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Parameter Tuning of Multi-Proportional-Integral-Derivative Controllers Based on Optimal Switching Algorithms

机译:基于最优切换算法的多比例积分微分控制器参数整定

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摘要

Under the framework of switched systems, this paper considers a multi-proportional-integral-derivative controller parameter tuning problem with terminal equality constraints and continuous-time inequality constraints. The switching time and controller parameters are decision variables to be chosen optimally. Firstly, we transform the optimal control problem into an equivalent problem with fixed switching instants by introducing an auxiliary function and a time-scaling transformation. Because of the complexity of constraints, it is difficult to solve the problem by conventional optimization techniques. To overcome this difficulty, a novel exact penalty function is introduced for these constraints. Furthermore, the penalty function is appended to the cost functional to form an augmented cost functional, giving rise to an approximate nonlinear parameter optimization problem that can be solved using any gradient-based method. Convergence results indicate that any local optimal solution of the approximate problem is also a local optimal solution of the original problem as long as the penalty parameter is sufficiently large. Finally, an example is provided to illustrate the effectiveness of the developed algorithm.
机译:在切换系统的框架下,考虑了具有终端相等约束和连续时间不等式约束的多比例积分微分控制器参数整定问题。切换时间和控制器参数是要最佳选择的决策变量。首先,通过引入辅助函数和时标变换,将最优控制问题转化为具有固定开关瞬间的等效问题。由于约束的复杂性,很难通过传统的优化技术解决该问题。为了克服这个困难,针对这些约束引入了新颖的精确惩罚函数。此外,惩罚函数被附加到成本函数以形成增加的成本函数,从而引起可以使用任何基于梯度的方法来解决的近似非线性参数优化问题。收敛结果表明,只要惩罚参数足够大,则近似问题的任何局部最优解也是原始问题的局部最优解。最后,提供一个例子来说明所开发算法的有效性。

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