The invention discloses an
ataxia dysarthria voice and
airflow synchronous analysis and training
system and method, and belongs to the technical field of
medical rehabilitation, and the
system comprises a data collection module, a
signal preprocessing module, a voice and
airflow synchronization analysis module, a personalized training generation module and a training feedback and evaluation module. Based on a differential geometry principle, a Riemannian manifold theory is innovatively introduced, voice and air flow signals are respectively mapped to different Riemannian manifold spaces, accurate
time sequence alignment of the voice-air flow signals is realized by constructing a geodesic flow field, a double-flow
network structure is designed to extract voice-air flow synchronization features, and the accuracy of voice-air flow synchronization is improved. According to the method, an accurate
dysarthria evaluation result is generated, the
system generates a personalized training scheme according to the
evaluation result, a training
closed loop is formed through real-time feedback and dynamic adjustment, accurate evaluation and effective training of
ataxia dysarthria are achieved, and compared with a traditional method, the accuracy of dysarthria analysis is improved by about 35%, and the training efficiency is improved by 30%.