     };
 
     if let Some(recording) = current_record {
@@ -381,7 +418,7 @@ fn snapshot_record_frame_count(
         let session = state.session.lock().map_err(|_| SerialError::StateError)?;
         session
             .as_ref()
-            .map(|current_session| current_session.current_record.clone())
+            .and_then(|current_session| current_session.current_record.clone())
     };
 
     if let Some(record) = current_record {

src-tauri/src/devkit/client.rs

@@ -278,10 +278,16 @@ async fn run_grpc_upload(
                 angle: message.angle,
             };
             ::log::debug!(
-                "python pzt angle: seq={} dts_ms={} angle={:.2}",
-                message.seq,
-                message.dts_ms,
-                message.angle
+                "devkit: angle={:.2}, magnitude={:.4}, state={}, cop_x={:.4}, cop_y={:.4}, base_x={:.4}, base_y={:.4}, total_press={:.2}, thresh={:.2}",
+                message.angle,
+                message.magnitude,
+                message.state,
+                message.cop_x,
+                message.cop_y,
+                message.base_x,
+                message.base_y,
+                message.total_press,
+                message.threshold
             );
             app.emit("devkit_pzt_angle", payload)?;
         } else {

src-tauri/src/lib.rs

@@ -1,3 +1,4 @@
+pub mod ad_solver;
 mod commands;
 mod lan_game;
 pub mod log;

