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A neuromuscular electrical stimulation strategy based on muscle synergy for stroke rehabilitation
KTH, Skolan för teknik och hälsa (STH), Medicinsk teknik, Medicinska sensorer, signaler och system. Shanghai Jiao Tong University, China.
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2015 (Engelska)Ingår i: International IEEE/EMBS Conference on Neural Engineering, NER, IEEE Computer Society, 2015, s. 816-819Konferensbidrag, Publicerat paper (Refereegranskat)
Abstract [en]

Recent experiments have suggested that the central nervous system (CNS) makes use of muscle synergies as a neural strategy to simplify the control of a variety of movements by using a single pattern of neural command signal. This nature of muscle coordination could have great significance in the treatment and rehabilitation of upper limb impairments for hemiparetic patients post stroke. The use of neuromuscular electrical stimulation (NMES) for neural prosthetics or therapeutic applications has been demonstrated as a promising clinical intervention for stroke patients to recover motor function of the upper extremity. However, the existing NMES systems do not provide control methods for the patient to achieve an individualized and functional rehabilitation training. In this research work, muscle synergies from the flexionextension elbow antagonistic muscles were studied. Using motion information and EMG signals, muscle synergies were extracted using non-negative matrix factorization (NMF) method. Reconstructed signals obtained from the muscle synergies were then applied to the virtual arm (VA) model to test a synergy based NMES strategy. Results show close resemblance to the original elbow trajectory of normal movements and thus the feasibility to control movements in stroke patients for rehabilitation.

Ort, förlag, år, upplaga, sidor
IEEE Computer Society, 2015. s. 816-819
Nyckelord [en]
Engineering research, Factorization, Matrix algebra, Mergers and acquisitions, Muscle, Neuromuscular rehabilitation, Patient treatment, Central nervous systems, Clinical interventions, Neuromuscular electrical stimulation, Neuromuscular electrical stimulations (NMES), Nonnegative matrix factorization, Rehabilitation training, Stroke rehabilitation, Therapeutic Application, Patient rehabilitation
Nationell ämneskategori
Medicinteknik
Identifikatorer
URN: urn:nbn:se:kth:diva-175087DOI: 10.1109/NER.2015.7146748ISI: 000377414600204Scopus ID: 2-s2.0-84940377031ISBN: 9781467363891 (tryckt)OAI: oai:DiVA.org:kth-175087DiVA, id: diva2:881888
Konferens
7th International IEEE/EMBS Conference on Neural Engineering, NER 2015, 22 April 2015 through 24 April 2015
Anmärkning

QC 20151211

Tillgänglig från: 2015-12-11 Skapad: 2015-10-09 Senast uppdaterad: 2016-07-06Bibliografiskt granskad

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Marquez, Juan C.
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Medicinska sensorer, signaler och system
Medicinteknik

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