A computationally efficient nonlinear MPC algorithm

被引:0
|
作者
Zheng, A
机构
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
In this paper, a novel Model Predictive Control (MPC) algorithm for control of nonlinear multivariable systems is proposed. The on-line computational demand of the algorithm depends only on the number of manipulated variables; it does not depend on the input (or control) horizon. Thus, the on-line computational demand is significantly smaller than conventional nonlinear Model Predictive Control algorithms which attempt to solve the on-line optimization problems exactly. We show that asymptotic stability can be guaranteed in some cases. Its feasibility for practical implementation is demonstrated on a distillation column dual composition control problem using a rigorous tray-by-tray model (with input horizon of 10).
引用
收藏
页码:1623 / 1627
页数:5
相关论文
共 50 条
  • [41] Computationally Efficient MPC for Modular Multilevel Matrix Converters Operating With Fixed Switching Frequency
    Cuzmar, Rodrigo H.
    Mora, Andres
    Pereda, Javier
    Aguilera, Ricardo P.
    Poblete, Pablo
    Neira, Sebastian
    IEEE OPEN JOURNAL OF THE INDUSTRIAL ELECTRONICS SOCIETY, 2023, 4 : 748 - 761
  • [42] Computationally Efficient Kalman Filtering for a Class of Nonlinear Systems
    Charalampidis, Alexandros C.
    Papavassilopoulos, George P.
    IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (03) : 483 - 491
  • [43] Computationally Efficient Extended Kalman Filter for Nonlinear Systems
    Liu, Bing
    Chen, Zhen
    Liu, Xiangdong
    ADVANCES IN MECHATRONICS, AUTOMATION AND APPLIED INFORMATION TECHNOLOGIES, PTS 1 AND 2, 2014, 846-847 : 1205 - 1208
  • [44] Computationally Efficient MPC Technique for PUC-Based Inverters Without Weighting Factors
    Kaymanesh, Amirabbas
    Chandra, Ambrish
    2021 IEEE INDUSTRY APPLICATIONS SOCIETY ANNUAL MEETING (IAS), 2021,
  • [45] A Computationally Efficient MPC for Green Light Optimal Speed Advisory of Highly Automated Vehicles
    Uebel, Stephan
    Kutter, Steffen
    Hipp, Kevin
    Schroedel, Frank
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON VEHICLE TECHNOLOGY AND INTELLIGENT TRANSPORT SYSTEMS (VEHITS 2019), 2019, : 444 - 451
  • [46] Task Decomposition for MPC: A Computationally Efficient Approach for Linear Time-Varying Systems
    Vallon, Charlott
    Borrelli, Francesco
    IFAC PAPERSONLINE, 2020, 53 (02): : 4240 - 4245
  • [47] Efficient Nonlinear MPC on Permanent Magnet Synchronous Motor
    Kong, Xiaobing
    Liu, Xiangjie
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 4644 - 4647
  • [48] Computationally Efficient Algorithm for Designing Multilayer Dielectric Gratings
    Smirnov, Yu G.
    Martynova, V. Yu
    Wei, Zeyong
    Cheng, Xinbin
    Tikhonravov, A., V
    LOBACHEVSKII JOURNAL OF MATHEMATICS, 2022, 43 (05) : 1277 - 1284
  • [49] Computationally efficient, robust algorithm for matched field processing
    Anthony J. De Groot
    David B. Harris
    Circuits, Systems and Signal Processing, 1998, 17 : 165 - 193
  • [50] A Computationally Efficient Algorithm for Building Statistical Color Models
    Dong, Mingzhi
    Yin, Liang
    Deng, Weihong
    Guo, Jun
    Xu, Weiran
    2012 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO WORKSHOPS (ICMEW), 2012, : 402 - 407