Efficient computation of Lipschitz constants for MPC with symmetries

被引:0
|
作者
Teichrib, Dieter [1 ]
Darup, Moritz Schulze [1 ]
机构
[1] TU Dortmund Univ, Control & Cyberphys Syst Grp, Dept Mech Engn, Dortmund, Germany
关键词
Model Predictive Control; Optimization; Mixed-Integer Programming; Computational methods; STABILITY; SYSTEMS; STATE;
D O I
10.1109/CDC49753.2023.10383472
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Lipschitz constants for linear MPC are useful for certifying inherent robustness against unmodeled disturbances or robustness for neural network-based approximations of the control law. In both cases, knowing the minimum Lipschitz constant leads to less conservative certifications. Computing this minimum Lipschitz constant is trivial given the explicit MPC. However, the computation of the explicit MPC may be intractable for complex systems. The paper discusses a method for efficiently computing the minimum Lipschitz constant without using the explicit control law. The proposed method simplifies a recently presented mixed-integer linear program (MILP) that computes the minimum Lipschitz constant. The simplification is obtained by exploiting saturation and symmetries of the control law and irrelevant constraints of the optimal control problem.
引用
收藏
页码:6685 / 6691
页数:7
相关论文
共 50 条
  • [21] UNIFORM LIPSCHITZ CONSTANTS ON SMALL INTERVALS
    HENRY, MS
    ROULIER, JA
    JOURNAL OF APPROXIMATION THEORY, 1977, 21 (03) : 224 - 235
  • [22] Lipschitz constants and logarithmic Sobolev inequality
    Fujita, Yasuhiro
    JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2013, 408 (02) : 705 - 712
  • [23] Lipschitz extension theorems with explicit constants
    Basso, Giuliano
    ANALYSIS AND GEOMETRY IN METRIC SPACES, 2024, 12 (01):
  • [24] BOUNDS FOR EXTENDED LIPSCHITZ-CONSTANTS
    ANGELOS, J
    KAUFMAN, E
    LENKER, T
    HENRY, MS
    ACTA MATHEMATICA HUNGARICA, 1991, 58 (1-2) : 81 - 93
  • [25] Lower bounds of Lipschitz constants on foliations
    Guangxiang Su
    Mathematische Zeitschrift, 2019, 293 : 417 - 423
  • [26] Lower bounds of Lipschitz constants on foliations
    Su, Guangxiang
    MATHEMATISCHE ZEITSCHRIFT, 2019, 293 (1-2) : 417 - 423
  • [27] LOCAL AND GLOBAL LIPSCHITZ-CONSTANTS
    ANGELOS, JR
    HENRY, MS
    KAUFMAN, EH
    LENKER, TD
    KROO, A
    JOURNAL OF APPROXIMATION THEORY, 1986, 46 (02) : 137 - 156
  • [28] LIPSCHITZ-CONSTANTS FOR SOME APPROXIMATION OPERATORS OF A LIPSCHITZ CONTINUOUS FUNCTION
    KHAN, MK
    PETERS, MA
    JOURNAL OF APPROXIMATION THEORY, 1989, 59 (03) : 307 - 315
  • [29] Deterministic computation of quantiles in a Lipschitz framework
    Gu, Yurun
    Rey, Clement
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2025, 458
  • [30] MPC-DPOS: An efficient consensus algorithm based on secure multi-party computation
    Luo, Yinghui
    Deng, Xiaoshi
    Wu, Yilin
    Wang, Junhuan
    ICBTA 2019: 2019 2ND INTERNATIONAL CONFERENCE ON BLOCKCHAIN TECHNOLOGY AND APPLICATIONS, 2019, : 105 - 112