Multi-objective control optimization for semi-active vehicle suspensions

被引:76
|
作者
Crews, John H. [1 ]
Mattson, Michael G. [1 ]
Buckner, Gregory D. [1 ]
机构
[1] N Carolina State Univ, Dept Mech & Aerosp Engn, Raleigh, NC 27695 USA
关键词
SLIDING MODE CONTROLLER; QUARTER-CAR MODELS; GENETIC ALGORITHMS; DESIGN OPTIMIZATION; SYSTEM-DESIGN;
D O I
10.1016/j.jsv.2011.05.036
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper we demonstrate a method for determining the optimality of control algorithms based on multiple performance objectives. While the approach is applicable to a broad range of dynamic systems, this paper focuses on the control of semi-active vehicle suspensions. The two performance objectives considered are ride quality, as measured by absorbed power, and thermal performance, as measured by power dissipated in the suspension damper. A multi-objective genetic algorithm (MOGA) is used to establish the limits of controller performance. To facilitate convergence, the MOGA is initialized with popular algorithms such as skyhook control, feedback linearization, and sliding mode control. The MOGA creates a Pareto frontier of solutions, providing a benchmark for assessing the performance of other controllers in terms of both objectives. Furthermore, the MOGA provides insight into the remaining achievable gains in performance. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5502 / 5516
页数:15
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