Multiobjective optimization of Fuzzy Logic Scheduled Controllers for missile autopilot design

被引:0
作者
Blumel, A [1 ]
White, B [1 ]
机构
[1] Cranfield Univ, Dept Aerosp Power & Sensors, Shrivenham SN6 8LA, Wilts, England
来源
JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5 | 2001年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes the design of a Fuzzy Logic Scheduled Controllers used for side-slip velocity control of a missile autopilot design. A multi-objective evolutionary algorithm is used to determine the membership function distribution of the fuzzy trajectory controller within an outer loop control system. Scaling factors of the FLC inputs and outputs for each required demand are obtained by using a polynomial fit for a large range of multiple velocity demands (1g,5g,10g,15g-lateral acceleration equivalent). The design meets mulitple objectives related to closed loop performance such as: steady state error, overshoot, settling and rise time. Multiple solutions are obtained simultaneously by using nondominated sorting for forming the Pareto front, combined with a reference point approach to incorporate preference information into the GA to direct the search towards feasible desirable areas which satisfy specific values of the objectives. Simulationn results are presented showing the fuzzy gain surface and extreme models in the multiple model population.
引用
收藏
页码:1758 / 1763
页数:6
相关论文
共 9 条
[1]  
[Anonymous], EVOLUTIONARY COMPUTA
[2]  
BLUMEL EHA, 1998, P 18 NAFIPS C, V1, P438
[3]  
Bonivento C., 1998, FUZZY LOGIC CONTROL
[4]  
CHEN YY, 1994, PROCEEDINGS OF THE THIRD IEEE CONFERENCE ON FUZZY SYSTEMS - IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, VOLS I-III, P1666, DOI 10.1109/FUZZY.1994.343947
[5]   Multiobjective optimization and multiple constraint handling with evolutionary algorithms - Part II: Application example [J].
Fonseca, CM ;
Fleming, PJ .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1998, 28 (01) :38-47
[6]  
TSOURDOS ALB, 1998, P 14 IFAC S AUT CONT
[7]  
WEISTROFFER HR, 1984, LARGE SCALE SYST, V7, P47
[8]  
WHITE BA, 1998, NONLINEAR AUTOPILOT
[9]  
Zalzala AMS, 1997, GENETIC ALGORITHMS E, DOI [10.1049/PBCE055E, DOI 10.1049/PBCE055E]