Design of intelligent acceleration schedules for extending the life of aircraft engines

被引:13
作者
Chen, C. L. Philip [1 ]
Guo, Ten-Huei
机构
[1] Univ Texas San Antonio, Dept Elect & Comp Engn, San Antonio, TX 78249 USA
[2] NASA, Glenn Res Ctr, Cleveland, OH 44135 USA
来源
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS | 2007年 / 37卷 / 05期
基金
美国国家航空航天局;
关键词
D O I
10.1109/TSMCC.2007.902823
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Aircraft engine controllers are designed and operated to provide desired performance and stability margins. This paper addresses the relationship between acceleration action and engine component life usage. Based upon this relationship, an intelligent approach for designing acceleration schedules that provide proper tradeoffs between performance and engine life usage is proposed. The benefit of this approach is that it is expected to maintain safety while minimizing the overall operating costs. With the advances of computer technology, engine operation models, and damage physics, it is necessary to reevaluate the control strategy for overall operating cost consideration. This paper uses the thermal-mechanical fatigue (TMF) of a critical component to demonstrate how an intelligent acceleration algorithm can drastically reduce the engine life usage with minimum sacrifice in performance. We have modeled and calculated the probability of failure due to TMF damage. A Monte Carlo simulation is also performed to evaluate the likelihood of engine damage accumulation under various operating conditions. By means of genetic search algorithms, optimal acceleration schedules can be obtained with multiple constraints. The simulation results show that a selected best acceleration schedule can provide a significant life saving in selected engine components.
引用
收藏
页码:1005 / 1015
页数:11
相关论文
共 21 条
  • [1] Anderson T.A., 1995, FRACTURE MECH
  • [2] [Anonymous], M CARLO STAT METHODS
  • [3] A target identification comparison of Bayesian and Dempster-Shafer multisensor fusion
    Buede, DM
    Girardi, P
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 1997, 27 (05): : 569 - 577
  • [4] CRUSE TA, 1977, FATIGUE LIFE TECHNOL
  • [5] DAI X, 1996, ASME, V118, P401
  • [6] DAI X, 1996, ASME, V118, P409
  • [7] Assessing sensor reliability for multisensor data fusion within the transferable belief model
    Elouedi, Z
    Mellouli, K
    Smets, P
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (01): : 782 - 787
  • [8] FISHMAN G, 1996, M CARLO CONCEPTS ALG
  • [9] GUO TH, 2001, 2001 AM CONTR C ARL
  • [10] GUO TH, P 2005 IEEE INT C SY, P387