src-tauri/src/serial_core/codecs/hand_gateway.rs

@@ -0,0 +1,390 @@
+use crate::serial_core::codec::Codec;
+use crate::serial_core::error::CodecError;
+use crate::serial_core::frame::{
+    HandGatewayDataRepFrame, HandGatewayFrame, HandGatewayFrameMetaData, HandGatewayFrameNode,
+};
+use crate::serial_core::utils::{calc_crc8_itu, elapsed_millis};
+use log::debug;
+use std::time::Instant;
+
+const FRAME_HEADER: [u8; 2] = [0x55, 0xAA];
+const RESPONSE_DATA_CMD: u8 = 0x81;
+const RESPONSE_DATA_FIXED_LENGTH: usize = 16;
+const RESPONSE_DATA_PREFIX_LENGTH: usize = 19;
+const MIN_FRAME_LENGTH: usize = 7;
+const DEFAULT_MAX_FRAME_LENGTH: usize = 64 * 1024;
+
+/// Describes one fixed MCU data block.
+///
+/// `config_mask` identifies the bit associated with this block in the protocol's
+/// Config/ValidConfig fields. `sample_count` is the number of little-endian u16
+/// samples in the block.
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct HandGatewayNodeConfig {
+    pub config_mask: u32,
+    pub sample_count: usize,
+}
+
+impl HandGatewayNodeConfig {
+    pub const fn new(config_mask: u32, sample_count: usize) -> Self {
+        Self {
+            config_mask,
+            sample_count,
+        }
+    }
+
+    fn payload_len(&self, bytes_per_sample: usize) -> Option<usize> {
+        self.sample_count.checked_mul(bytes_per_sample)
+    }
+}
+
+/// Host-side description of the configuration currently hard-coded in the MCU.
+///
+/// Keep the node order identical to the MCU Config bit order. When the MCU gains
+/// GET_CONFIG support, construct this value from that response instead of changing
+/// the decoder.
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct HandGatewayConfig {
+    pub protocol_version: u8,
+    pub bytes_per_sample: usize,
+    pub max_frame_length: usize,
+    pub nodes: Vec<HandGatewayNodeConfig>,
+}
+
+impl HandGatewayConfig {
+    pub fn new(nodes: Vec<HandGatewayNodeConfig>) -> Self {
+        Self {
+            protocol_version: 0x01,
+            bytes_per_sample: 2,
+            max_frame_length: DEFAULT_MAX_FRAME_LENGTH,
+            nodes,
+        }
+    }
+
+    fn validate(&self) -> Result<(), CodecError> {
+        if self.bytes_per_sample == 0 || self.max_frame_length < MIN_FRAME_LENGTH {
+            return Err(CodecError::InvalidLength);
+        }
+
+        let mut used_masks = 0u32;
+        for node in &self.nodes {
+            if node.config_mask == 0
+                || node.config_mask.count_ones() != 1
+                || used_masks & node.config_mask != 0
+                || node.payload_len(self.bytes_per_sample).is_none()
+            {
+                return Err(CodecError::InvalidLength);
+            }
+            used_masks |= node.config_mask;
+        }
+
+        Ok(())
+    }
+}
+
+pub struct HandGatewayCodec {
+    buffer: Vec<u8>,
+    config: HandGatewayConfig,
+}
+
+impl HandGatewayCodec {
+    /// Convenience constructor for sequential Config bits (bit 0, bit 1, ...).
+    /// Each entry is the u16 sample count of one MCU node.
+    pub fn new(node_sample_counts: &[u16]) -> Self {
+        let nodes = node_sample_counts
+            .iter()
+            .enumerate()
+            .map(|(index, &sample_count)| {
+                let config_mask = 1u32.checked_shl(index as u32).unwrap_or(0);
+                HandGatewayNodeConfig::new(config_mask, usize::from(sample_count))
+            })
+            .collect();
+
+        Self {
+            buffer: Vec::new(),
+            config: HandGatewayConfig::new(nodes),
+        }
+    }
+
+    pub fn with_config(config: HandGatewayConfig) -> Result<Self, CodecError> {
+        config.validate()?;
+        Ok(Self {
+            buffer: Vec::new(),
+            config,
+        })
+    }
+
+    pub fn config(&self) -> &HandGatewayConfig {
+        &self.config
+    }
+
+    pub fn parse_node_payload(data: &[u8]) -> Result<Vec<u16>, CodecError> {
+        if data.len() % 2 != 0 {
+            return Err(CodecError::InvalidLength);
+        }
+
+        Ok(data
+            .chunks_exact(2)
+            .map(|chunk| u16::from_le_bytes([chunk[0], chunk[1]]))
+            .collect())
+    }
+
+    fn retain_possible_header_prefix(&mut self) {
+        if self.buffer.last() == Some(&FRAME_HEADER[0]) {
+            self.buffer.drain(..self.buffer.len() - 1);
+        } else {
+            self.buffer.clear();
+        }
+    }
+
+    fn parse_data_response(
+        &self,
+        frame: &[u8],
+        length: u16,
+        session_started_at: Instant,
+    ) -> Result<HandGatewayFrame, CodecError> {
+        let payload_len = usize::from(length)
+            .checked_sub(RESPONSE_DATA_FIXED_LENGTH)
+            .ok_or(CodecError::InvalidLength)?;
+        let payload_end = RESPONSE_DATA_PREFIX_LENGTH
+            .checked_add(payload_len)
+            .ok_or(CodecError::PayloadTooLarge)?;
+
+        if payload_end + 1 != frame.len() {
+            return Err(CodecError::InvalidLength);
+        }
+
+        let version = frame[5];
+        if version != self.config.protocol_version {
+            return Err(CodecError::InvalidFrameType);
+        }
+
+        let timestamp = u32::from_le_bytes(frame[6..10].try_into().unwrap());
+        let config = u32::from_le_bytes(frame[10..14].try_into().unwrap());
+        let valid_config = u32::from_le_bytes(frame[14..18].try_into().unwrap());
+        let block_count = frame[18];
+
+        let active_nodes: Vec<&HandGatewayNodeConfig> = self
+            .config
+            .nodes
+            .iter()
+            .filter(|node| config & node.config_mask != 0)
+            .collect();
+
+        if active_nodes.len() != usize::from(block_count) {
+            return Err(CodecError::InvalidLength);
+        }
+
+        let expected_payload_len = active_nodes.iter().try_fold(0usize, |total, node| {
+            let node_len = node
+                .payload_len(self.config.bytes_per_sample)
+                .ok_or(CodecError::PayloadTooLarge)?;
+            total
+                .checked_add(node_len)
+                .ok_or(CodecError::PayloadTooLarge)
+        })?;
+
+        if expected_payload_len != payload_len {
+            return Err(CodecError::InvalidLength);
+        }
+
+        let mut cursor = RESPONSE_DATA_PREFIX_LENGTH;
+        let mut nodes = Vec::with_capacity(active_nodes.len());
+        for node in active_nodes {
+            let node_len = node
+                .payload_len(self.config.bytes_per_sample)
+                .ok_or(CodecError::PayloadTooLarge)?;
+            let next = cursor + node_len;
+            nodes.push(HandGatewayFrameNode {
+                config_mask: node.config_mask,
+                valid: valid_config & node.config_mask != 0,
+                payload: frame[cursor..next].to_vec(),
+            });
+            cursor = next;
+        }
+
+        Ok(HandGatewayFrame::DataRep(HandGatewayDataRepFrame {
+            meta: HandGatewayFrameMetaData {
+                header: FRAME_HEADER,
+                length,
+                cmd: RESPONSE_DATA_CMD,
+                version,
+                checksum: frame[frame.len() - 1],
+            },
+            timestamp,
+            config,
+            valid_config,
+            block_count,
+            nodes,
+            dts_ms: elapsed_millis(session_started_at),
+        }))
+    }
+}
+
+impl Codec<HandGatewayFrame> for HandGatewayCodec {
+    fn decode(
+        &mut self,
+        input: &[u8],
+        session_started_at: Instant,
+    ) -> Result<Vec<HandGatewayFrame>, CodecError> {
+        self.config.validate()?;
+        self.buffer.extend_from_slice(input);
+        let mut frames = Vec::new();
+
+        loop {
+            let Some(header_pos) = self
+                .buffer
+                .windows(FRAME_HEADER.len())
+                .position(|window| window == FRAME_HEADER)
+            else {
+                self.retain_possible_header_prefix();
+                break;
+            };
+
+            if header_pos > 0 {
+                self.buffer.drain(..header_pos);
+            }
+
+            if self.buffer.len() < 4 {
+                break;
+            }
+
+            let length = u16::from_le_bytes([self.buffer[2], self.buffer[3]]);
+            let frame_len = usize::from(length)
+                .checked_add(4)
+                .ok_or(CodecError::PayloadTooLarge)?;
+
+            if frame_len < MIN_FRAME_LENGTH || frame_len > self.config.max_frame_length {
+                debug!("invalid hand gateway frame length: {frame_len}");
+                self.buffer.drain(..1);
+                continue;
+            }
+
+            if self.buffer.len() < frame_len {
+                break;
+            }
+
+            let expected_checksum = calc_crc8_itu(&self.buffer[..frame_len - 1]);
+            let received_checksum = self.buffer[frame_len - 1];
+            if expected_checksum != received_checksum {
+                debug!(
+                    "hand gateway checksum mismatch: expected {expected_checksum:02X}, got {received_checksum:02X}"
+                );
+                self.buffer.drain(..1);
+                continue;
+            }
+
+            if self.buffer[4] == RESPONSE_DATA_CMD {
+                match self.parse_data_response(
+                    &self.buffer[..frame_len],
+                    length,
+                    session_started_at,
+                ) {
+                    Ok(frame) => frames.push(frame),
+                    Err(error) => debug!("invalid hand gateway data response: {error}"),
+                }
+            }
+
+            self.buffer.drain(..frame_len);
+        }
+
+        Ok(frames)
+    }
+
+    fn encode(&self, _frame: &HandGatewayFrame) -> Result<Vec<u8>, CodecError> {
+        Err(CodecError::InvalidFrameType)
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    fn test_codec() -> HandGatewayCodec {
+        HandGatewayCodec::with_config(HandGatewayConfig::new(vec![
+            HandGatewayNodeConfig::new(1 << 0, 2),
+            HandGatewayNodeConfig::new(1 << 1, 1),
+        ]))
+        .unwrap()
+    }
+
+    fn data_response(config: u32, valid_config: u32, payload: &[u8]) -> Vec<u8> {
+        let block_count = config.count_ones() as u8;
+        let length = (RESPONSE_DATA_FIXED_LENGTH + payload.len()) as u16;
+        let mut frame = Vec::new();
+        frame.extend_from_slice(&FRAME_HEADER);
+        frame.extend_from_slice(&length.to_le_bytes());
+        frame.push(RESPONSE_DATA_CMD);
+        frame.push(0x01);
+        frame.extend_from_slice(&123_456u32.to_le_bytes());
+        frame.extend_from_slice(&config.to_le_bytes());
+        frame.extend_from_slice(&valid_config.to_le_bytes());
+        frame.push(block_count);
+        frame.extend_from_slice(payload);
+        frame.push(calc_crc8_itu(&frame));
+        frame
+    }
+
+    #[test]
+    fn decodes_configured_nodes() {
+        let mut codec = test_codec();
+        let bytes = data_response(0b11, 0b01, &[1, 0, 2, 0, 3, 0]);
+        let frames = codec.decode(&bytes, Instant::now()).unwrap();
+
+        let HandGatewayFrame::DataRep(frame) = &frames[0];
+        assert_eq!(frame.timestamp, 123_456);
+        assert_eq!(frame.block_count, 2);
+        assert_eq!(frame.nodes.len(), 2);
+        assert_eq!(frame.nodes[0].config_mask, 1);
+        assert!(frame.nodes[0].valid);
+        assert_eq!(
+            HandGatewayCodec::parse_node_payload(&frame.nodes[0].payload).unwrap(),
+            [1, 2]
+        );
+        assert!(!frame.nodes[1].valid);
+        assert_eq!(
+            HandGatewayCodec::parse_node_payload(&frame.nodes[1].payload).unwrap(),
+            [3]
+        );
+    }
+
+    #[test]
+    fn supports_split_and_sticky_packets() {
+        let mut codec = test_codec();
+        let frame = data_response(0b01, 0b01, &[1, 0, 2, 0]);
+        let split = frame.len() / 2;
+
+        assert!(codec
+            .decode(&frame[..split], Instant::now())
+            .unwrap()
+            .is_empty());
+
+        let mut remainder_and_next = frame[split..].to_vec();
+        remainder_and_next.extend_from_slice(&frame);
+        let frames = codec.decode(&remainder_and_next, Instant::now()).unwrap();
+        assert_eq!(frames.len(), 2);
+    }
+
+    #[test]
+    fn resynchronizes_after_noise_and_bad_crc() {
+        let mut codec = test_codec();
+        let valid = data_response(0b10, 0b10, &[9, 0]);
+        let mut bad = valid.clone();
+        let last = bad.len() - 1;
+        bad[last] ^= 0xFF;
+
+        let mut bytes = vec![0x13, 0x55, 0x12];
+        bytes.extend_from_slice(&bad);
+        bytes.extend_from_slice(&valid);
+
+        let frames = codec.decode(&bytes, Instant::now()).unwrap();
+        assert_eq!(frames.len(), 1);
+    }
+
+    #[test]
+    fn rejects_payload_that_does_not_match_fixed_config() {
+        let mut codec = test_codec();
+        let bytes = data_response(0b01, 0b01, &[1, 0]);
+        assert!(codec.decode(&bytes, Instant::now()).unwrap().is_empty());
+    }
+}

