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Multi-Objective Particle Swarm Optimization for Control Laws Design
Multi-Objective Particle Swarm Optimization for Control Laws Design
LIU Xiaoxiong1, a, XU Heng1,b, WU Yan2,c and LI PengHui1,d
1 School of Automation, Northwestern Polytechnical University, Xi’an 710072, China
2Department of Mathematics, Xidian University, Xi’an 710071, China
anwpulxx@163.com, b893473348@, cyanerch@163.com, dyizhi_lz@163.com
Keywords: Multi-Objective Particle Swarm Optimization, Genetic Hybrid, Attitude Hold control
Abstract. In order to overcome the difficult of large amount of calculation and to satisfy multiple
design indicators in the design of control laws, an improved multi-objective particle swarm
optimization (PSO) algorithm was used to design control laws of aircraft. Firstly, the hybrid concepts
of genetic algorithm were introduced to particle swarm optimization (PSO) algorithm to improve the
algorithm. Then based on aircraft flying quality the reference models were built, and then the tracking
error, settling time and overshoot were used as the optimization goal of the control laws design.
Based on this multi-objective optimize problem the attitude hold control laws were designed. The
simulation results show the effectiveness of the algorithm.
Introduction
Controller’s parameters optimization is the key technology to design the control system, which
usually uses the classical root locus or frequency domain design method. But in the classic methods
the design process is slow and there are some errors of the estimated values of parameters. Aircraft is
a kind of complex nonlinear control system, which has lots of modeling errors and parameter
perturbation. No matter design laws use classic or modern control method, the controller parameter
need adjust. So this treatment needs large amount of calculation and a lot of simulation work. At the
same time, design indexes that take into account are relatively little in the design process, and it is
difficult to introduce flying quality requirements into the design of the cont
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