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Application of SEUMRE global optimization algorithm in automotive magnetorheological brake design

机译:SEUMRE全局优化算法在汽车磁流变制动器设计中的应用

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摘要

In this paper, the superior performance of a novel space exploration and unimodal region elimination global optimization algorithm, SEUMRE, is demonstrated through comparisons with other well known global optimization techniques, including genetic algorithm (GA), simulated annealing (SA), and a highly nonlinear design problem - the optimal design of automotive magnetorheological brake (MRB). Unlike the conventional brakes, an MRB employs the interaction between a magnetorheological fluid and an applied magnetic field to generate the retarding braking torque. The SEUMRE design optimization algorithm was used to maximize the braking torque and minimize the weight of the brake structure. The computation time and optimized design parameters illustrated SEUMRE's capability to converge to an accurate result faster than the conventional global optimization methods. However, SA provided significantly better optimization results than GA and SEUMRE in terms of the cost function.
机译:在本文中,通过与其他著名的全局优化技术(包括遗传算法(GA),模拟退火(SA)和高度优化的全局优化技术)进行比较,证明了新型空间探索和单峰区域消除全局优化算法SEUMRE的优越性能。非线性设计问题-汽车磁流变制动器(MRB)的优化设计。与传统的制动器不同,MRB利用磁流变流体和施加的磁场之间的相互作用来产生减速制动转矩。 SEUMRE设计优化算法用于最大化制动扭矩和最小化制动结构的重量。计算时间和优化的设计参数说明SEUMRE具有比常规全局优化方法更快地收敛到准确结果的能力。但是,就成本函数而言,SA提供的优化结果明显优于GA和SEUMRE。

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