src-tauri/src/serial_core/codecs/mod.rs

@@ -2,4 +2,5 @@ use crate::serial_core::{frame::TestFrame, record::Recording};
 
 pub mod test;
 pub mod tactile_a;
-pub type TestRecording = Recording<TestFrame>;
+pub mod hand_gateway;
+pub type TestRecording = Recording<TestFrame>;

src-tauri/src/serial_core/codecs/tactile_a.rs

@@ -14,7 +14,7 @@ use anyhow::anyhow;
 use std::io::Read;
 use log::debug;
 
-const FRAME_BUFFER_MIN_LENGTH: usize = 15;
+const FINGER_FRAME_BUFFER_MIN_LENGTH: usize = 15;
 
 pub struct TactileACodec {
     buffer: Vec<u8>,
@@ -77,11 +77,12 @@ impl TactileACodec {
             .chunks_exact(2)
             .map(|chunk| {
                 let raw = u16::from_le_bytes([chunk[0], chunk[1]]) as i32;
-                if raw < 15 {
-                    0
-                } else {
-                    raw
-                }
+                raw
+                // if raw < 15 {
+                //     0
+                // } else {
+                //     raw
+                // }
             })
             .collect::<Vec<i32>>();
 
@@ -122,7 +123,7 @@ impl Codec<TactileAFrame> for TactileACodec {
         let mut frames: Vec<TactileAFrame> = Vec::new();
 
         loop {
-            if self.buffer.len() < FRAME_BUFFER_MIN_LENGTH {
+            if self.buffer.len() < FINGER_FRAME_BUFFER_MIN_LENGTH {
                 break;
             }
 
@@ -136,7 +137,7 @@ impl Codec<TactileAFrame> for TactileACodec {
                 self.buffer.drain(0..pos);
             }
 
-            if self.buffer.len() < FRAME_BUFFER_MIN_LENGTH {
+            if self.buffer.len() < FINGER_FRAME_BUFFER_MIN_LENGTH {
                 break;
             }
 
@@ -164,7 +165,7 @@ impl Codec<TactileAFrame> for TactileACodec {
                 continue;
             }
 
-            let frame_length = except_data_len + FRAME_BUFFER_MIN_LENGTH;
+            let frame_length = except_data_len + FINGER_FRAME_BUFFER_MIN_LENGTH;
             if self.buffer.len() < frame_length {
                 break;
             }

src-tauri/src/serial_core/frame.rs

@@ -7,7 +7,7 @@ pub struct TestFrame {
     pub length: usize,
     pub payload: Vec<u8>,
     pub checksum: u8,
-    pub dts_ms: u64
+    pub dts_ms: u64,
 }
 
 #[derive(Debug, Clone, PartialEq, Eq)]
@@ -30,28 +30,59 @@ pub struct TactileAReqFrame {
     pub meta: TactileAFrameMetaData,
 }
 
-#[derive(Debug, Clone, PartialEq, Eq)] 
+#[derive(Debug, Clone, PartialEq, Eq)]
 pub struct TactileARepFrame {
     pub meta: TactileAFrameMetaData,
     pub status: TactileAFrameStatusCode,
     pub payload: Vec<u8>,
-    pub dts_ms: u64
+    pub dts_ms: u64,
 }
 
 #[derive(Debug, Clone, PartialEq, Eq)]
 pub enum TactileAFrameStatusCode {
     Success,
-    Failure
+    Failure,
 }
 
 #[derive(Debug, Clone, PartialEq, Eq)]
 pub enum TactileAFrame {
     Req(TactileAReqFrame),
-    Rep(TactileARepFrame)
+    Rep(TactileARepFrame),
+}
+
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct HandGatewayFrameMetaData {
+    pub header: [u8; 2],
+    pub length: u16,
+    pub cmd: u8,
+    pub version: u8,
+    pub checksum: u8,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct HandGatewayFrameNode {
+    pub config_mask: u32,
+    pub valid: bool,
+    pub payload: Vec<u8>,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub struct HandGatewayDataRepFrame {
+    pub meta: HandGatewayFrameMetaData,
+    pub timestamp: u32,
+    pub config: u32,
+    pub valid_config: u32,
+    pub block_count: u8,
+    pub nodes: Vec<HandGatewayFrameNode>,
+    pub dts_ms: u64,
+}
+
+#[derive(Debug, Clone, PartialEq, Eq)]
+pub enum HandGatewayFrame {
+    DataRep(HandGatewayDataRepFrame),
 }
 
 #[async_trait]
 pub trait FrameHandler<F, T>: Send {
     async fn on_frame(&mut self, frame: &F) -> Result<Option<Vec<T>>>;
 }
-

src-tauri/src/serial_core/multi_dim_force.rs

@@ -17,7 +17,6 @@ const ACTIVE_CELL_MIN_VALUE: f32 = 18.0;
 const ACTIVE_CELL_PEAK_RATIO: f32 = 0.14;
 const MIN_ACTIVE_CELLS: usize = 3;
 
