Adaptive neural controller with predefined boundary constraints for 3D printed cable-driven soft actuators

doi:10.1088/1361-665X/acd157

CIOMP OpenIR

	Adaptive neural controller with predefined boundary constraints for 3D printed cable-driven soft actuators
	C. Xia, Z. Xu, H. Sai, H. Li and K. Wang
	2023
发表期刊	Smart Materials and Structures
ISSN	09641726
卷号	32 期号:6
摘要	It is difficult to build dynamic models for 3D-printed soft actuators because of their material and structural flexibility and the complex intrinsic and extrinsic interactions encountered in human-centric or complex non-structural environments. Soft actuators require the control error during motion to be limited. However, existing control methods with predefined boundary constraints are designed for rigid actuators and are not directly applicable to soft actuators. In this paper, an adaptive neural controller based on a quasi-static model is proposed. The quasi-static model of the soft actuator is used to determine how the viscoelasticity of the flexible material influences the neural network, enabling the neural network to identify a better fit to the dynamic model of the soft actuator. Finally, experimental results verify that the proposed controller constrains the tracking error of the soft actuator to within the predefined boundary. © 2023 IOP Publishing Ltd.
DOI	10.1088/1361-665X/acd157
URL	查看原文
收录类别	sci ; ei
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/68037
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	C. Xia, Z. Xu, H. Sai, H. Li and K. Wang. Adaptive neural controller with predefined boundary constraints for 3D printed cable-driven soft actuators[J]. Smart Materials and Structures,2023,32(6).
APA	C. Xia, Z. Xu, H. Sai, H. Li and K. Wang.(2023).Adaptive neural controller with predefined boundary constraints for 3D printed cable-driven soft actuators.Smart Materials and Structures,32(6).
MLA	C. Xia, Z. Xu, H. Sai, H. Li and K. Wang."Adaptive neural controller with predefined boundary constraints for 3D printed cable-driven soft actuators".Smart Materials and Structures 32.6(2023).

条目包含的文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
Adaptive neural cont（2980KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览请求全文