Engine control unit PID controller calibration by means of local model networks

被引:4
|
作者
Mayr, Christian H. [1 ]
Euler-Rolle, Nikolaus [2 ]
Kozek, Martin [2 ]
Hametner, Christoph [2 ]
Jakubek, Stefan [2 ]
机构
[1] AVL List GmbH, A-8020 Graz, Austria
[2] Vienna Univ Technol, Inst Mech & Mechatron, Christian Doppler Lab Model Based Calibrat Method, A-1040 Vienna, Austria
关键词
Nonlinear PID control; Local model networks; Nonlinear systems; Lyapunov stability; Genetic algorithm; PREDICTIVE CONTROL; STABILITY ANALYSIS; DESIGN; IDENTIFICATION;
D O I
10.1016/j.conengprac.2014.09.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this work a new approach for a fully automated calibration of nonlinear PID controllers and feedforward maps is introduced. Controller design poses a particularly challenging task in the application to internal combustion engines due to the nonlinear controller structure, which is usually prescribed by the manufacturer of the engine control unit (ECU). A dynamic local model network is used to represent the actual physical process as its architecture can beneficially be adopted for scheduling of the nonlinear controller parameters. The presented calibration technique uses a genetic algorithm to calibrate the nonlinear PID controller and a static model inversion to determine the feedforward Map. Closed-loop stability is taken into account by incorporating a Lyapunov function. Finally, an example demonstrates the effectiveness of the proposed method. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:125 / 135
页数:11
相关论文
共 39 条
  • [1] PID controller design for nonlinear systems represented by discrete-time local model networks
    Hametner, Christoph
    Mayr, Christian H.
    Kozek, Martin
    Jakubek, Stefan
    INTERNATIONAL JOURNAL OF CONTROL, 2013, 86 (09) : 1453 - 1466
  • [2] Automated generation of feedforward control using feedback linearization of local model networks
    Euler-Rolle, Nikolaus
    Skrjanc, Igor
    Hametner, Christoph
    Jakubek, Stefan
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2016, 50 : 320 - 330
  • [3] Speed Control of a Marine Engine using Predictive Functional Control based PID Controller
    Wang, Runzhi
    Li, Xuemin
    Ahmed, Qadeer
    Liu, Yufei
    Ma, Xiuzhen
    2018 ANNUAL AMERICAN CONTROL CONFERENCE (ACC), 2018, : 3908 - 3914
  • [4] Tuning of the PID Controller Based on Model Predictive Control
    Ma, Xiaoping
    Song, Xin
    Li, Huijun
    Niu, Jieru
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 1091 - 1096
  • [5] LOCAL MODEL NETWORKS FOR MODELLING AND PREDICTIVE CONTROL OF NONLINEAR SYSTEMS
    Novak, Jakub
    Chalupa, Petr
    Bobal, Vladimir
    23RD EUROPEAN CONFERENCE ON MODELLING AND SIMULATION (ECMS 2009), 2009, : 557 - 562
  • [6] Adaptive PID and Model Reference Adaptive Control Switch Controller for Nonlinear Hydraulic Actuator
    Zuo, Xin
    Liu, Jian-wei
    Wang, Xin
    Liang, Hua-qing
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2017, 2017
  • [7] Battery Emulation for Power-HIL Using Local Model Networks and Robust Impedance Control
    Koenig, Oliver
    Hametner, Christoph
    Prochart, Guenter
    Jakubek, Stefan
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2014, 61 (02) : 943 - 955
  • [8] Robust Adaptive PID Controller for a Class of Uncertain Nonlinear Systems: An Application for Speed Tracking Control of an SI Engine
    Chamsai, Tossaporn
    Jirawattana, Piyoros
    Radpukdee, Thana
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [9] TDOF PID Controller for Enhanced Disturbance Rejection with MS-Constraints for Speed Control of Marine Diesel Engine
    So, Gun-Baek
    Jin, Gang-Gyoo
    Lee, Chan-Ha
    So, Hye-Rim
    Kim, Dae-Jeong
    Ahn, Jong-Kap
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2024, 12 (11)
  • [10] Engine Model Identification Using Local Model Networks in Comparison with a Multilayer Perceptron Network
    Hametner, Christoph
    Jakubek, Stefan
    IMCIC'11: THE 2ND INTERNATIONAL MULTI-CONFERENCE ON COMPLEXITY, INFORMATICS AND CYBERNETICS, VOL I, 2011, : 323 - 328