-const ANCHOR_LERP_ALPHA: f32 = 0.018;
 const VECTOR_SMOOTHING_ALPHA: f32 = 0.16;
 
 const REPORT_MAGNITUDE_ENTER: f32 = 0.12;
@@ -29,6 +28,12 @@ const REPORT_HOLD_FRAMES: usize = 10;
 const ASYMMETRY_WEIGHT: f32 = 1.1;
 const DRIFT_WEIGHT: f32 = 0.65;
 const MOTION_WEIGHT: f32 = 0.25;
+const EDGE_ASYMMETRY_DAMPING: f32 = 0.35;
+const EDGE_INWARD_ROLLING_BIAS: f32 = 0.55;
+const EDGE_START_COP_THRESHOLD: f32 = 0.45;
+const EDGE_START_BIAS_WEIGHT: f32 = 1.1;
+const ROLLING_FRICTION_ALPHA: f32 = 0.68;
+const ROLLING_FRICTION_MIN_MAGNITUDE: f32 = 0.05;
 
 #[derive(Debug, Clone, Copy)]
 pub struct PztSpatialAnalysis {
@@ -50,6 +55,8 @@ pub struct PztProcessor {
     anchor_cop_y: Option<f32>,
     last_cop_x: Option<f32>,
     last_cop_y: Option<f32>,
+    edge_start_bias_x: f32,
+    edge_start_bias_y: f32,
     smoothed_x: f32,
     smoothed_y: f32,
     report_active: bool,
@@ -84,6 +91,8 @@ impl PztProcessor {
             anchor_cop_y: None,
             last_cop_x: None,
             last_cop_y: None,
+            edge_start_bias_x: 0.0,
+            edge_start_bias_y: 0.0,
             smoothed_x: 0.0,
             smoothed_y: 0.0,
             report_active: false,
@@ -100,6 +109,8 @@ impl PztProcessor {
         self.anchor_cop_y = None;
         self.last_cop_x = None;
         self.last_cop_y = None;
+        self.edge_start_bias_x = 0.0;
+        self.edge_start_bias_y = 0.0;
         self.smoothed_x = 0.0;
         self.smoothed_y = 0.0;
     }
@@ -273,6 +284,112 @@ impl PztProcessor {
         (angle, magnitude)
     }
 
+    fn contact_touches_edge(stats: &ContactStats) -> bool {
+        stats.min_row == 0
+            || stats.max_row == SENSOR_ROWS - 1
+            || stats.min_col == 0
+            || stats.max_col == SENSOR_COLS - 1
+    }
+
+    fn damp_edge_asymmetry(
+        stats: &ContactStats,
+        kinematic_x: f32,
+        kinematic_y: f32,
+    ) -> (f32, f32) {
+        let mut asymmetry_x = stats.asymmetry_x * ASYMMETRY_WEIGHT;
+        let mut asymmetry_y = stats.asymmetry_y * ASYMMETRY_WEIGHT;
+
+        if stats.min_col == 0 && asymmetry_x < 0.0 {
+            asymmetry_x = -asymmetry_x * EDGE_INWARD_ROLLING_BIAS;
+        }
+        if stats.max_col == SENSOR_COLS - 1 && asymmetry_x > 0.0 {
+            asymmetry_x = -asymmetry_x * EDGE_INWARD_ROLLING_BIAS;
+        }
+        if stats.min_row == 0 && asymmetry_y < 0.0 {
+            asymmetry_y = -asymmetry_y * EDGE_INWARD_ROLLING_BIAS;
+        }
+        if stats.max_row == SENSOR_ROWS - 1 && asymmetry_y > 0.0 {
+            asymmetry_y = -asymmetry_y * EDGE_INWARD_ROLLING_BIAS;
+        }
+
+        if Self::contact_touches_edge(stats) {
+            let opposing_dot = asymmetry_x * kinematic_x + asymmetry_y * kinematic_y;
+            let kinematic_mag = (kinematic_x * kinematic_x + kinematic_y * kinematic_y).sqrt();
+            if opposing_dot < 0.0 && kinematic_mag >= ROLLING_FRICTION_MIN_MAGNITUDE {
+                asymmetry_x *= EDGE_ASYMMETRY_DAMPING;
+                asymmetry_y *= EDGE_ASYMMETRY_DAMPING;
+            }
+        }
+
+        (asymmetry_x, asymmetry_y)
+    }
+
+    fn edge_start_bias(stats: &ContactStats) -> (f32, f32) {
+        let center_x = (SENSOR_COLS - 1) as f32 * 0.5;
+        let center_y = (SENSOR_ROWS - 1) as f32 * 0.5;
+        let normalized_x = ((stats.cop_x - center_x) / center_x.max(1.0)).clamp(-1.0, 1.0);
+        let normalized_y = ((stats.cop_y - center_y) / center_y.max(1.0)).clamp(-1.0, 1.0);
+
+        let mut bias_x = 0.0;
+        let mut bias_y = 0.0;
+
+        if stats.min_col == 0 || stats.max_col == SENSOR_COLS - 1 {
+            bias_x = Self::edge_start_axis_bias(normalized_x);
+        }
+        if stats.min_row == 0 || stats.max_row == SENSOR_ROWS - 1 {
+            bias_y = Self::edge_start_axis_bias(normalized_y);
+        }
+
+        (bias_x, bias_y)
+    }
+
+    fn edge_start_axis_bias(normalized_axis: f32) -> f32 {
+        let distance = normalized_axis.abs();
+        if distance <= EDGE_START_COP_THRESHOLD {
+            return 0.0;
+        }
+
+        let strength = ((distance - EDGE_START_COP_THRESHOLD) / (1.0 - EDGE_START_COP_THRESHOLD))
+            .clamp(0.0, 1.0);
+        -normalized_axis.signum() * strength * EDGE_START_BIAS_WEIGHT
+    }
+
+    fn apply_rolling_friction(
+        previous_x: f32,
+        previous_y: f32,
+        current_x: f32,
+        current_y: f32,
+    ) -> (f32, f32) {
+        let previous_mag = (previous_x * previous_x + previous_y * previous_y).sqrt();
+        let current_mag = (current_x * current_x + current_y * current_y).sqrt();
+
+        if previous_mag < ROLLING_FRICTION_MIN_MAGNITUDE
+            || current_mag < ROLLING_FRICTION_MIN_MAGNITUDE
+        {
+            return (current_x, current_y);
+        }
+
+        let dot = previous_x * current_x + previous_y * current_y;
+        if dot >= 0.0 {
+            return (current_x, current_y);
+        }
+
+        let mixed_x = current_x * (1.0 - ROLLING_FRICTION_ALPHA)
+            + previous_x * ROLLING_FRICTION_ALPHA;
+        let mixed_y = current_y * (1.0 - ROLLING_FRICTION_ALPHA)
+            + previous_y * ROLLING_FRICTION_ALPHA;
+
+        if mixed_x * previous_x + mixed_y * previous_y >= 0.0 {
+            return (mixed_x, mixed_y);
+        }
+
+        let keep_mag = previous_mag.min(current_mag) * 0.5;
+        (
+            previous_x / previous_mag * keep_mag,
+            previous_y / previous_mag * keep_mag,
+        )
+    }
+
     fn update_contact_state(&mut self, raw_frame: &[f32], frame: &[f32]) -> bool {
         if self.contact_active {
             if Self::is_contact_exit_frame(frame) {
@@ -376,6 +493,9 @@ impl PztProcessor {
             self.anchor_cop_y = Some(stats.cop_y);
             self.last_cop_x = Some(stats.cop_x);
             self.last_cop_y = Some(stats.cop_y);
+            let (edge_start_bias_x, edge_start_bias_y) = Self::edge_start_bias(&stats);
+            self.edge_start_bias_x = edge_start_bias_x;
+            self.edge_start_bias_y = edge_start_bias_y;
 
