A PROJECTION-BASED DECOMPOSITION ALGORITHM FOR DISTRIBUTED FAST COMPUTATION OF CONTROL IN MICROGRIDS

被引:1
|
作者
Cortes, Andres [1 ]
Martinez, Sonia [1 ]
机构
[1] Univ Calif San Diego, Dept Mech & Aerosp Engn, La Jolla, CA 92093 USA
基金
美国国家科学基金会;
关键词
microgrid control; distributed optimization; storage control; reactive-power control; POWER-FLOW;
D O I
10.1137/15M103889X
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We present a novel algorithm for the computation of optimal predictive storage and reactive power control in microgrids operating in grid-tied mode. This algorithm is based on the dual decomposition method, but local constraints are handled by means of primal projections. The use of projections significantly increases the speed of convergence of the approach with respect to the dual decomposition algorithm, which uses dual variables for the local constraints of the problem. Convergence of the algorithm to an optimizer is shown for a general class of quadratic programs, which includes a storage and reactive power control problem. In addition, a distributed implementation of the algorithm which is based on the Jacobi overrelaxation is presented. Simulations compare the algorithm performance with that of a purely dual decomposition approach over a set of standard distribution feeder test cases acting as grid-connected microgrid proxies.
引用
收藏
页码:583 / 609
页数:27
相关论文
共 50 条
  • [41] A fast network-decomposition algorithm and its applications to constant-time distributed computation
    Barenboim, Leonid
    Elkin, Michael
    Gavoille, Cyril
    THEORETICAL COMPUTER SCIENCE, 2018, 751 : 2 - 23
  • [42] Fast Distributed Model Predictive Control for DC Microgrids
    Marepalli, Lalit Kishore
    Gajula, Kaushik
    Herrera, Luis
    2020 IEEE 21ST WORKSHOP ON CONTROL AND MODELING FOR POWER ELECTRONICS (COMPEL), 2020, : 419 - 424
  • [43] Fast distributed control design for DC linked microgrids
    Nabi, B.
    Seyedtabaii, S.
    INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2020, 122 (122)
  • [44] Discovering themes in biomedical literature using a projection-based algorithm
    Lana Yeganova
    Sun Kim
    Grigory Balasanov
    W. John Wilbur
    BMC Bioinformatics, 19
  • [45] A Projection-Based Human Motion Recognition Algorithm Based on Depth Sensors
    Su, Mu-Chun
    Tai, Pang-Ti
    Chen, Jieh-Haur
    Hsieh, Yi-Zeng
    Lee, Shu-Fang
    Yeh, Zhe-Fu
    IEEE SENSORS JOURNAL, 2021, 21 (15) : 16990 - 16996
  • [46] Static Balancing Methods in Projection-Based Mesh Generation Algorithm
    Grigorjev, Sergej K.
    Yakobovskiy, Mikhail V.
    PARALLEL COMPUTATIONAL TECHNOLOGIES, PCT 2018, 2018, 910 : 135 - 146
  • [47] Efficient Projection-Based Algorithms for Tip Decomposition on Dynamic Bipartite Graphs
    Weng, Tongfeng
    Liu, Yumeng
    Sha, Mo
    Chen, Xinyuan
    Zhou, Xu
    Li, Kenli
    Tan, Kian-Lee
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2025, 37 (02) : 626 - 640
  • [48] Projection-based coordination control of automated manufacturing systems
    Sanchez, A.
    Llamas, L.
    Gonzalez, K.
    2007 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND ELECTRONICS ENGINEERING, 2007, : 171 - 174
  • [49] A New Projection-based K-Means Initialization Algorithm
    Du, Wei
    Lin, Hu
    Sun, Jianwei
    Yu, Bo
    Yang, Haibo
    2016 IEEE CHINESE GUIDANCE, NAVIGATION AND CONTROL CONFERENCE (CGNCC), 2016, : 2341 - 2345
  • [50] A projection-based segmentation algorithm for breaking MSN and Yahoo CAPTCHAs
    Huang, Shih-Yu
    Lee, Yeuan-Kuen
    Bell, Graeme
    Ou, Zhan-he
    WORLD CONGRESS ON ENGINEERING 2008, VOLS I-II, 2008, : 727 - +