Title :
Gait rehabilitation assessment based on microwave Doppler radars embedded in walkers
Author :
Postolache, Octavian ; Dias Pereira, J.M. ; Viegas, Vitor ; Silva Girao, Pedro
Author_Institution :
Inst. de Telecomun., IUL, Lisbon, Portugal
Abstract :
Human gait is a complex motion that implies the movement of different parts of the body such as arms, legs and feet, being the functional human movements´ analysis indispensable for bio-mechanical diagnostic and treatment tool for clinics and rehabilitation services. During the rehabilitation process, walkers are frequently prescribed to improve the patient´s stability but can also be transformed into instruments for quantitative evaluation of rehabilitation progress by embedding sensors to capture the motion characteristics. In this work, a practical approach concerning the possibilities to use microwave Doppler radars embedded in four wheels walkers for gait capture is presented. The signals acquired from the sensors are processed using time-frequency transform such as STFT. A set of gait characteristics, such as gait velocity and stride rate, are extracted based on wavelet signal processing, STFT spectrogram and moving average filtering. A set of spectrogram features is calculated to discriminate between normal and abnormal gait.
Keywords :
Doppler radar; Fourier transforms; gait analysis; patient rehabilitation; sensors; STFT spectrogram feature; arm movement; biomechanical diagnostics; foot movement; functional human movement analysis; gait rehabilitation assessment; gait velocity; leg movement; microwave Doppler radar; motion characteristics; motion sensor; patient stability; rehabilitation progress evaluation; short-time Fourier transform; time-frequency transform; wavelet signal processing; Doppler radar; Instruments; Legged locomotion; Sensors; Spectrogram; Wheels; gait analysis; gait rehabilitation; microwave Doppler radar; wireless instrumentation;
Conference_Titel :
Medical Measurements and Applications (MeMeA), 2015 IEEE International Symposium on
Conference_Location :
Turin
DOI :
10.1109/MeMeA.2015.7145200