Observer-based fractional-order dynamic terminal sliding mode control of active shock absorbing prostheses for lower limb amputees

IF 6.6 2区 计算机科学 Q1 AUTOMATION & CONTROL SYSTEMS ISA transactions Pub Date : 2025-03-01 Epub Date: 2025-01-09 DOI:10.1016/j.isatra.2025.01.007
Samane Memarzade, Mohammad Haddad Zarif, Alireza Alfi
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Abstract

Recent biomedical engineering developments have empowered prosthetic devices to evolve from purely mechanical devices to more sophisticated controlled devices, allowing amputees to perform advanced locomotion modes such as passing stairs and walking on sloped surfaces. However, the strongly coupled nonlinear system dynamics make it difficult for the lower-limb prosthesis (LLP) to adapt to complex tasks and isolate the vibrations and acceleration from the residual limb soft tissue. In this regard, realizing the potential of active LLPs to increase user mobility and efficiency requires reliable, stable, and intuitive control strategies to provide a comfortable gait quality. In this study, a fractional-order dynamic terminal sliding mode controller (FDTSMC) is proposed to effectively isolate the residual limb soft tissue from the vibrations and acceleration arising from the pylon and foot. The proposed sliding surfaces guarantee the fast finite-time system states’ convergence, and the chattering is remarkably alleviated. Furthermore, since from the practical viewpoint, the actuators are non-ideal and are affected by dead-zone and hysteresis that degrade the LLP’s performance, an observer is augmented with the control system to estimate the lumped uncertainties and compensate for the effects of model nonlinear dynamics and disturbances. The closed-loop system stability is ensured in terms of Lyapunov concept. Comparative performance investigations in ideal and non-ideal situations are carried out, and the proposed control scheme’s favorable gait shock absorption performance over observer-based conventional SMC and dynamic SMC approaches is revealed.
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基于观测器的主动减震假肢分数阶动态终端滑模控制。
最近生物医学工程的发展使假肢设备从纯粹的机械设备发展到更复杂的控制设备,允许截肢者执行高级运动模式,如通过楼梯和在斜坡上行走。然而,强耦合的非线性系统动力学使得下肢假肢难以适应复杂的任务,并且难以将振动和加速度与残肢软组织隔离开来。在这方面,实现主动llp提高用户移动性和效率的潜力需要可靠、稳定和直观的控制策略,以提供舒适的步态质量。本文提出了一种分数阶动态终端滑模控制器(FDTSMC)来有效地隔离残肢软组织对塔架和足部振动和加速度的影响。所提出的滑动面保证了系统有限时间状态的快速收敛,显著地减轻了系统的抖振。此外,从实际应用的角度来看,由于执行器是非理想的,并且受死区和迟滞的影响,降低了LLP的性能,因此在控制系统中增加了一个观测器来估计集总不确定性并补偿模型非线性动力学和干扰的影响。利用李亚普诺夫理论保证了闭环系统的稳定性。在理想和非理想情况下进行了性能对比研究,揭示了该控制方案比基于观测器的传统SMC和动态SMC方法具有更好的步态减震性能。
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来源期刊
ISA transactions
ISA transactions 工程技术-工程:综合
CiteScore
11.70
自引率
12.30%
发文量
824
审稿时长
4.4 months
期刊介绍: ISA Transactions serves as a platform for showcasing advancements in measurement and automation, catering to both industrial practitioners and applied researchers. It covers a wide array of topics within measurement, including sensors, signal processing, data analysis, and fault detection, supported by techniques such as artificial intelligence and communication systems. Automation topics encompass control strategies, modelling, system reliability, and maintenance, alongside optimization and human-machine interaction. The journal targets research and development professionals in control systems, process instrumentation, and automation from academia and industry.
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