Teaching MPC: Which Way to the Promised Land?

被引:1
作者
Faulwasser, Timm [1 ]
Lucia, Sergio [2 ]
Darup, Moritz Schulze [3 ]
Moennigmann, Martin [4 ]
机构
[1] TU Dortmund Univ, Inst Energy Syst Energy Efficiency & Energy Econ, Dortmund, Germany
[2] TU Dortmund Univ, Lab Proc Automat Syst, Dortmund, Germany
[3] TU Dortmund Univ, Control & Cyberphys Syst, Dortmund, Germany
[4] Ruhr Univ Bochum, Automat Control & Syst Theory, Bochum, Germany
来源
IFAC PAPERSONLINE | 2021年 / 54卷 / 06期
关键词
Model Predictive Control; Teaching; MODEL-PREDICTIVE CONTROL; OPTIMIZATION;
D O I
10.1016/j.ifacol.2021.08.551
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Since the earliest conceptualizations by Lee and Markus, and Propoi in the 1960s, Model Predictive Control (MPC) has become a major success story of systems and control with respect to industrial impact and with respect to continued and wide-spread research interest. The field has evolved from conceptually simple linear-quadratic (convex) settings in discrete and continuous time to nonlinear and distributed settings including hybrid, stochastic, and infinitedimensional systems. Put differently, essentially the entire spectrum of dynamic systems can be considered in the MPC framework with respect to both-system theoretic analysis and tailored numerics. Moreover, recent developments in machine learning also leverage MPC concepts and learning-based and data-driven MPC have become highly active research areas. However, this evident and continued success renders it increasingly complex to live up to industrial expectations while enabling graduate students for state-of-the-art research in teaching MPC. Hence, this position paper attempts to trigger a discussion on teaching MPC. To lay the basis for a fruitful debate, we subsequently investigate the prospect of covering MPC in undergraduate courses; we comment on teaching textbooks; and we discuss the increasing complexity of research-oriented graduate teaching of MPC. Copyright (C) 2021 The Authors.
引用
收藏
页码:238 / 243
页数:6
相关论文
共 50 条
  • [21] TEACHING HISTORY, LEARNING HISTORY: A THREE-WAY DIALOGUE
    Vinyoles Vidal, Teresa
    IMAGO TEMPORIS-MEDIUM AEVUM, 2007, 1 : 189 - 201
  • [22] Heuristics in the Teaching Process: a Creative Way to Identify Researge Problems
    Diaz Caballero, Jose Ricardo
    Rubido Rodriguez, Elena
    REVISTA CUBANA DE INGENIERIA, 2016, 7 (03): : 71 - 81
  • [23] A New Autonomy-Supportive Way of Teaching That Increases Conceptual Learning: Teaching in Students' Preferred Ways
    Jang, Hyungshim
    Reeve, Johnmarshall
    Halusic, Marc
    JOURNAL OF EXPERIMENTAL EDUCATION, 2016, 84 (04) : 686 - 701
  • [24] Outpatient surgical procedures: which is the ideal teaching procedure for a resident surgeon?
    Milone, M.
    Musella, M.
    Maietta, P.
    Bianco, P.
    Taffuri, C.
    Salvatore, G.
    Milone, F.
    GIORNALE DI CHIRURGIA, 2013, 34 (11-12): : 311 - 314
  • [25] Is Augmented Reality the New Way for Teaching and Learning Veterinary Cardiac Anatomy?
    W. Brady Little
    Cristian Dezdrobitu
    Anne Conan
    Elpida Artemiou
    Medical Science Educator, 2021, 31 : 723 - 732
  • [26] Teaching Psychology and Climate Change: One Way to Meet the Call for Action
    Maier, Karl J.
    Whitehead, George I.
    Walter, Mark I.
    TEACHING OF PSYCHOLOGY, 2018, 45 (03) : 226 - 234
  • [27] Is Augmented Reality the New Way for Teaching and Learning Veterinary Cardiac Anatomy?
    Little, W. Brady
    Dezdrobitu, Cristian
    Conan, Anne
    Artemiou, Elpida
    MEDICAL SCIENCE EDUCATOR, 2021, 31 (02) : 723 - 732
  • [28] The status of teaching on voluntary methods of land use control in planning curricula
    Merrill, Samuel B.
    Lapping, Mark
    JOURNAL OF PLANNING EDUCATION AND RESEARCH, 2007, 26 (03) : 332 - 337
  • [29] Which way to net zero? a comparative analysis of seven UK 2050 decarbonisation pathways
    Dixon, James
    Bell, Keith
    Brush, Susan
    RENEWABLE AND SUSTAINABLE ENERGY TRANSITION, 2022, 2
  • [30] E-learning vs lecture: which is the best approach to surgical teaching?
    Bhatti, I.
    Jones, K.
    Richardson, L.
    Foreman, D.
    Lund, J.
    Tierney, G.
    COLORECTAL DISEASE, 2011, 13 (04) : 459 - 462