首页> 外文期刊>Robotica >A Hierarchical Safety Control Strategy for Exoskeleton Robot Based on Maximum Correntropy Kalman Filter and Bounding Box
【24h】

A Hierarchical Safety Control Strategy for Exoskeleton Robot Based on Maximum Correntropy Kalman Filter and Bounding Box

机译:基于最大熵卡尔曼滤波和边界盒的外骨骼机器人分层安全控制策略

获取原文
获取原文并翻译 | 示例
获取外文期刊封面目录资料

摘要

Exoskeleton robots have been widely used in many fields at present. When wearing the exoskeleton to operate, the wearer may be unconscious of the position of exoskeleton or affected by the surrounding environment, causing collision between two arms of exoskeleton or between arms and environment. The collision may result in the exoskeleton destroyed or even the wearer injured. This paper proposes a hierarchical safety control strategy for exoskeleton robots based on maximum correntropy Kalman filter and bounding box to ensure safe operation. Accurate joint angle prediction can be obtained by filtering out non-Gaussian impulsive noise using maximum correntropy criterion as evaluation criterion. Relative position relationship of the arms can be derived based on bounding box to realize hierarchical safe control. Enough experiments have been carried out, and the results validated the feasibility of the proposed method.
机译:目前,外骨骼机器人已广泛应用于许多领域。佩戴外骨骼进行操作时,佩戴者可能会意识不到外骨骼的位置或受到周围环境的影响,从而导致外骨骼的两臂之间或手臂与环境之间发生碰撞。碰撞可能导致外骨骼遭到破坏,甚至使佩戴者受伤。提出了基于最大熵卡尔曼滤波器和边界盒的外骨骼机器人分层安全控制策略,以确保安全运行。通过使用最大熵准则作为评估准则滤除非高斯脉冲噪声,可以获得准确的关节角度预测。可以基于边界框推导手臂的相对位置关系,实现分级安全控制。已经进行了足够的实验,结果验证了该方法的可行性。

著录项

  • 来源
    《Robotica》 |2019年第12期|2165-2175|共11页
  • 作者单位

    Beijing Inst Technol Sch Mechatron Engn Beijing Peoples R China|Beijing Inst Technol Beijing Adv Innovat Ctr Intelligent Robots & Syst Beijing Peoples R China|Minist Educ Key Lab Biomimet Robots & Syst Beijing Peoples R China;

    Beijing Inst Technol Beijing Adv Innovat Ctr Intelligent Robots & Syst Beijing Peoples R China|Minist Educ Key Lab Biomimet Robots & Syst Beijing Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Exoskeleton; Safety control strategy; MCKF; Collision detection; Bounding box;

    机译:外骨骼;安全控制策略;MCKF;碰撞检测;边界框;

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号