Statistical gain-scheduling method for aircraft flight simulation

被引:6
|
作者
Choi, Youngjun [1 ]
Jimenez, Hernando [1 ]
Mavris, Dimitri N. [2 ,3 ]
机构
[1] Georgia Inst Technol, Sch Aerosp Engn, Atlanta, GA 30332 USA
[2] Georgia Inst Technol, Sch Aerosp Engn, Adv Aerosp Syst Anal, Atlanta, GA 30332 USA
[3] Georgia Inst Technol, Aerosp Syst Design Lab, Atlanta, GA 30332 USA
关键词
Gain-scheduling method; Surrogate model; Aircraft control; Regression technique;
D O I
10.1016/j.ast.2015.08.011
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
A global polynomial variable scheduling method for aircraft controller is proposed to achieve runtime benefits with no degradation of controller stability. The method is benchmarked against two conventional methods: nearest neighbor and bilinear interpolation. An examination of conventional method constructs reveals recursive local approximation generation as the most expensive step, whereas discontinuities and lack of first derivative smoothness lead to poor approximations. The proposed method features a multivariate polynomial as the variable scheduling mechanism that addresses both drawbacks concurrently and achieves significant runtime improvements by virtue of its very simple functional form. The mathematical formulation of the proposed approach is discussed along with practical considerations for implementation. Numerical flight dynamics simulations are conducted with the three methods for four flight maneuvers and using four scheduling variable sets of increasing resolution. Results show the proposed method significantly reduces runtime relative to nearest neighbor, and even more so relative to bilinear interpolation. Results also indicate comparable controller stability in terms of deviation from margins of optimum solutions. (C) 2015 Elsevier Masson SAS. All rights reserved.
引用
收藏
页码:493 / 505
页数:13
相关论文
共 50 条
  • [1] STUDY ON GAIN-SCHEDULING PROBLEM IN FLIGHT CONTROL
    高建平
    陈宗基
    Chinese Journal of Aeronautics, 1999, (04) : 217 - 221
  • [2] Study on gain-scheduling problem in flight control
    Gao, Jian-Ping
    Chen, Zong-Ji
    Chinese Journal of Aeronautics, 1999, 12 (04) : 217 - 221
  • [3] An interpolation method for gain-scheduling
    Clement, B
    Duc, G
    PROCEEDINGS OF THE 40TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2001, : 1310 - 1315
  • [4] Design of Gain-Scheduling Robust Controller for Aircraft Engine
    Liu, Zhidan
    Gou, Linfeng
    Fan, Ding
    Zhou, Zihan
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 870 - 875
  • [5] Gain-Scheduling Control of Flexible Aircraft with Actuator Saturation and Stuck Faults
    Fan, Wen
    Liu, Hugh H. T.
    Kwong, Raymond H. S.
    JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 2017, 40 (03) : 510 - 520
  • [6] Hybrid control of gain-scheduling and switching: A design example of aircraft control
    Shimomura, T
    PROCEEDINGS OF THE 2003 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2003, : 4639 - 4644
  • [7] Design of a gain-scheduling mechanism for flight control laws by fuzzy clustering
    Oosterom, M.
    Babuska, R.
    CONTROL ENGINEERING PRACTICE, 2006, 14 (07) : 769 - 781
  • [8] A gain-scheduling control method for automotive vehicle stabilization
    Kanehara, Akira
    Liu, Kang-Zhi
    Nihon Kikai Gakkai Ronbunshu, C Hen/Transactions of the Japan Society of Mechanical Engineers, Part C, 2007, 73 (05): : 1285 - 1290
  • [9] Quasi-LPV Gain-Scheduling Control of a Nonlinear Aircraft Pneumatic System
    Turcio, Wallace
    Yoneyama, Takashi
    Moreira, Fernando
    2013 21ST MEDITERRANEAN CONFERENCE ON CONTROL AND AUTOMATION (MED), 2013, : 341 - 350
  • [10] LPV Gain-Scheduling Control of an Electromechanically Driven Landing Gear for a Commercial Aircraft
    Luedders, H. P.
    Abbas, H.
    Doberstein, D.
    Thielecke, F.
    Werner, H.
    2010 AMERICAN CONTROL CONFERENCE, 2010, : 4659 - 4664