             return Ok(self.stabilize_report(Self::weak_contact_analysis()));
         };
@@ -388,18 +508,25 @@ impl PztProcessor {
         let motion_x = stats.cop_x - last_x;
         let motion_y = stats.cop_y - last_y;
 
-        let combined_x = stats.asymmetry_x * ASYMMETRY_WEIGHT
-            + drift_x * DRIFT_WEIGHT
-            + motion_x * MOTION_WEIGHT;
-        let combined_y = stats.asymmetry_y * ASYMMETRY_WEIGHT
-            + drift_y * DRIFT_WEIGHT
-            + motion_y * MOTION_WEIGHT;
+        let kinematic_x = drift_x * DRIFT_WEIGHT + motion_x * MOTION_WEIGHT;
+        let kinematic_y = drift_y * DRIFT_WEIGHT + motion_y * MOTION_WEIGHT;
+        let edge_bias_x = self.edge_start_bias_x;
+        let edge_bias_y = self.edge_start_bias_y;
+        let (asymmetry_x, asymmetry_y) =
+            Self::damp_edge_asymmetry(&stats, kinematic_x + edge_bias_x, kinematic_y + edge_bias_y);
+
+        let combined_x = asymmetry_x + kinematic_x + edge_bias_x;
+        let combined_y = asymmetry_y + kinematic_y + edge_bias_y;
+        let (combined_x, combined_y) = Self::apply_rolling_friction(
+            self.smoothed_x,
+            self.smoothed_y,
+            combined_x,
+            combined_y,
+        );
 
         self.smoothed_x += (combined_x - self.smoothed_x) * VECTOR_SMOOTHING_ALPHA;
         self.smoothed_y += (combined_y - self.smoothed_y) * VECTOR_SMOOTHING_ALPHA;
 
-        self.anchor_cop_x = Some(anchor_x + drift_x * ANCHOR_LERP_ALPHA);
-        self.anchor_cop_y = Some(anchor_y + drift_y * ANCHOR_LERP_ALPHA);
         self.last_cop_x = Some(stats.cop_x);
         self.last_cop_y = Some(stats.cop_y);
 
@@ -446,7 +573,7 @@ impl PztProcessor {
 
 #[cfg(test)]
 mod tests {
-    use super::{PztProcessor, SENSOR_COLS, SENSOR_ROWS};
+    use super::{ContactStats, PztProcessor, SENSOR_COLS, SENSOR_ROWS};
 
     fn index(row: usize, col: usize) -> usize {
         row * SENSOR_COLS + col
@@ -460,6 +587,23 @@ mod tests {
         frame
     }
 
+    fn stats_touching_bottom_edge() -> ContactStats {
+        ContactStats {
+            total: 1000.0,
+            peak: 300.0,
+            active_total: 900.0,
+            active_cells: 6,
+            min_row: SENSOR_ROWS - 2,
+            max_row: SENSOR_ROWS - 1,
+            min_col: 2,
+            max_col: 4,
+            cop_x: 3.0,
+            cop_y: 10.5,
+            asymmetry_x: 0.0,
+            asymmetry_y: 1.0,
+        }
+    }
+
     #[test]
     fn idle_frame_does_not_report_contact() {
         let mut processor = PztProcessor::new();
@@ -524,4 +668,29 @@ mod tests {
         let analysis = processor.get_pzt_analysis(&weak).unwrap();
         assert!(analysis.reportable);
     }
+
+    #[test]
+    fn bottom_edge_outward_gradient_is_turned_inward() {
+        let stats = stats_touching_bottom_edge();
+        let (_asymmetry_x, asymmetry_y) = PztProcessor::damp_edge_asymmetry(&stats, 0.0, -0.2);
+
+        assert!(asymmetry_y < 0.0);
+        assert!(asymmetry_y > -1.1);
+    }
+
+    #[test]
+    fn bottom_edge_start_adds_fixed_upward_bias() {
+        let stats = stats_touching_bottom_edge();
+        let (_bias_x, bias_y) = PztProcessor::edge_start_bias(&stats);
+
+        assert!(bias_y < 0.0);
+    }
+
+    #[test]
+    fn rolling_friction_resists_one_frame_reversal() {
+        let (x, y) = PztProcessor::apply_rolling_friction(0.4, 0.0, -0.6, 0.0);
+
+        assert!(x > 0.0);
+        assert_eq!(y, 0.0);
+    }
 }

src-tauri/src/serial_core/serial.rs

@@ -1,6 +1,8 @@
+use crate::ad_solver::solve_for_x;
 #[cfg(feature = "devkit")]
 use crate::devkit::{proto::SensorFrame, DevKitState};
 use crate::serial_core::codec::Codec;
+use crate::serial_core::codecs::hand_gateway::HandGatewayCodec;
 use crate::serial_core::codecs::tactile_a::TactileACodec;
 use crate::serial_core::frame::{FrameHandler, TactileAFrame, TestFrame};
 use crate::serial_core::model::{HudChartState, HudPacket, HudSpatialForce};
@@ -10,6 +12,7 @@ use crate::serial_core::record::Recording;
 use crate::serial_core::record::{FrameTiming, RecordedFrame};
 use anyhow::Result;
 use log::debug;
+use log::info;
 use std::future::pending;
 #[cfg(feature = "devkit")]
 use std::sync::atomic::Ordering;
@@ -22,7 +25,6 @@ use tokio::io::{AsyncReadExt, AsyncWriteExt};
 use tokio::time::{self, Duration, MissedTickBehavior};
 use tokio_serial::SerialStream;
 use tokio_util::sync::CancellationToken;
-
 const AUTO_SUB_INTERVAL: Duration = Duration::from_nanos(16_666_667);
 
