过驱动系统节能控制分配的全局优化算法

Yan Chen, Junmin Wang
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引用次数: 16

摘要

为提高过驱动系统的运行能效,提出了一种新的全局优化算法——节能控制分配方案。对于一类实际幂函数和效率函数,提出了一种基于Karush-Kuhn-Tucker (KKT)的算法,通过对整个实际局部最小值的简单比较,求出所有的局部最优解,进而求出全局最小值。该算法将标准非线性优化问题转化为经典特征值问题,不依赖于初始条件的选择。最后以带轮内电机的地面电动车辆为算例,验证了所提全局优化算法对节能CA问题的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A global optimization algorithm for energy-efficient control allocation of over-actuated systems
This paper presents a new global optimization algorithm for energy-efficient control allocation (CA) scheme, which was proposed for improving operational energy efficiency of over-actuated systems. For a class of realistic power and efficiency functions, a Karush-Kuhn-Tucker (KKT) based algorithm is proposed to find all the local optimal solutions, and consequently the global minimum through a further simple comparison among the entire realistic local minima. This KKT-based algorithm is also independent on the selections of initial conditions by transferring the standard nonlinear optimization problem into classical eigenvalue problems. Numerical examples about practical electric ground vehicles with in-wheel motors are utilized to demonstrate the effectiveness of the proposed global optimization algorithm for the energy-efficient CA problems.
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