逆动力学问题仿形控制下操作者手部轨迹的预测评估

Q3 Mathematics SPIIRAS Proceedings Pub Date : 2019-02-21 DOI:10.15622/SP.18.1.123-147
V. Petrenko, F. Tebueva, M. Gurchinsky, V. Antonov, A. Pavlov
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引用次数: 9

摘要

现代机器人技术最重要的任务是开发机器人在可能对人类健康造成威胁的潜在危险领域进行工作。目前,尽管人工智能技术得到了积极发展,但机器人系统还不能完全取代人类解决动态环境中的复杂问题。在不久的将来,实现复制式控制或所谓的操作员虚拟存在的机器人是最先进的。复制控制的原理是基于远程操作者的动作捕捉和机器人驱动器控制信号的形成。跟踪系统或基于运动规划的系统可用于控制驱动器。跟踪系统更简单,但基于运动规划的系统允许实现更平滑的运动,并且对控制对象的部件磨损更少。为了收集必要的数据,操作者和控制对象的运动之间的人工延迟被用来实现基于控制的运动规划。研究的目的是在求解逆动力学问题的基础上,减少实时复制型控制中拟人机械臂驱动控制时出现的延迟。提出了利用广义坐标的预测值进行机械手运动路径规划的方法。基于操作者手部广义坐标的测量值,形成时间序列并进行预测。将广义坐标的预测值用于拟人机械臂轨迹规划和逆动力学问题求解。预测基于线性回归,计算复杂度相对较低,是实时运行模式下系统运行的重要准则。开发的数学装置,基于预测参数和机械臂驱动的最大允许加速度,允许找到一个理论估计的误差值限制,为规划操作者的手轨迹使用所提出的方法为特定任务。通过Matlab环境下的软件仿真,验证了预测误差最大理论值的充分性,以及所提方法在实际测试中的前景。
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Predictive Assessment of Operator's Hand Trajectory with the Copying Type of Control for Solution of the Inverse Dynamic Problem
The most important task of modern robotics is the development of robots to perform the work in potentially dangerous fields which can cause the risk to human health. Currently robotic systems can not become a full replacement for man for solving complex problems in a dynamic environment despite an active development of artificial intelligence technologies. The robots that implement the copying type of control or the so-called virtual presence of the operator are the most advanced for use in the nearest future. The principle of copying control is based on the motion capture of the remote operator and the formation of control signals for the robot’s drives. A tracking system or systems based on movement planning can be used to control the drives. The tracking systems are simpler, but systems based on motion planning allow to achieve more smooth motion and less wear on the parts of the control object. An artificial delay between the movements of the operator and the control object for necessary data collection  is used  to implement the control-based motion planning. The aim of research is a reduction of delay, which appears when controlling the anthropomorphic manipulator drives based on the solution of the inverse dynamic problem, when real time copying type of control is used . For motion path planning it is proposed to use forecast values of the generalized coordinates for manipulator. Based on the measured values of the generalized coordinates of the operator's hand, time series are formed and their prediction is performed. Predictive values of generalized coordinates are used in planning the anthropomorphic manipulator trajectory and solving the inverse dynamic problem. Prediction is based on linear regression with relatively low computational complexity, which is an important criterion for the system operation in the real time operation mode. The developed mathematical apparatus, based on prediction parameters and maximum permissible accelerations of the manipulator drives, allows to find a theoretical estimate of error values limits for planning the operator's hand trajectory using the proposed approach for specific tasks. The adequacy of the maximum theoretical value of the prediction error, as well as the prospects of the proposed approach for testing in practice is confirmed by the software simulation in Matlab environment.
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来源期刊
SPIIRAS Proceedings
SPIIRAS Proceedings Mathematics-Applied Mathematics
CiteScore
1.90
自引率
0.00%
发文量
0
审稿时长
14 weeks
期刊介绍: The SPIIRAS Proceedings journal publishes scientific, scientific-educational, scientific-popular papers relating to computer science, automation, applied mathematics, interdisciplinary research, as well as information technology, the theoretical foundations of computer science (such as mathematical and related to other scientific disciplines), information security and information protection, decision making and artificial intelligence, mathematical modeling, informatization.
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