Aircraft ground AC system simulation based on PSO-BA algorithm

Abstract

Abstract: Due to the variable working conditions, large amount of parameters and huge delay of aircraft ground AC system, the traditional PID control has been unable to meet the requirement of high efficiency and speed in practition, Bat algorithm is introduced to optimize the partical swarm algorithm and improves the traditional PID control in aircraft ground AC system. Simulation result shows that the improved PSO algorithm has strong robustness and can effectively suppress the huge delay and other problems, which provides a theoretical reference for the improvement of aircraft ground AC system.

Key words: aircraft ground AC system, PSO, BA, temperature control, PID control

CLC Number:

V351.3
TP29

DING Fang, ZHOU Yang, WU Tingna, CHEN Guibo. Aircraft ground AC system simulation based on PSO-BA algorithm[J]. Journal of Civil Aviation University of China, 2020, 38(2): 28-32.

References 12

[1]	中华人民共和国国家军用标准. 飞机空调车航空通用规范:GJB2643-96[S]. 北京: 国防科工委军标出版社, 1996.
[2]	杨智, 陈颖. 改进粒子群算法及其在PID 整定中的应用[J].控制工程, 2016, 23(2): 162-166.
[3]	罗春松, 张英杰, 王锦锟. 改进粒子群算法整定PID 参数研究[J]. 计算机应用与软件, 2009, 45(17): 225-227.
[4]	温文博. 飞机地面空调车温度控制器设计与实现[D]. 沈阳: 沈阳航空航天大学, 2010.
[5]	潘琢金, 王丽伟, 杨华, 等. 飞机地面空调车温度控制的仿真研究[J]. 计算机仿真, 2012, 29(4): 67-87.
[6]	MENDES J R, KENNEDY J, NVEVES J. The fully informed particle swarm: simpler, maybe better[J]. IEEE Transaction on Evlutionary Computation,2004, 8(3): 204-210.
[7]	吴垚, 霍亮生, 黎进远, 等. 自适应混沌粒子群算法及在PID 整定中的应用[J]. 计算机仿真, 2014, 31(8): 377-406.
[8]	孙丽萍, 李佳琪, 张希萌, 等. 基于PSO-BA 算法的优化排料研究[J].计算机应用与软件, 2019, 36(1): 326-329.
[9]	曹洁, 杜永红, 王进花. 自适应蝙蝠算法优化PF 的风力机桨距系统故障诊断方法[J]. 计算机应用与软件.2018, 35(5): 79-84.
[10]	ROEVA O N, FIDANOVA S S. Hybrid bat algorithm for parameter identification of an cultivation process model[J]. Biotechnology & Biotechnological Equipment, 2013, 27(6): 4323-4326.
[11]	陈思, 贺兴时, 杨新社. 蝙蝠算法快速解算性能优化设计研究[J].计算机仿真, 2017, 34(9): 259-264.
[12]	袁志敏. 基于粒子群优化的大时滞过程PID 控制算法研究[D]. 太原: 山西科技大学, 2018.

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