Multiobjective gas turbine engine controller design using genetic algorithms

被引:48
作者
Chipperfield, A
Fleming, P
机构
[1] Department of Automatic Control and Systems Engineering, University of Sheffield
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1109/41.538616
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes the use of multiobjective genetic algorithms (MOGA's) in the design of a multivariable control system for a gas turbine engine, The mechanisms employed to facilitate multiobjective search with the genetic algorithm are described with the aid of an example. It is shown that the MOGA confers a number of advantages over conventional multiobjective optimization methods by evolving a family of Pareto-optimal solutions rather than a single solution estimate, This allows the engineer to examine the trade-offs between the different design objectives and configurations during the course of an optimization. In addition, the paper demonstrates how the genetic algorithm can be used to search in both controller structure and parameter space thereby offering a potentially more general approach to optimization in controller design than traditional numerical methods, While the example in the paper deals with control system design, the approach described can be expected to be applicable to more general problems in the fields of computer aided design (CAD) and computer aided engineering (CAE).
引用
收藏
页码:583 / 587
页数:5
相关论文
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