Fast Model Predictive Control with Soft Constraints

被引:0
|
作者
Richards, Arthur [1 ]
机构
[1] Univ Bristol, Dept Aerosp Engn, Bristol BS8 1TR, Avon, England
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper describes a fast optimization algorithm for Model Predictive Control (MPC) with soft constraints. The method relies on the Kreisselmeier-Steinhauser function to provide a smooth approximation of the penalty function for a soft constraint. By introducing this approximation directly into the objective of an interior point optimization, there is no need for additional slack variables to capture constraint violation. Simulation results show significant speed-up compared to using slacks.
引用
收藏
页码:1 / 6
页数:6
相关论文
共 50 条
  • [21] Nonlinear Model Predictive Control with aggregated constraints?
    Pereira, Mateus de Freitas Virgilio
    V. Kolmanovsky, Ilya
    Cesnik, Carlos E. S.
    [J]. AUTOMATICA, 2022, 146
  • [22] Steady states and constraints in model predictive control
    Rao, CV
    Rawlings, JB
    [J]. AICHE JOURNAL, 1999, 45 (06) : 1266 - 1278
  • [23] Stability Constraints for Robust Model Predictive Control
    Ottoni, Amanda G. S.
    Takahashi, Ricardo H. C.
    Raffo, Guilherme V.
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [24] Model predictive control: Breaking through constraints
    Nevistic, V
    Primbs, JA
    [J]. PROCEEDINGS OF THE 35TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 1996, : 3932 - 3937
  • [25] A Unified and Modular Model Predictive Control Framework for Soft Continuum Manipulators under Internal and External Constraints
    Spinelli, Filippo A.
    Katzschmann, Robert K.
    [J]. 2022 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2022, : 9393 - 9400
  • [26] Adaptive Model Predictive Control for Deployable Control Systems with Constraints
    Goorts, K.
    Narasimhan, S.
    [J]. JOURNAL OF STRUCTURAL ENGINEERING, 2019, 145 (10)
  • [27] An Approach to Force Control by Model Predictive Velocity Control with Constraints
    Ohhira, Takashi
    Murakami, Toshiyuki
    [J]. 2020 IEEE 16TH INTERNATIONAL WORKSHOP ON ADVANCED MOTION CONTROL (AMC), 2020, : 247 - 252
  • [28] Model Predictive Control of Soft Constraints for Autonomous Vehicle Major Lane-Changing Behavior With Time Variable Model
    Zhao, Fuzhou
    Wu, Wenye
    Wu, Yang
    Chen, Qingzhang
    Sun, Yiquan
    Gong, Jianwei
    [J]. IEEE ACCESS, 2021, 9 : 89514 - 89525
  • [29] Research on a Fast Algorithm of Model Predictive Control
    Pan Hao
    Yuan Ming-zhe
    [J]. 2014 11TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2014, : 3892 - 3897
  • [30] PREDICTIVE CONTROL USING AN ADAPTIVE FAST MODEL
    FALLSIDE, F
    THEDCHAN.N
    [J]. PROCEEDINGS OF THE INSTITUTION OF ELECTRICAL ENGINEERS-LONDON, 1967, 114 (11): : 1761 - &