 pub enum PollMode<F> {
@@ -200,6 +202,61 @@ where
     .await
 }
 
+/// Runs the hand gateway in passive mode. The MCU continuously uploads data, so
+/// this loop never writes request frames to the serial port.
+pub async fn run_hand_gateway_serial(
+    app: AppHandle,
+    mut port: SerialStream,
+    mut codec: HandGatewayCodec,
+    session_started_at: Instant,
+    cancel: CancellationToken,
+) -> Result<()> {
+    let mut buffer = [0u8; 4096];
+
+    loop {
+        tokio::select! {
+            _ = cancel.cancelled() => break,
+            read_result = port.read(&mut buffer) => {
+                let n = read_result?;
+                if n == 0 {
+                    tokio::task::yield_now().await;
+                    continue;
+                }
+
+                let raw = &buffer[..n];
+                app.emit("hand_gateway_raw", raw.to_vec())?;
+                let raw_hex = raw
+                    .iter()
+                    .map(|byte| format!("{byte:02X}"))
+                    .collect::<Vec<_>>()
+                    .join(" ");
+                info!("[hand_gateway][raw] {raw_hex}");
+
+                for frame in codec.decode(raw, session_started_at)? {
+                    let crate::serial_core::frame::HandGatewayFrame::DataRep(frame) = frame;
+                    info!(
+                        "[hand_gateway][frame] timestamp_us={} config=0x{:08X} valid_config=0x{:08X} block_count={}",
+                        frame.timestamp,
+                        frame.config,
+                        frame.valid_config,
+                        frame.block_count,
+                    );
+                    for node in frame.nodes {
+                        info!(
+                            "[hand_gateway][node] mask=0x{:08X} valid={} payload={:02X?}",
+                            node.config_mask,
+                            node.valid,
+                            node.payload,
+                        );
+                    }
+                }
+            }
+        }
+    }
+
+    Ok(())
+}
+
 pub async fn run_serial_with_poll<C, H, T, F>(
     app: AppHandle,
     mut port: SerialStream,
@@ -316,10 +373,10 @@ where
                         {
                             let pzt_values = vals.iter().map(|value| *value as f32).collect::<Vec<f32>>();
                             if let Ok(analysis) = pzt_processor.get_pzt_analysis(&pzt_values) {
-                                debug!(
-                                    "spatial force: angle={:.2}°, magnitude={:.2}, dx={:.2}, dy={:.2}",
-                                    analysis.angle_deg, analysis.magnitude, analysis.planar_x, analysis.planar_y
-                                );
+                                // debug!(
+                                //     "spatial force: angle={:.2}°, magnitude={:.2}, dx={:.2}, dy={:.2}",
+                                //     analysis.angle_deg, analysis.magnitude, analysis.planar_x, analysis.planar_y
+                                // );
                                 if PztProcessor::should_report(&analysis) {
                                     spatial_force = Some(HudSpatialForce {
                                         angle_deg: analysis.angle_deg,
@@ -333,6 +390,7 @@ where
                         {
                             let summary = vals.iter().copied().sum::<i32>();
                             let force = raw_to_g1(summary as u32);
+
                             push_devkit_frame(&app, vals.as_slice(), frame.dts_ms(), force);
                         }
 
@@ -358,6 +416,8 @@ fn build_display_values(
 ) -> Option<Vec<i32>> {
     let summary = values.iter().copied().sum::<i32>();
     let force = raw_to_g1(summary as u32);
+    // let force_solve = solve_for_x(summary as f64)?;
+    // println!("force_solve: {force_solve}");
     chart_state.record_summary(force as f32);
     chart_state.record_pressure_matrix(values);
     chart_state.record_spatial_force(spatial_force);
@@ -417,12 +477,13 @@ fn infer_matrix_shape(len: usize) -> (u32, u32) {
 }
 
 fn raw_to_g1(raw: u32) -> f64 {
-    const X: [u32; 12] = [
-        0, 84402, 117218, 140176, 159126, 175812, 191484, 208758, 224703, 252448, 302361, 352703,
+    const X: [u32; 13] = [
+        0, 16811, 41350, 79241, 94615, 127446, 149559, 175900, 195056, 237852, 267810, 322472,
+        378511,
     ];
 
-    const Y: [f64; 12] = [
-        0.0, 160.0, 260.0, 360.0, 460.0, 560.0, 660.0, 760.0, 860.0, 1060.0, 1560.0, 2060.0,
+    const Y: [f64; 13] = [
+        0.0, 57.0, 97.0, 197.0, 257.0, 357.0, 457.0, 557.0, 657.0, 857.0, 1057.0, 1557.0, 2057.0,
     ];
 
     let n = X.len();

src/lib/components/CenterStage.svelte

@@ -48,7 +48,7 @@
   export let colorMapPreset: PressureColorMapPreset = "emerald";
   export let matrixDisplayMode: MatrixDisplayMode = "dots";
   export let stageViewMode: StageViewMode = "webgl";
-  export let modelUrl = "/models/je-skin-model.glb";
+  export let modelUrl = "/models/je-skin-model.gltf";
   export let replaySectionLabel = "";
   export let replayPlayLabel = "";
   export let replayPauseLabel = "";

src/lib/components/ModelStage.svelte

@@ -19,43 +19,15 @@
 
   const FLOOR_Y = -1.15;
   const MODEL_FLOOR_CLEARANCE = 0.035;
-  const MODEL_TARGET_HEIGHT = 8.4;
+  const MODEL_TARGET_HEIGHT = 6.55;
   const MODEL_MIN_SCALE = 0.02;
   const MODEL_MAX_SCALE = 80;
-  const CAMERA_DISTANCE_FACTOR = 1.35;
-  const CAMERA_DISTANCE_MIN = 7.5;
-  const CAMERA_DISTANCE_MAX = 24;
+  const FIXED_CAMERA_POSITION = new THREE.Vector3(-0.113, -0.149, 10.911);
+  const FIXED_CAMERA_TARGET = new THREE.Vector3(0, 2.35, 0);
+  const MODEL_FRONT_ROTATION_Y = -Math.PI / 2;
+  const MODEL_UPRIGHT_ROTATION_Z = Math.PI * 1.5 - THREE.MathUtils.degToRad(2.2);
 
-  $: copy =
-    locale === "zh-CN"
-      ? {
-          title: "3D 模型舱",
-          subtitle: "Dark Grid / Future Lab",
-          loading: "正在加载模型",
-          ready: "模型已载入",
-          missing: "等待模型文件",
-          error: "模型加载失败",
-          modelPath: "模型路径",
-          hint: "请使用 glTF 2.0 的 .glb/.gltf；旧版 glTF 1.0 需要先转换"
-        }
-      : {
-          title: "3D Model Bay",
-          subtitle: "Dark Grid / Future Lab",
-          loading: "Loading model",
-          ready: "Model loaded",
-          missing: "Waiting for model file",
-          error: "Model load failed",
-          modelPath: "Model path",
-          hint: "Use glTF 2.0 .glb/.gltf assets; older glTF 1.0 files need conversion first"
-        };
-  $: statusText =
-    loadState === "ready"
-      ? copy.ready
-      : loadState === "missing"
-        ? copy.missing
-        : loadState === "error"
-          ? copy.error
-          : `${copy.loading} ${Math.round(loadProgress)}%`;
+  $: canvasLabel = locale === "zh-CN" ? "3D 模型" : "3D Model";
 
   function disposeObject3D(object: THREE.Object3D): void {
     object.traverse((child) => {
@@ -128,7 +100,41 @@
     return Math.min(max, Math.max(min, value));
   }
 
