A Decentralized Flat Control System for Intelligent Building

被引:0
作者
Wang Shiqiang [1 ]
Xing Jianchun [1 ]
Li Juelong [2 ]
Yang Qiliang [1 ,3 ]
机构
[1] PLA Univ Sci & Technol, Coll Def Engn, Nanjing 210007, Jiangsu, Peoples R China
[2] Tech Management Off Naval Def Engn, Beijing 100841, Peoples R China
[3] Nanjing Univ, State Key Lab Novel Software Technol, Nanjing 210093, Jiangsu, Peoples R China
来源
2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC) | 2015年
关键词
intelligent building; decentralized optimization; converge; Pareto-optimality;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A decentralized flat control system is introduced into the intelligent building, where each zone of the intelligent building autonomously makes decisions through information exchange with their adjacent regions in a large scale control network. We formulate the decentralized control as a constrained optimization and decompose it into decentralized subproblems, then convert the centralized optimization into multi-objective problem. A decentralized algorithm for minimizing the sum of all the functions is proposed. The convergence property of decentralized algorithm is theoretically analyzed which considers both convex and non-convex systems with constraints, and then validates through simulation results.
引用
收藏
页码:2622 / 2627
页数:6
相关论文
共 11 条
  • [1] Distributed optimization and statistical learning via the alternating direction method of multipliers
    Boyd S.
    Parikh N.
    Chu E.
    Peleato B.
    Eckstein J.
    [J]. Foundations and Trends in Machine Learning, 2010, 3 (01): : 1 - 122
  • [2] Distributed optimization: algorithm design and convergence analysis
    Hong, Yi-Guang
    Zhang, Yan-Qiong
    [J]. Kongzhi Lilun Yu Yingyong/Control Theory and Applications, 2014, 31 (07): : 850 - 857
  • [3] Inalhan G, 2002, IEEE DECIS CONTR P, P1147, DOI 10.1109/CDC.2002.1184667
  • [4] D-MAP: Distributed Maximum a Posteriori Probability Estimation of Dynamic Systems
    Jakubiec, Felicia Y.
    Ribeiro, Alejandro
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (02) : 450 - 466
  • [5] Decentralized Dynamic Optimization Through the Alternating Direction Method of Multipliers
    Ling, Qing
    Ribeiro, Alejandro
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2014, 62 (05) : 1185 - 1197
  • [6] D-ADMM: A Communication-Efficient Distributed Algorithm for Separable Optimization
    Mota, Joao F. C.
    Xavier, Joao M. F.
    Aguiar, Pedro M. Q.
    Pueschel, Markus
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2013, 61 (10) : 2718 - 2723
  • [7] Distributed Basis Pursuit
    Mota, Joao F. C.
    Xavier, Joao M. F.
    Aguiar, Pedro M. Q.
    Pueschel, Markus
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2012, 60 (04) : 1942 - 1956
  • [8] Constrained Consensus and Optimization in Multi-Agent Networks
    Nedic, Angelia
    Ozdaglar, Asuman
    Parrilo, Pablo A.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2010, 55 (04) : 922 - 938
  • [9] Distributed Subgradient Methods for Multi-Agent Optimization
    Nedic, Angelia
    Ozdaglar, Asurrian
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2009, 54 (01) : 48 - 61
  • [10] Richards A, 2004, P AMER CONTR CONF, P4261