Mechanical arm fuzzy PID control method based on quantum pigeon inspired optimization
The invention discloses a fuzzy PID (Proportion Integration Differentiation) control method for a mechanical arm based on quantum pigeon inspired optimization, which comprises the following steps of: firstly, planning a motion track, and controlling the mechanical arm to move according to the planne...
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creator | KANG XIUSHAN ZHU HUAN WANG XUEJUN YANG XIAOHU SU GUANGHONG WU JIE ZHOU HANG LUO YANG YANG HUA LI CHAO ZHONG JIA YANG TAO YANG YANG TIAN GUIQING SU LING |
description | The invention discloses a fuzzy PID (Proportion Integration Differentiation) control method for a mechanical arm based on quantum pigeon inspired optimization, which comprises the following steps of: firstly, planning a motion track, and controlling the mechanical arm to move according to the planned motion track through a fuzzy PID controller; a QAPIO algorithm is adopted to optimize fuzzy PID control parameters, and each pigeon can serve as a PID control parameter of each joint of the mechanical arm. According to the QAPIO algorithm, a compass operator updating equation in an original algorithm and a probability density function and a quantum revolving door in real number coding quantum representation are modified, so that the algorithm has the continuous updating capacity, the optimal value can be continuously updated, the global optimization capacity is improved, the situation that local optimum is obtained too early is avoided, and the real number coding efficiency is improved. The problem that the origi |
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According to the QAPIO algorithm, a compass operator updating equation in an original algorithm and a probability density function and a quantum revolving door in real number coding quantum representation are modified, so that the algorithm has the continuous updating capacity, the optimal value can be continuously updated, the global optimization capacity is improved, the situation that local optimum is obtained too early is avoided, and the real number coding efficiency is improved. 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According to the QAPIO algorithm, a compass operator updating equation in an original algorithm and a probability density function and a quantum revolving door in real number coding quantum representation are modified, so that the algorithm has the continuous updating capacity, the optimal value can be continuously updated, the global optimization capacity is improved, the situation that local optimum is obtained too early is avoided, and the real number coding efficiency is improved. The problem that the origi</abstract><oa>free_for_read</oa></addata></record> |
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subjects | CHAMBERS PROVIDED WITH MANIPULATION DEVICES HAND TOOLS MANIPULATORS PERFORMING OPERATIONS PORTABLE POWER-DRIVEN TOOLS TRANSPORTING |
title | Mechanical arm fuzzy PID control method based on quantum pigeon inspired optimization |
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