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Modelling and Genetic Algorithm Based-PID Control of H-Shaped Racing Quadcopter

机译:基于建模和遗传算法的H型赛车四轴飞行器PID控制

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摘要

This work presents a detailed mathematical modelling of H-shaped racing quadcopter. The complete nonlinear dynamic model is obtained by exploiting Newton-Euler method as a common technique used in quadcopter modelling. A trajectory tracking controller is proposed, in which four PID controllers are designed to stabilize the quadcopter and to achieve the required altitude and orientation. However, a nested loop PID controllers are designed to track the desired x and y position of the quadcopter. The PID coefficients for the aforementioned proposed controllers are tuned using genetic algorithm (GA). The objective function for the GA was set so as to minimize the absolute tracking error, peak overshoot, and settling time for a step inputs. A MATLAB/Simulink environment is used to conduct the system model and the designed controller. The closed loop system performance is depicted for individual step inputs and for a predefined trajectory. Simulation results show a perfect step response performance and excellent trajectory tracking capability with a very low error budget. Finally, the controller robustness is examined and it is shown that the designed controller is robust against sensor noise, external disturbances, and model parameters uncertainties.
机译:这项工作提出了H型赛车四轴飞行器的详细数学建模。完整的非线性动力学模型是通过将牛顿-欧拉方法用作四旋翼飞机建模中的常用技术而获得的。提出了一种轨迹跟踪控制器,其中设计了四个PID控制器来稳定四轴飞行器并达到所需的高度和方向。但是,嵌套回路PID控制器设计为跟踪四轴飞行器的所需x和y位置。使用遗传算法(GA)调整了上述控制器的PID系数。设置GA的目标函数是为了最大程度地减小绝对跟踪误差,峰值超调和阶跃输入的建立时间。使用MATLAB / Simulink环境进行系统模型和设计的控制器。描绘了单个步输入和预定义轨迹的闭环系统性能。仿真结果表明,完美的阶跃响应性能和出色的轨迹跟踪能力以及极低的误差预算。最后,检查了控制器的鲁棒性,结果表明所设计的控制器对传感器噪声,外部干扰和模型参数不确定性具有鲁棒性。

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