An Intelligent Control Approach for Reduction of Gait Asymmetry in Transfemoral Amputees

Zunaed Kibria, Bhanu Prasad Kotamraju, S. Commuri
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Abstract

Traumatic injuries, vascular deficiencies, or complications from diabetes can lead to amputation of the lower extremities of an individual. Depending on the severity, amputation can be performed by removing a portion of the limb below the knee (Transtibial Amputation), or the entire limb below the hip (above knee or Transfemoral Amputation). After amputation, individuals seldom regain complete mobility even with the assistance of prosthetic limb. Further, the individual usually suffers from complications such as pain in the residual limb, infections, muscular atrophy, fatigue, and emotional trauma. One of the factors that has significant impact on the long-term health of the amputee is the asymmetry in the gait of the intact and prosthetic limbs. In this paper, we present a case study to demonstrate how gait asymmetry can lead to reduced stance time on the prosthetic limb. Reduced stance time implies that the individual depends more on the intact limb for support and mobility. Over the long term, such asymmetry can lead to musculo-skeletal and cardiac problems and result in additional surgeries. While active prosthesis can improve mobility of the individual, the devices in use today have limitations that prevent gait symmetry. The main challenge in designing a controller for an active prosthesis is that the intent of the user is unknown. Therefore, it is not possible to design trajectories for the prosthetic joints to follow. In the second half of the paper, an intelligent control approach is developed that adapts to the gait of the individual and reduces the asymmetry between the healthy and prosthetic limb.
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一种减少经股截肢者步态不对称的智能控制方法
创伤性损伤、血管缺陷或糖尿病并发症可导致个体下肢截肢。根据严重程度的不同,截肢可以通过切除膝关节以下肢体的一部分(经胫截肢)或整个髋关节以下肢体(膝关节以上或经股截肢)进行。截肢后,即使有假肢的帮助,个体也很少能恢复完全的活动能力。此外,患者通常会出现残肢疼痛、感染、肌肉萎缩、疲劳和情感创伤等并发症。影响截肢者长期健康的因素之一是完整肢体和假肢步态的不对称。在本文中,我们提出了一个案例研究来证明步态不对称如何导致假肢站立时间的减少。站立时间的减少意味着个体更多地依赖于完整的肢体来支持和活动。长期来看,这种不对称会导致肌肉骨骼和心脏问题,并导致额外的手术。虽然主动假肢可以改善个人的活动能力,但目前使用的设备存在妨碍步态对称的局限性。为主动假肢设计控制器的主要挑战是用户的意图是未知的。因此,不可能设计假肢关节遵循的轨迹。在论文的第二部分,开发了一种适应个人步态的智能控制方法,并减少了健康肢体和假肢之间的不对称性。
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