+  function materialToUnlit(material: THREE.Material): THREE.Material {
+    const source = material as THREE.MeshStandardMaterial & THREE.MeshPhysicalMaterial;
+    const unlit = new THREE.MeshBasicMaterial({
+      color: source.color?.clone() ?? new THREE.Color(0xffffff),
+      map: source.map ?? null,
+      transparent: source.transparent,
+      opacity: source.opacity,
+      alphaMap: source.alphaMap ?? null,
+      side: source.side,
+      depthWrite: source.depthWrite,
+      depthTest: source.depthTest,
+      vertexColors: source.vertexColors,
+      toneMapped: false
+    });
+
+    return unlit;
+  }
+
+  function applyUnlitMaterials(object: THREE.Object3D): void {
+    object.traverse((child) => {
+      const mesh = child as THREE.Mesh;
+      if (!mesh.isMesh || !mesh.material) {
+        return;
+      }
+
+      mesh.castShadow = false;
+      mesh.receiveShadow = false;
+      mesh.material = Array.isArray(mesh.material)
+        ? mesh.material.map(materialToUnlit)
+        : materialToUnlit(mesh.material);
+    });
+  }
+
   function normalizeObjectToStage(object: THREE.Object3D): THREE.Box3 {
+    object.rotation.set(0, MODEL_FRONT_ROTATION_Y, MODEL_UPRIGHT_ROTATION_Z);
     object.updateMatrixWorld(true);
     let bounds = new THREE.Box3().setFromObject(object);
     const size = bounds.getSize(new THREE.Vector3());
@@ -149,19 +155,14 @@
   }
 
   function frameObject(object: THREE.Object3D, camera: THREE.PerspectiveCamera, controls: OrbitControls): void {
-    const bounds = normalizeObjectToStage(object);
-    const size = bounds.getSize(new THREE.Vector3());
-    const maxAxis = Math.max(size.x, size.y, size.z, 1);
-    const distance = clamp(maxAxis * CAMERA_DISTANCE_FACTOR, CAMERA_DISTANCE_MIN, CAMERA_DISTANCE_MAX);
-    const targetY = FLOOR_Y + Math.max(size.y * 0.46, 1.4);
-
-    camera.position.set(distance * 0.48, targetY + distance * 0.24, distance * 0.68);
-    camera.near = Math.max(distance / 80, 0.01);
-    camera.far = distance * 24;
+    normalizeObjectToStage(object);
+    camera.position.copy(FIXED_CAMERA_POSITION);
+    camera.near = 0.05;
+    camera.far = 600;
     camera.updateProjectionMatrix();
-    controls.target.set(0, targetY, 0);
-    controls.minDistance = Math.max(distance * 0.32, 2);
-    controls.maxDistance = Math.max(distance * 2.5, 12);
+    controls.target.copy(FIXED_CAMERA_TARGET);
+    controls.minDistance = 2.4;
+    controls.maxDistance = 32;
     controls.update();
   }
 
@@ -186,14 +187,15 @@
     scene.fog = new THREE.FogExp2(0x03070d, 0.028);
 
     const camera = new THREE.PerspectiveCamera(38, 1, 0.05, 600);
-    camera.position.set(8, 6, 9);
+    camera.position.copy(FIXED_CAMERA_POSITION);
+    camera.lookAt(FIXED_CAMERA_TARGET);
 
     const controls = new OrbitControls(camera, canvasEl);
     controls.enableDamping = true;
     controls.dampingFactor = 0.08;
     controls.minDistance = 2.4;
     controls.maxDistance = 32;
-    controls.target.set(0, FLOOR_Y + 3.2, 0);
+    controls.target.copy(FIXED_CAMERA_TARGET);
 
     const labGroup = new THREE.Group();
     scene.add(labGroup);
@@ -241,16 +243,8 @@
     floor.position.y = FLOOR_Y - 0.018;
     labGroup.add(floor);
 
-    const ambient = new THREE.AmbientLight(0x9fb8d0, 0.22);
-    const keyLight = new THREE.DirectionalLight(0x7be7ff, 1.5);
-    keyLight.position.set(8, 12, 8);
-    const rimLight = new THREE.PointLight(0xa6ff7a, 26, 24, 2.1);
-    rimLight.position.set(-4.5, 4.8, -3.6);
-    const sideLight = new THREE.PointLight(0x5c8cff, 15, 28, 1.7);
-    sideLight.position.set(5.8, 3.2, -5.4);
-    scene.add(ambient, keyLight, rimLight, sideLight);
-
     let activeModel: THREE.Object3D = buildPlaceholderModel();
+    applyUnlitMaterials(activeModel);
     scene.add(activeModel);
     frameObject(activeModel, camera, controls);
 
@@ -261,13 +255,7 @@
         scene.remove(activeModel);
         disposeObject3D(activeModel);
         activeModel = gltf.scene;
-        activeModel.traverse((child) => {
-          const mesh = child as THREE.Mesh;
-          if (mesh.isMesh) {
-            mesh.castShadow = true;
-            mesh.receiveShadow = true;
-          }
-        });
+        applyUnlitMaterials(activeModel);
         scene.add(activeModel);
         frameObject(activeModel, camera, controls);
         loadState = "ready";
@@ -330,20 +318,9 @@
 </script>
 
 <div class="model-stage" bind:this={rootEl}>
-  <canvas class="model-canvas" bind:this={canvasEl} aria-label={copy.title}></canvas>
+  <canvas class="model-canvas" bind:this={canvasEl} aria-label={canvasLabel}></canvas>
   <div class="model-vignette" aria-hidden="true"></div>
   <div class="model-scanlines" aria-hidden="true"></div>
-
-  <section class="model-hud" aria-label={copy.title}>
-    <p class="model-kicker">{copy.subtitle}</p>
-    <h2>{copy.title}</h2>
-    <div class="model-status-row">
-      <span class="status-light" class:is-ready={loadState === "ready"}></span>
-      <span>{statusText}</span>
-    </div>
-    <p class="model-path">{copy.modelPath}: {modelUrl}</p>
-    <p class="model-hint">{loadError || copy.hint}</p>
-  </section>
 </div>
 
