Title :
Filtering of intended motion for real-time tremor compensation in human upper limb using surface electromyography
Author :
Widjaja, Ferdinan ; Shee, Cheng Yap ; Poignet, Philippe ; Ang, Wei Tech
Author_Institution :
Biorobotics Group, Nanyang Technol. Univ., Singapore, Singapore
Abstract :
The recorded motion from (pathological) tremor patient may consist of the involuntary tremulous component and the intended motion. These two components have to be separated so that the actuation part will be able to suppress only the tremor. This paper proposes an algorithm to remove the intended motion by using an extended Kalman filter with the help of adaptive high-pass filter. The effectiveness of the algorithm is also shown in the presence of stimulation artifacts. It is part of the active pathological tremor compensation project for human upper limb.
Keywords :
Kalman filters; adaptive filters; biomechanics; diseases; electromyography; filtering theory; high-pass filters; medical signal processing; vibrations; adaptive high-pass filter; extended Kalman filter; human upper limb; intended motion filtering; involuntary tremulous component; pathological tremor; real-time tremor compensation; stimulation artifacts; surface electromyography; Algorithms; Artifacts; Biomedical Engineering; Computer Simulation; Electromyography; Forearm; Fuzzy Logic; Humans; Models, Statistical; Movement; Muscle Fatigue; Time Factors; Tremor; Upper Extremity; User-Computer Interface;
Conference_Titel :
Engineering in Medicine and Biology Society, 2009. EMBC 2009. Annual International Conference of the IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-3296-7
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2009.5332523