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A Pediatric Knee Exoskeleton With Real-Time Adaptive Control for Overground Walking in Ambulatory Individuals With Cerebral Palsy

机译:儿科膝关节外骨骼,具有实时自适应控制,用于在带脑瘫的动态个体走路

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摘要

Gait training via a wearable device in children with cerebral palsy (CP) offers the potential to increase therapy dosage and intensity compared to current approaches. Here, we report the design and characterization of a pediatric knee exoskeleton (P.REX) with a microcontroller based multi-layered closed loop control system to provide individualized control capability. Exoskeleton performance was evaluated through benchtop and human subject testing. Step response tests show the averaged 90% rise was 26 ± 0.2 ms for 5 Nm, 22 ± 0.2 ms for 10 Nm, 32 ± 0.4 ms for 15 Nm. Torque bandwidth of P.REX was 12 Hz and output impedance was less than 1.8 Nm with control on (Zero mode). Three different control strategies can be deployed to apply assistance to knee extension: state-based assistance, impedance-based trajectory tracking, and real-time adaptive control. One participant with typical development (TD) and one participant with crouch gait from CP were recruited to evaluate P.REX in overground walking tests. Data from the participant with TD were used to validate control system performance. Kinematic and kinetic data were collected by motion capture and compared to exoskeleton on-board sensors to evaluate control system performance with results demonstrating that the control system functioned as intended. The data from the participant with CP are part of a larger ongoing study. Results for this participant compare walking with P.REX in two control modes: a state-based approach that provided constant knee extension assistance during early stance, mid-stance and late swing (Est+Mst+Lsw mode) and an Adaptive mode providing knee extension assistance proportional to estimated knee moment during stance. Both were well tolerated and significantly improved knee extension compared to walking without extension assistance (Zero mode). There was less reduction in gait speed during use of the adaptive controller, suggesting that it may be more intuitive than state-based constant assistance for this individual. Future work will investigate the effects of exoskeleton assistance during overground gait training in children with neurological disorders and will aim to identify the optimal individualized control strategy for exoskeleton prescription.
机译:通过脑瘫患儿(CP)的患儿可穿戴装置的步态培训提供了与当前方法相比增加治疗剂量和强度的可能性。在这里,我们报告了具有基于微控制器的多层闭环控制系统的小儿膝关节外骨骼(P.rex)的设计和表征,以提供个性化控制能力。通过台式和人类对象测试评估外骨骼性能。步进响应试验显示,5nm,22±0.2ms为10nm,32±0.4ms的平均升高为26±0.2 ms,32±0.4ms,为15nm。 P.Rex的扭矩带宽为12Hz,输出阻抗小于1.8nm,控制接通(零模式)。可以部署三种不同的控制策略,以向膝关节扩展提供帮助:基于状态的援助,基于阻抗的轨迹跟踪和实时自适应控制。招募了一个具有典型发展(TD)的参与者和来自CP的蹲伏步态的参与者,以评估P.rex在地下步行测试中。来自TD的参与者的数据用于验证控制系统性能。通过运动捕获收集运动和动力学数据,并与外骨骼车载传感器进行比较,以评估控制系统性能,结果表明控制系统如预期运行。来自CP的参与者的数据是更大的正在进行的研究的一部分。该参与者的结果与P.rex一起使用两种控制模式:在早期姿势,中立姿势和晚播(EST + MST + LSW模式)和提供膝盖的自适应模式下提供恒定膝关节延长辅助的基于状态的方法延期协助与姿势期间估计的膝盖矩比例成比例。与步行无延长辅助(零模式)相比,两者都耐受良好的宽容和显着改善的膝盖延伸。使用自适应控制器期间步态速度较小,表明它可能比对该个体的状态的不断援助更直观。未来的工作将探讨外骨骼辅助在患有神经系统疾病儿童的地区步态培训期间的影响,并旨在确定外骨骼处方的最佳个体化控制策略。

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