Real-Time Solution to Quadratically Constrained Quadratic Programs for Predictive Converter Control

被引:0
|
作者
Chen, Zhe [1 ]
Verschueren, Robin
Almeer, Stefan [2 ]
Banjac, Goran [3 ]
机构
[1] Ecole Polytech Fed Lausanne, Lausanne, Switzerland
[2] ABB Corp Res, Baden, Switzerland
[3] Swiss Fed Inst Technol, Zurich, Switzerland
来源
IFAC PAPERSONLINE | 2020年 / 53卷 / 02期
关键词
Predictive control; Embedded systems; Inverters; Efficient algorithms; Operator splitting method; Riccati-based interior-point method;
D O I
10.1016/j.ifacol.2020.12.252
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 considers the real-time implementation of MPC tailored to voltage source converters with inductive-capacitive filter. Previous work has shown that the nonlinear and non-convex MPC problem can be equivalently formulated as a convex quadratically constrained quadratic program (QCQP). We develop two tailored algorithms based on the OSQP and HPIPM solvers to efficiently solve this QCQP. As the aforementioned solvers do not support quadratic constraints, we extend them so that they can solve QCQPs. We provide numerical comparison between the proposed methods and state-of-the-art solvers and show that our solvers are suitable for embedded applications. Copyright (C) 2020 The Authors.
引用
收藏
页码:13436 / 13441
页数:6
相关论文
共 50 条
  • [1] Predictive Converter Control: Hidden Convexity and Real-Time Quadratically Constrained Optimization
    Almer, Stefan
    Frick, Damian
    Torrisi, Giampaolo
    Mariethoz, Sebastien
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2021, 29 (01) : 403 - 410
  • [2] Predictive Converter Control Using Real Time Quadratically Constrained Optimization
    Almer, Stefan
    Frick, Damian
    Torrisi, Giampaolo
    Mariethoz, Sebastien
    2019 12TH ASIAN CONTROL CONFERENCE (ASCC), 2019, : 1289 - 1294
  • [3] Solution existence and stability of quadratically constrained convex quadratic programs
    D. S. Kim
    N. N. Tam
    N. D. Yen
    Optimization Letters, 2012, 6 : 363 - 373
  • [4] On the solution existence and stability of quadratically constrained nonconvex quadratic programs
    Nguyen Nang Tam
    Tran Van Nghi
    OPTIMIZATION LETTERS, 2018, 12 (05) : 1045 - 1063
  • [5] Solution existence and stability of quadratically constrained convex quadratic programs
    Kim, D. S.
    Tam, N. N.
    Yen, N. D.
    OPTIMIZATION LETTERS, 2012, 6 (02) : 363 - 373
  • [6] On the solution existence and stability of quadratically constrained nonconvex quadratic programs
    Nguyen Nang Tam
    Tran Van Nghi
    Optimization Letters, 2018, 12 : 1045 - 1063
  • [7] Global solution of non-convex quadratically constrained quadratic programs
    Elloumi, Sourour
    Lambert, Amelie
    OPTIMIZATION METHODS & SOFTWARE, 2019, 34 (01): : 98 - 114
  • [8] DUALITY IN QUADRATICALLY-CONSTRAINED QUADRATIC PROGRAMS
    PETERSON, EL
    ECKER, JG
    SIAM REVIEW, 1968, 10 (04) : 483 - +
  • [9] CONTROLLED PERTURBATIONS FOR QUADRATICALLY CONSTRAINED QUADRATIC PROGRAMS
    FANG, SC
    RAJASEKERA, JR
    MATHEMATICAL PROGRAMMING, 1986, 36 (03) : 276 - 289
  • [10] Convex quadratic relaxations of nonconvex quadratically constrained quadratic programs
    Mitchell, John E.
    Pang, Jong-Shi
    Yu, Bin
    OPTIMIZATION METHODS & SOFTWARE, 2014, 29 (01): : 120 - 136