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首页> 外文期刊>Sadhana: Academy Proceedings in Engineering Science >Implementation of modified chaotic invasive weed optimization algorithm for optimizing the PID controller of the biped robot
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Implementation of modified chaotic invasive weed optimization algorithm for optimizing the PID controller of the biped robot

机译:用于优化Biped机器人PID控制器的修正混沌侵入杂草优化算法的实现

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The present research work involves the implementation of Modified Chaotic Invasive Weed Optimization (MCIWO) algorithm for optimizing the gains of torque based proportional integral and derivative (PID) controller used to control the motors of the biped robot while walking on flat surface. While designing the controller, the dynamics of the biped robot has been derived using the well-known Lagrange-Euler (L-E) formulation. Subsequently, manual tuning procedure is employed to find the ranges of the gains of PID controller used in the developed algorithm. Once it is optimized, the effectiveness of the proposed algorithm is then compared with the Differential Evolution (DE) algorithm, in terms of variation of error, torque required, zero moment point (ZMP) and dynamic balance margin (DBM) of the biped robot. It has been observed that the MCIWO algorithm tuned PID controller is found to perform better than DE tuned controller. Further, the optimal gait obtained through the developed algorithm is validated by executing it on the real robot. It has been observed that the robot has successfully negotiated the flat terrain with the gaits obtained by the optimal PID controller.
机译:本研究工作涉及实施修改的混沌侵入杂草优化(MCIWO)算法,用于优化基于扭矩的比例积分和导数(PID)控制器的扭矩,用于在平坦表面上行走的同时控制Biped机器人的电动机。在设计控制器的同时,使用众所周知的拉格朗日 - 欧拉(L-E)配方来导出Biped机器人的动态。随后,采用手动调整过程来查找发达算法中使用的PID控制器的增益的范围。一旦优化,就可以将所提出的算法的有效性与差分演进(DE)算法进行比较,就误差,扭矩所需,零时刻点(ZMP)和动态余额(DBM)的变化而进行了比较。已经观察到MCIWO算法调谐控制器被发现比DE调谐控制器更好。此外,通过在真实机器人上执行通过开发算法获得的最佳步态。已经观察到,机器人已成功地协商平面地形,通过最佳PID控制器获得的GAIT。

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