Development of a robotic orthosis for fingers flexion motion by surface myoelectric control: Open source prototype

被引:2
|
作者
Martins, Hygor Vinicius Pereira [1 ]
Setti, Joao Antonio Palma [1 ]
Guimaraes, Cayley [1 ]
Campos, Daniel Prado [2 ]
机构
[1] Univ Tecnol Fed Parana, Av Sete Setembro Reboucas 3165, BR-80230901 Curitiba, Parana, Brazil
[2] Univ Tecnol Fed Parana, Rd Marcilio Dias 635, BR-86812460 Apucarana, Parana, Brazil
关键词
Artificial intelligence; Pattern recognition; Robotics; Signal processing; User-centered design; Modularization; BRACHIAL-PLEXUS INJURIES; HAND; EPIDEMIOLOGY; EXOSKELETON; WRIST;
D O I
10.1016/j.bspc.2023.105014
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective: This study proposed an open-source myoelectric robotic hand orthosis prototype to support people with neuromuscular disorders in performing activities of daily living (ADLs).Methods: A user-tuned methodology was applied, designing the system's usability and ergonomics with recommendations in literature (2017 to 2020), thus calibrating the prototype by user's metrics. It has two modules: transmitter-interpreter system (TIS) and receiver-actuator system (RAS) that performs three hand pose: (i) pulp pinch, (ii) cylindrical grip, and (iii) resting hand. The system uses a linear discriminant analysis (LDA) classifier with real-time disruptive windowing (80 ms) and a majority vote algorithm (n=3) as post-processing. TIS classifies and transmits a hand pose within 300 ms to RAS, which executes the hand pose.Results: The LDA classifier was trained with ten datasets of surface myoelectric signals (sMES) recorded from a healthy volunteer. The system's accuracy reached 90% in real-time tests with three everyday objects. Splints were 3D-printed with resistant material, so the fitting and range of motion were comfortable for the volunteer.Conclusion: The prototype achieved the recommendations in the literature, and it was the orthosis that most fulfilled said requirements compared to state-of-the-art (2017 to 2020) myoelectric robotic hand orthosis. However, it only assists with finger flexion. Significance: The open-source format provides other researchers a starting point to develop an orthosis for in-home rehabilitation that actively assists in ADLs. Additionally, production costs for the orthosis are R$856.35, or 2.98% of the cheapest myoelectric hand orthosis available on the market (PowerGrip), both quoted on November 2021.
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页数:11
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