Gait Planning and Multimodal Human-Exoskeleton Cooperative Control Based on Central Pattern Generator

被引:20
作者
Kou, Jiange [1 ]
Wang, Yixuan [2 ]
Chen, Zhenlei [3 ]
Shi, Yan [1 ]
Guo, Qing [3 ,4 ]
机构
[1] Beihang Univ BUAA, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[2] Beihang Univ BUAA, Engn Training Ctr, Beijing 100191, Peoples R China
[3] Univ Elect Sci & Technol China, Sch Aeronaut & Astronaut, Chengdu 611731, Peoples R China
[4] Aircraft Swarm Intelligent Sensing & Cooperat Cont, Chengdu 611731, Peoples R China
关键词
Trajectory; Exoskeletons; Hip; Tracking; Real-time systems; Training; Switches; Adaptive backstepping control; admittance control; central pattern generators (CPGs); human-exoskeleton cooperative control; lower limb exoskeleton; HUMAN-ROBOT INTERACTION; NEURAL-NETWORK CONTROL; REHABILITATION; PRIMITIVES;
D O I
10.1109/TMECH.2024.3453037
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This study presents a multimodal human-exoskeleton cooperative control method to realize different control modes smoothly switching each other with satisfactory stable performance. Considering existed mismatch gaits of the operator comparison with the exoskeleton, the corresponding operator's gait is planned by central pattern generators (CPGs) to reduce human-exoskeleton impedance and generate real-time desired trajectory, which are used as the trajectory demand input of the exoskeleton control. Then, the admittance modulation factors is proposed to realize three motion control modes of lower limb exoskeleton, i.e., active, passive, and assist-as-needed. Meanwhile, an adaptive backstepping controller with the radial basis function neyral network estimation law is designed to guarantee the position tracking errors in uniformly ultimately boundedness under model uncertainty. Finally, the experimental studies are performed with an able-bodied operator by regulating the CPGs model parameters and modulation factors to verify the proposed multimodal human-exoskeleton cooperative control.
引用
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页数:11
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