 <style>
@@ -388,82 +365,4 @@
     mix-blend-mode: screen;
   }
 
-  .model-hud {
-    position: absolute;
-    top: clamp(1.2rem, 2.8vw, 2.2rem);
-    left: clamp(1.2rem, 2.8vw, 2.4rem);
-    z-index: 2;
-    display: grid;
-    gap: 0.42rem;
-    max-inline-size: min(22rem, 42vw);
-    padding: 0.9rem 1rem 1rem;
-    border: 1px solid rgb(94 231 255 / 0.24);
-    border-radius: 0.7rem;
-    background:
-      linear-gradient(180deg, rgb(8 18 28 / 0.82), rgb(3 9 15 / 0.72)),
-      radial-gradient(circle at 0 0, rgb(94 231 255 / 0.1), transparent 44%);
-    box-shadow:
-      inset 0 1px 0 rgb(255 255 255 / 0.06),
-      0 0 28px rgb(94 231 255 / 0.08);
-    backdrop-filter: blur(10px);
-  }
-
-  .model-kicker,
-  .model-path,
-  .model-hint {
-    margin: 0;
-    color: rgb(198 226 239 / 0.72);
-    font-size: 0.6rem;
-    letter-spacing: 0.1em;
-    text-transform: uppercase;
-    line-height: 1.35;
-  }
-
-  h2 {
-    margin: 0;
-    color: rgb(241 251 255 / 0.96);
-    font-size: clamp(1.15rem, 1.1vw + 0.88rem, 1.72rem);
-    line-height: 1.05;
-    font-weight: 650;
-  }
-
-  .model-status-row {
-    display: inline-flex;
-    align-items: center;
-    gap: 0.44rem;
-    color: rgb(229 249 255 / 0.94);
-    font-size: 0.78rem;
-    letter-spacing: 0.04em;
-  }
-
-  .status-light {
-    inline-size: 0.58rem;
-    block-size: 0.58rem;
-    border-radius: 50%;
-    background: rgb(255 188 92 / 0.95);
-    box-shadow: 0 0 0 2px rgb(255 188 92 / 0.16), 0 0 12px rgb(255 188 92 / 0.18);
-  }
-
-  .status-light.is-ready {
-    background: rgb(166 255 122 / 0.95);
-    box-shadow: 0 0 0 2px rgb(166 255 122 / 0.16), 0 0 14px rgb(166 255 122 / 0.22);
-  }
-
-  .model-path {
-    color: rgb(94 231 255 / 0.78);
-    text-transform: none;
-    word-break: break-word;
-  }
-
-  .model-hint {
-    color: rgb(198 226 239 / 0.66);
-    text-transform: none;
-    letter-spacing: 0.04em;
-  }
-
-  @media (max-width: 960px) {
-    .model-hud {
-      max-inline-size: min(20rem, calc(100% - 2.4rem));
-    }
-  }
 </style>

src/routes/+page.svelte

@@ -306,6 +306,10 @@
     return typeof window !== "undefined" && "__TAURI_INTERNALS__" in window;
   }
 
+  function serialProtocolForStage(mode: StageViewMode = stageViewMode): "tactileA" | "handGateway" {
+    return mode === "model3d" ? "handGateway" : "tactileA";
+  }
+
   function clearDevkitSpatialForce(): void {
     devkitSpatialForce = null;
     if (devkitSpatialForceClearTimer != null && typeof window !== "undefined") {
@@ -1445,7 +1449,10 @@
     connectionNotice = "";
 
     try {
-      const result = await invoke<SerialConnectResult>("serial_connect", { port: event.detail });
+      const result = await invoke<SerialConnectResult>("serial_connect", {
+        port: event.detail,
+        protocol: serialProtocolForStage()
+      });
       connectionState = result.connected ? "online" : "offline";
       serialPortValue = result.port;
       connectionNotice = "";
@@ -1800,17 +1807,48 @@
     matrixDisplayMode = event.detail ? "dots" : "numeric";
   }
 
-  function handleStageModeChange(event: CustomEvent<StageViewMode>): void {
+  async function handleStageModeChange(event: CustomEvent<StageViewMode>): Promise<void> {
+    const previousMode = stageViewMode;
     stageViewMode = event.detail;
     if (stageViewMode === "model3d") {
       isPrecisionTestOpen = false;
       isConfigPanelOpen = false;
     }
+
+    if (
+      previousMode === stageViewMode ||
+      connectionState !== "online" ||
+      !serialPortValue ||
+      !isTauriRuntime()
+    ) {
+      return;
+    }
+
+    connectionState = "connecting";
+    connectionNotice = "";
+    try {
+      await invoke<SerialConnectResult>("serial_disconnect");
+      const result = await invoke<SerialConnectResult>("serial_connect", {
+        port: serialPortValue,
+        protocol: serialProtocolForStage(stageViewMode)
+      });
+      connectionState = result.connected ? "online" : "offline";
+      serialPortValue = result.port;
+      clearHudPanels();
+      console.info(`[serial] switched protocol to ${serialProtocolForStage(stageViewMode)}`);
+    } catch (error) {
+      connectionState = "offline";
+      connectionNotice = resolveSerialNotice(error, "connect");
+      connectionNoticeTone = "warn";
+      clearHudPanels();
+      console.error("Serial protocol switch failed:", error);
+    }
   }
 
   onMount(() => {
     let disposed = false;
     let unlistenHudStream: UnlistenFn | null = null;
+    let unlistenHandGatewayRaw: UnlistenFn | null = null;
     let unlistenDevkitPztAngle: UnlistenFn | null = null;
     let stopMockFeed: (() => void) | null = null;
 
@@ -1835,6 +1873,23 @@
         .catch((error) => {
           console.error("Failed to listen for hud_stream:", error);
         });
+      void listen<number[]>("hand_gateway_raw", (event) => {
+        const rawHex = event.payload
+          .map((byte) => byte.toString(16).padStart(2, "0").toUpperCase())
+          .join(" ");
+        console.info(`[hand_gateway][raw] ${rawHex}`);
+      })
+        .then((unlisten) => {
+          if (disposed) {
+            unlisten();
+            return;
+          }
+
+          unlistenHandGatewayRaw = unlisten;
+        })
+        .catch((error) => {
+          console.error("Failed to listen for hand_gateway_raw:", error);
+        });
       void listen<DevKitPztAngleEvent>("devkit_pzt_angle", (event) => {
         const angleDeg = Number(event.payload.angle);
         if (!Number.isFinite(angleDeg)) {
@@ -1875,6 +1930,7 @@
       clearDevkitSpatialForce();
       stopMockFeed?.();
       unlistenHudStream?.();
+      unlistenHandGatewayRaw?.();
       unlistenDevkitPztAngle?.();
       if (devkitStatusTimer != null) {
         window.clearInterval(devkitStatusTimer);