Approximate Dynamic Programming for Building Control Problems with Occupant Interactions

被引:0
|
作者
Lee, Donghwan [1 ]
Lee, Seungjae [2 ]
Karava, Panagiota [2 ]
Hu, Jianghai [3 ]
机构
[1] Univ Illinois, Dept Mech Sci & Engn, Urbana, IL 61801 USA
[2] Purdue Univ, Dept Civil Engn, W Lafayette, IN 47906 USA
[3] Purdue Univ, Dept Elect & Comp Engn, W Lafayette, IN 47906 USA
基金
美国国家科学基金会;
关键词
REINFORCEMENT LEARNING CONTROL; MODEL-PREDICTIVE CONTROL; STOCHASTIC-MODEL; ENERGY; SIMULATION; SYSTEMS;
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
The goal of this paper is to study potential applicability and performance of approximate dynamic programming (ADP) for building control problems. It is well known that occupants' stochastic behavior affects the thermal dynamics of building spaces. Incorporating occupant interactions in building control system designs is the main focus of this work. We apply ADP to stochastic optimal control designs for illustrative scenarios of occupant-building interactions and demonstrate its validity through a simulation study.
引用
收藏
页码:3945 / 3950
页数:6
相关论文
共 50 条
  • [1] Approximate Dynamic Programming for Continuous State and Control Problems
    Si, Jennie
    Yang, Lei
    Lu, Chao
    Sun, Jian
    Mei, Shengwei
    [J]. MED: 2009 17TH MEDITERRANEAN CONFERENCE ON CONTROL & AUTOMATION, VOLS 1-3, 2009, : 1415 - 1420
  • [2] APPROXIMATE METHOD FOR SOLVING DYNAMIC PROGRAMMING PROBLEMS
    ALEKSEYE.OG
    [J]. ENGINEERING CYBERNETICS, 1971, 9 (03): : 447 - &
  • [3] Approximate dynamic programming for stochastic linear control problems on compact state spaces
    Woerner, Stefan
    Laumanns, Marco
    Zenklusen, Rico
    Fertis, Apostolos
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 241 (01) : 85 - 98
  • [4] Approximate dynamic programming-based control of a building cooling system with thermal storage
    Borghesan, F.
    Vignali, R.
    Piroddi, L.
    Prandirti, M.
    Strelec, M.
    [J]. 2013 4TH IEEE/PES INNOVATIVE SMART GRID TECHNOLOGIES EUROPE (ISGT EUROPE), 2013,
  • [5] Approximate dynamic programming approach for process control
    Lee, Jay H.
    Wong, Weechin
    [J]. JOURNAL OF PROCESS CONTROL, 2010, 20 (09) : 1038 - 1048
  • [6] Approximate Dynamic Programming for Stochastic Resource Allocation Problems
    Ali Forootani
    Raffaele Iervolino
    Massimo Tipaldi
    Joshua Neilson
    [J]. IEEE/CAA Journal of Automatica Sinica, 2020, 7 (04) : 975 - 990
  • [7] Approximate dynamic programming for ship course control
    Bai, Xuerui
    Yi, Jianqiang
    Zhao, Dongbin
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 349 - +
  • [8] An approximate dynamic programming approach to multidimensional knapsack problems
    Bertsimas, D
    Demir, R
    [J]. MANAGEMENT SCIENCE, 2002, 48 (04) : 550 - 565
  • [9] Approximate dynamic programming approach for process control
    Lee, Jay H.
    [J]. INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 459 - 464
  • [10] Approximate Dynamic Programming for Output Feedback Control
    Jiang Yu
    Jiang Zhong-Ping
    [J]. PROCEEDINGS OF THE 29TH CHINESE CONTROL CONFERENCE, 2010, : 5815 - 5820