期刊文献+

基于遗传算法的航空发动机状态变量模型建立方法 被引量:19

Aero-Engine State Variable Modeling Based on the Genetic Algorithm
在线阅读 下载PDF
导出
摘要 提出了一种采用遗传算法建立用于航空发动机控制系统设计的小偏差状态变量模型的方法,即根据发动机稳态工作点处的线性化数学模型的动态响应应该与该稳态工作点处的非线性数学模型动态响应一致的原则来构造遗传算法的适应度函数,通过优化算法,得出系统的状态变量模型。该方法不受系统模态及模型阶次的限制。应用该方法建立某型涡扇发动机的小偏差状态变量模型,具有较高的建模精度,根据该状态变量模型设计鲁棒控制器取得了良好的控制效果,从而验证了该方法的有效性。 Based on the Genetic Algorithm (GA), aero-engine small perturbation State Variable Model (SVM) was proposed. The fitness function of GA was established according to the principle that the aero-engine dynamic responses of the linear model should be in accordance with that of the nonlinear model at the same steady working point. Using the optimization algorithm,the SVM can be obtained. This method has no limitation on the system modes and orders. The SVM of some turbofan engine established with this method turns out to have high accuracy. The performance of the robust controller based on this SVM is quite well,which indicates the validity of this method.
出处 《航空动力学报》 EI CAS CSCD 北大核心 2006年第2期427-431,共5页 Journal of Aerospace Power
基金 国家自然科学基金资助(50576033) 航空科学基金资助(04C52019)
关键词 航空 航天推进系统 航空发动机 状态变量模型 建模 遗传算法 aerospace propulsion system aero-engine state variable model modeling genetic algorithm
  • 相关文献

参考文献4

二级参考文献18

  • 1章霖官 刘爱萍 林青峰.在MATRIXx平台上进行的涡扇发动机控制系统数字仿真[R]..青岛:第十届发动机自动控制专业学术交流会[C].,2000..
  • 2Frank L L. Applied Optimal Control and Estimation[M]. Englewood Cliffs,N J Prentice Hall, 1992-.
  • 3Daniel E M, Mauro R. Simultaneous Stabilization With Near Optimal LQR Performance[J]. IEEE Trans Automat Contr ,2001,46(10) :1543- 1555.
  • 4De Hoff R L,Hall W E,Jr- Design of A Multivariable Controller for An Advanced Turbofan Engine[R]. Proceedings of the Fifteenth Conference on Decision and Control and Symposium on Adaptive Processes, Institute of Electrical and Electronics Engineers,Inc , 1976 : 1002- 1008.
  • 5Chen B M, Saberi A, Sannuti P A. New Stable Compensator Design for Exact and Approximate Loop Transfer Recovery[J]. Automatica, 1991,27 (2) : 257- 280.
  • 6GAMBARDELLA L M. MASTROLILLI M. RIZZOLI A E, ZAFFALON M. An optimization methodology for intermodal terminal management[J]. Journal of Intelligent Manufacturing, 2001,12(5) :521 -534.
  • 7LAM H K, FRANK H, PETER K S. Design and stability analysis of fuzzy model-based nonlinear controller for nonlinear systems using genetic algorithm [J]. IEEE Trans on Fuzzy Systems,2003,33(2) :250-257.
  • 8CHEN Shyiming, HUANG Chungming. Generating weighted fuzzy rules from relational database systems for estimating null values using genetic algorithms[J]. IEEE Trans on Fuzzy Systems,2003,11(4) :495-506.
  • 9SCHMITT Lothar M. Theory of genetic algorithms Ⅱ: models for genetic operators over the stringtensor representation of populations and convergence to global optima for arbitrary fitness function under scaling[J]. Theoretical Computer Science, 200.1,310:181-231.
  • 10GAMBARDELLA L M. MASTROLILLI M. RIZZOLI A E. ZAFFALON M. An optimization methodology for intermodal terminal management[J]. Journal of Intelligent Manufacturing, 2001,12(5) :521-534.

共引文献115

同被引文献138

引证文献19

二级引证文献100

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部