Agent-based modeling and simulation of stochastic heat pump usage behavior in residential communities

被引:13
|
作者
Chen, Shuqin [1 ]
Zhang, Hong [1 ]
Guan, Jun [2 ]
Rao, Zhiqin [1 ]
机构
[1] Zhejiang Univ, Coll Civil Engn & Architecture, Hangzhou, Peoples R China
[2] Nanjing Univ Sci & Technol, Sch Energy & Power Engn, Nanjing, Peoples R China
基金
中国国家自然科学基金;
关键词
residential community; stochastic heating behavior; simulation; agent-based modeling; OCCUPANT BEHAVIOR; PATTERN DETECTION; THERMAL COMFORT; BUILDING ENERGY; CONSUMPTION; PREDICTION; SUMMER;
D O I
10.1007/s12273-020-0625-2
中图分类号
O414.1 [热力学];
学科分类号
摘要
A simulation method of stochastic heating behaviors in residential communities is developed, which is helpful to accurately predict regional dynamic electricity loads. In this method, the corresponding relationship among the structure of family members, the ownership and the locations of heat pumps should be established for each family firstly. The residents need be divided to several types based on the age, and the occupancy profile and the rules for heating behavior by each type of residents should be set up, as well as their interactive features. A simulation model of stochastic heating behavior in residential communities is established by agent-based modeling. A case study to simulate the stochastic heating behavior in a residential community was made. The result indicates this method is applicable to simulate stochastic heating behavior in residential communities with good accuracy.
引用
收藏
页码:803 / 821
页数:19
相关论文
共 50 条
  • [1] Agent-based modeling and simulation of stochastic heat pump usage behavior in residential communities
    Shuqin Chen
    Hong Zhang
    Jun Guan
    Zhiqin Rao
    Building Simulation, 2020, 13 : 803 - 821
  • [2] Stochastic agent-based modeling of tuberculosis in Canadian Indigenous communities
    Tuite, Ashleigh R.
    Gallant, Victor
    Randell, Elaine
    Bourgeois, Annie-Claude
    Greer, Amy L.
    BMC PUBLIC HEALTH, 2017, 17 : 1 - 12
  • [3] Stochastic agent-based modeling of tuberculosis in Canadian Indigenous communities
    Ashleigh R. Tuite
    Victor Gallant
    Elaine Randell
    Annie-Claude Bourgeois
    Amy L. Greer
    BMC Public Health, 17
  • [4] Social Distancing and Behavior Modeling with Agent-Based Simulation
    Tang, Ming
    COMPUTER-AIDED ARCHITECTURAL DESIGN: DESIGN IMPERATIVES: THE FUTURE IS NOW, 2022, 1465 : 125 - 134
  • [5] Taxi Behavior Simulation and Improvement with Agent-Based Modeling
    Ranjit, Saurav
    Witayangkurn, Apichon
    Nagai, Masahiko
    Shibasaki, Ryosuke
    COMPUTATIONAL URBAN PLANNING AND MANAGEMENT FOR SMART CITIES, 2019, : 483 - 504
  • [6] Agent-based human behavior modeling for crowd simulation
    Luo, Linbo
    Zhou, Suiping
    Cai, Wentong
    Low, Malcolm Yoke Hean
    Tian, Feng
    Wang, Yongwei
    Xiao, Xian
    Chen, Dan
    COMPUTER ANIMATION AND VIRTUAL WORLDS, 2008, 19 (3-4) : 271 - 281
  • [7] Modeling the diffusion of residential photovoltaic systems in Italy: An agent-based simulation
    Palmer, J.
    Sorda, G.
    Madlener, R.
    TECHNOLOGICAL FORECASTING AND SOCIAL CHANGE, 2015, 99 : 106 - 131
  • [8] Agent-based Modeling and Simulation for the Electricity Market with Residential Demand Response
    Xu, Shuyang
    Chen, Xingying
    Xie, Jun
    Rahman, Saifur
    Wang, Jixiang
    Hui, Hongxun
    Chen, Tao
    CSEE JOURNAL OF POWER AND ENERGY SYSTEMS, 2021, 7 (02): : 368 - 380
  • [9] AGENT-BASED MODELING AND SIMULATION
    Macal, Charles M.
    North, Michael J.
    PROCEEDINGS OF THE 2009 WINTER SIMULATION CONFERENCE (WSC 2009 ), VOL 1-4, 2009, : 86 - +
  • [10] Agent-Based Modeling and Simulation
    Klugl, Franziska
    Bazzan, Ana L. C.
    AI MAGAZINE, 2012, 33 (03) : 29 - 40