Abstract:
This paper mainly studies the problem of serpentine locomotion gait optimization and control for the snake-like robot. It analyzes the motion gait model of the snake-like robot with the friction model, and uses PID controller to control and track the gait according to the gait control system structure based on closed-loop feedback. Applying the Non-dominated Sorting in Genetic Algorithm(NSGA-Ⅱ) into the gait optimization on the above basis, it implements the parameter optimization for the motion gait track and control system based on closed-loop feedback. Simulation results show that NSGA-Ⅱ algorithm can achieve the objective to optimize variables efficiently, find the optimal value between the power and speed, and is feasible and effective to solve the problem of the multi-objectives optimization for the motion gait of the snake-like robot.
Key words:
snake-like robot,
motion gait optimization and control,
PID controller,
genetic algorithm,
multi-objectives optimization
摘要: 研究蛇形机器人蜿蜒运动步态的优化与控制问题。结合摩擦力模型,并分析蛇形机器人运动步态模型,根据基于闭环反馈的控制系统结构运用PID控制器对其步态进行跟踪控制,在此基础上采用基于非支配排序遗传算法(NSGA-Ⅱ)对步态进行优化,该优化方法实现对闭环反馈跟踪控制系统的参数优化。仿真结果表明,NSGA-Ⅱ算法能达到变量优化目的,在功率和速度之间寻找最优值,对于解决蛇形机器人运动步态多目标优化问题是可行有效的。
关键词:
蛇形机器人,
运动步态优化与控制,
PID控制器,
遗传算法,
多目标优化
CLC Number:
WEI Wu, DENG Gao-Yan. Optimization and Control of NSGA-Ⅱin Snake-like Robot[J]. Computer Engineering, 2012, 38(08): 137-140.
魏武, 邓高燕. NSGA-Ⅱ在蛇形机器人中的优化与控制[J]. 计算机工程, 2012, 38(08): 137-140.