Model Predictive Control in Industry: Challenges and Opportunities

被引：196
|
作者：
Forbes, Michael G. [1 ]
Patwardhan, Rohit S. [2 ]
Hamadah, Hamza [2 ]
Gopaluni, R. Bhushan [3 ]
机构：
[1] Honeywell Proc Solut, N Vancouver, BC V7J 3S4, Canada
[2] Saudi Aramco, Proc & Control Syst Dept, Dhahran 31311, Saudi Arabia
[3] Univ British Columbia, Dept Chem & Biol Engn, Vancouver, BC V6T 1Z3, Canada
来源：
IFAC PAPERSONLINE | 2015年 / 48卷 / 08期
关键词：
industrial control; process control; model-based control; predictive control; adaptive control; performance monitoring; control applications; human factors; MPC;
D O I：
10.1016/j.ifacol.2015.09.022
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
With decades of successful application of model predictive control (MPC) to industrial processes, practitioners are now focused on ease of commissioning, monitoring, and automation of maintenance. Many industries do not necessarily need better algorithms, but rather improved usability of existing technologies to allow a limited workforce of varying expertise to easily commission, use, and maintain these valued applications. Continuous performance monitoring, and automated model re identification are being used as vendors work to deliver automated adaptive MPC. This paper examines industrial practice and emerging research trends towards providing sustained MPC performance. (C) 2015, IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. All rights reserved.
引用
收藏
页码：531 / 538
页数：8
相关论文
共 50 条
  • [31] Nanotechnology in the chemical industry - opportunities and challenges
    Zhao, QQ
    Boxman, A
    Chowdhry, U
    JOURNAL OF NANOPARTICLE RESEARCH, 2003, 5 (5-6) : 567 - 572
  • [32] Blockchain for Diamond Industry: Opportunities and Challenges
    Thakker, Urvish
    Patel, Ruhi
    Tanwar, Sudeep
    Kumar, Neeraj
    Song, Houbing
    IEEE INTERNET OF THINGS JOURNAL, 2021, 8 (11) : 8747 - 8773
  • [33] Opportunities and challenges for spintronics in the microelectronics industry
    B. Dieny
    I. L. Prejbeanu
    K. Garello
    P. Gambardella
    P. Freitas
    R. Lehndorff
    W. Raberg
    U. Ebels
    S. O. Demokritov
    J. Akerman
    A. Deac
    P. Pirro
    C. Adelmann
    A. Anane
    A. V. Chumak
    A. Hirohata
    S. Mangin
    Sergio O. Valenzuela
    M. Cengiz Onbaşlı
    M. d’Aquino
    G. Prenat
    G. Finocchio
    L. Lopez-Diaz
    R. Chantrell
    O. Chubykalo-Fesenko
    P. Bortolotti
    Nature Electronics, 2020, 3 : 446 - 459
  • [34] The Indian sugar industry - Opportunities and challenges
    Jain, SL
    INTERNATIONAL SUGAR JOURNAL, 1999, 101 (1201): : 20 - +
  • [35] CHALLENGES AND OPPORTUNITIES IN THE FARM EQUIPMENT INDUSTRY
    MAINWOOD, JC
    AGRICULTURAL ENGINEERING, 1984, 65 (10): : 10 - 12
  • [36] The sugarcane industry in Nepal: Opportunities and challenges
    Neupane, Prem Raj
    Maraseni, Tek Narayan
    Koehl, Michael
    ENVIRONMENTAL DEVELOPMENT, 2017, 24 : 86 - 98
  • [37] Halal pharmaceutical industry: opportunities and challenges
    Norazmi, Mohd Nor
    Lim, Li Sze
    TRENDS IN PHARMACOLOGICAL SCIENCES, 2015, 36 (08) : 496 - 497
  • [38] Opportunities and challenges for spintronics in the microelectronics industry
    Dieny, B.
    Prejbeanu, I. L.
    Garello, K.
    Gambardella, P.
    Freitas, P.
    Lehndorff, R.
    Raberg, W.
    Ebels, U.
    Demokritov, S. O.
    Akerman, J.
    Deac, A.
    Pirro, P.
    Adelmann, C.
    Anane, A.
    Chumak, A. V.
    Hirohata, A.
    Mangin, S.
    Valenzuela, Sergio O.
    Onbasli, M. Cengiz
    D'Aquino, M.
    Prenat, G.
    Finocchio, G.
    Lopez-Diaz, L.
    Chantrell, R.
    Chubykalo-Fesenko, O.
    Bortolotti, P.
    NATURE ELECTRONICS, 2020, 3 (08) : 446 - 459
  • [39] OPPORTUNITIES AND CHALLENGES: RF INDUSTRY IN 2011
    Peters, Greg
    MICROWAVE JOURNAL, 2011, 54 (05) : 70 - +
  • [40] Problems, challenges and opportunities of the industry in 2023
    Giese, Ulrich
    KGK Kautschuk Gummi Kunststoffe, 2023, 76 (01):
12345