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
  • [1] A Fast Projection-Based Algorithm for Clustering Big Data
    Wu, Yun
    He, Zhiquan
    Lin, Hao
    Zheng, Yufei
    Zhang, Jingfen
    Xu, Dong
    INTERDISCIPLINARY SCIENCES-COMPUTATIONAL LIFE SCIENCES, 2019, 11 (03) : 360 - 366
  • [2] A Fast Projection-Based Algorithm for Clustering Big Data
    Yun Wu
    Zhiquan He
    Hao Lin
    Yufei Zheng
    Jingfen Zhang
    Dong Xu
    Interdisciplinary Sciences: Computational Life Sciences, 2019, 11 : 360 - 366
  • [3] Development of the Projection-Based Material Decomposition Algorithm for Multienergy CT
    Andriiashen, Vladyslav
    Kozhevnikov, Danila
    IEEE TRANSACTIONS ON RADIATION AND PLASMA MEDICAL SCIENCES, 2021, 5 (04) : 517 - 527
  • [4] Computation of observability regions for piecewise affine systems: A projection-based algorithm
    Gati, Mehdi
    Ferrari-Trecate, Giancarlo
    2005 44TH IEEE CONFERENCE ON DECISION AND CONTROL & EUROPEAN CONTROL CONFERENCE, VOLS 1-8, 2005, : 6922 - 6927
  • [5] A new incremental affine projection-based adaptive algorithm for distributed networks
    Li, Leilei
    Chambers, Jonathon A.
    SIGNAL PROCESSING, 2008, 88 (10) : 2599 - 2603
  • [6] Projection-based robust optimization with symbolic computation
    Zheng, Chenglin
    Zhao, Fei
    Chen, Xi
    COMPUTERS & CHEMICAL ENGINEERING, 2021, 152
  • [7] A projection-based decomposition for the scalability of evolvable hardware
    Tao, Yanyun
    Zhang, Lijun
    Zhang, Yuzhen
    SOFT COMPUTING, 2016, 20 (06) : 2205 - 2218
  • [8] Oblique projection-based beamforming algorithm
    Zhang, Xiao-Fei
    Xu, Da-Zhuan
    Dianzi Yu Xinxi Xuebao/Journal of Electronics and Information Technology, 2008, 30 (03): : 585 - 588
  • [9] A projection-based decomposition for the scalability of evolvable hardware
    Yanyun Tao
    Lijun Zhang
    Yuzhen Zhang
    Soft Computing, 2016, 20 : 2205 - 2218
  • [10] A Discontinuous Projection-Based Algorithm for Solving Distributed Optimization With Linear Equation Constraints
    Shi, Xinli
    Wen, Guanghui
    Yu, Xinghuo
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 4884 - 4888