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Optimized PID Controller with Bacterial Foraging Algorithm

机译:细菌觅食算法优化的PID控制器

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Fish robot precision depends on a variety of factors including the precision of motion sensors, mobility of links, elasticity of fish robot actuators system, and the precision of controllers. Among these factors, precision and efficiency of controllers play a key role in fish robot precision. In the present paper, a robot fish has been designed with dynamics and swimming mechanism of a real fish. According to equations of motion, this fish robot is designed with 3 hinged links. Subsequently, its control system was defined based on the same equations. In this paper, an approach is suggested to control fish robot trajectory using optimized PID controller through Bacterial Foraging algorithm, so as to adjust the gains. Then, this controller is compared to the powerful Fuzzy controller and optimized PID controller through PSO algorithm when applying step and sine inputs. The research findings revealed that optimized PID controller through Bacterial Foraging Algorithm had better performance than other approaches in terms of decreasing of the settling time, reduction of the maximum overshoot and desired steady state error in response to step input. Efficiency of the suggested method has been analyzed by MATLAB software.
机译:鱼类机器人的精度取决于多种因素,包括运动传感器的精度,链接的移动性,鱼类机器人执行器系统的弹性以及控制器的精度。在这些因素中,控制器的精度和效率在鱼类机器人的精度中起着关键作用。在本文中,已经设计了具有真实鱼的动力学和游泳机制的机器人鱼。根据运动方程,该鱼机器人设计有3个铰链链接。随后,基于相同的方程式定义了其控制系统。本文提出了一种通过细菌觅食算法利用优化的PID控制器控制鱼类机器人轨迹的方法,以调节增益。然后,在应用步进和正弦输入时,将该控制器与功能强大的模糊控制器和通过PSO算法优化的PID控制器进行比较。研究发现表明,通过细菌觅食算法优化的PID控制器在减少建立时间,减少最大过冲和响应阶跃输入所需的稳态误差方面具有比其他方法更好的性能。该方法的效率已通过MATLAB软件进行了分析。

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