Upper-limb stroke rehabilitation using electrode-array based functional electrical stimulation with sensing and control innovations

被引:36
作者
Kutlu, M. [1 ]
Freeman, C. T. [1 ]
Hallewell, E. [2 ,3 ]
Hughes, A-M. [2 ]
Laila, D. S. [4 ]
机构
[1] Univ Southampton, Fac Phys Sci & Engn, Elect & Comp Sci, Southampton SO9 5NH, Hants, England
[2] Univ Southampton, Fac Hlth Sci, Southampton SO9 5NH, Hants, England
[3] Bournemouth Univ, Fac Hlth & Social Sci, Poole BH12 5BB, Dorset, England
[4] Univ Southampton, Fac Engn & Environm, Southampton SO9 5NH, Hants, England
基金
英国工程与自然科学研究理事会;
关键词
Stroke rehabilitation; Functional electrical stimulation; Iterative learning control; Sensing technology; IMPROVE MOTOR CONTROL; UPPER EXTREMITY; IMPACT; MOVEMENTS; MUSCLE; MOTION; MODEL; TIME;
D O I
10.1016/j.medengphy.2016.01.004
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Functional electrical stimulation (FES) has shown effectiveness in restoring upper-limb movement post stroke when applied to assist participants' voluntary intention during repeated, motivating tasks. Recent clinical trials have used advanced controllers that precisely adjust FES to assist functional reach and grasp tasks with FES applied to three muscle groups, showing significant reduction in impairment. The system reported in this paper advances the state-of-the-art by: (1) integrating an FES electrode array on the forearm to assist complex hand and wrist gestures; (2) utilising non-contact depth cameras to accurately record the arm, hand and wrist position in 3D; and (3) employing an interactive touch table to present motivating virtual reality (VR) tasks. The system also uses iterative learning control (ILC), a model-based control strategy which adjusts the applied FES based on the tracking error recorded on previous task attempts. Feasibility of the system has been evaluated in experimental trials with 2 unimpaired participants and clinical trials with 4 hemiparetic, chronic stroke participants. The stroke participants attended 17, 1 hour training sessions in which they performed functional tasks, such as button pressing using the touch table and closing a drawer. Stroke participant results show that the joint angle error norm reduced by an average of 50.3% over 6 attempts at each task when assisted by FES. (C) 2016 The Authors. Published by Elsevier Ltd on behalf of IPEM.
引用
收藏
页码:366 / 379
页数:14
相关论文
共 49 条
[1]  
Al-Gburi A, 2013, IEEE DECIS CONTR P, P3055, DOI 10.1109/CDC.2013.6760348
[2]   Movement therapy induced neural reorganization and motor recovery in stroke: A review [J].
Arya, Kamal Narayan ;
Pandian, Shanta ;
Verma, Rajesh ;
Garg, R. K. .
JOURNAL OF BODYWORK AND MOVEMENT THERAPIES, 2011, 15 (04) :528-537
[3]   A DISCRETE-TIME MODEL OF ELECTRICALLY STIMULATED MUSCLE [J].
BERNOTAS, LA ;
CRAGO, PE ;
CHIZECK, HJ .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1986, 33 (09) :829-838
[4]   Combined feedforward and feedback control of a redundant, nonlinear, dynamic musculoskeletal system [J].
Blana, Dimitra ;
Kirsch, Robert F. ;
Chadwick, Edward K. .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2009, 47 (05) :533-542
[5]   Multiple-Model Adaptive Control of Functional Electrical Stimulation [J].
Brend, Oliver ;
Freeman, Chris ;
French, Mark .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2015, 23 (05) :1901-1913
[6]   Clinical and therapeutic applications of neuromuscular stimulation: A review of current use and speculation into future developments [J].
Burridge, JH ;
Ladouceur, M .
NEUROMODULATION, 2001, 4 (04) :147-153
[7]   Validity of the Microsoft Kinect for assessment of postural control [J].
Clark, Ross A. ;
Pua, Yong-Hao ;
Fortin, Karine ;
Ritchie, Callan ;
Webster, Kate E. ;
Denehy, Linda ;
Bryant, Adam L. .
GAIT & POSTURE, 2012, 36 (03) :372-377
[8]   Relation between stimulation characteristics and clinical outcome in studies using electrical stimulation to improve motor control of the upper extremity in stroke [J].
de Kroon, JR ;
IJzerman, MJ ;
Chae, J ;
Lankhorst, GJ ;
Zilvold, G .
JOURNAL OF REHABILITATION MEDICINE, 2005, 37 (02) :65-74
[9]   Therapeutic electrical stimulation to improve motor control and functional abilities of the upper extremity after stroke: a systematic review [J].
de Kroon, JR ;
van der Lee, JH ;
Ijzerman, MJ ;
Lankhorst, GJ .
CLINICAL REHABILITATION, 2002, 16 (04) :350-360
[10]   Comparison of changes in upper and lower extremity impairments and disabilities after stroke [J].
Desrosiers, J ;
Malouin, F ;
Richards, C ;
Bourbonnais, D ;
Rochette, A ;
Bravo, G .
INTERNATIONAL JOURNAL OF REHABILITATION RESEARCH, 2003, 26 (02) :109-116