Building occupant transient agent-based model - Movement module

被引:17
|
作者
Dziedzic, Jakub Wladyslaw [1 ]
Yan, Da [2 ]
Sun, Hongsan [2 ]
Novakovic, Vojislav [1 ]
机构
[1] Norwegian Univ Sci & Technol, Dept Energy & Proc Engn, NO-7491 Trondheim, Norway
[2] Tsinghua Univ, Sch Architecture, Beijing 100084, Peoples R China
关键词
Occupant behaviour; Agent-based modelling; Building performance simulation; Human-building interaction; Personalised design; BOT-ABM; SIMULTANEOUS LOCALIZATION; ENERGY SIMULATION; BEHAVIOR; DESIGN;
D O I
10.1016/j.apenergy.2019.114417
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Simulation of occupant behaviour (OB) in buildings is a challenging task. Available software uses a broad spectrum of tools that try to reproduce the patterns of human activity. From building energy perspective, the main emphasis in research has been focused on discovering behaviour directly related to energy. In recent years, more attention has been given to simulating occupant actions that are indirectly influencing building energy use. In most of the cases, this is achieved with the use of agent-based modelling which allows describing occupant actions on a room level. According to the existing methodologies review, it is a proper step, but to include occupant behaviour in energy simulations, spatial and temporal resolution of the occupant behaviour model must be improved. Addressing this issue requires the development of a comprehensive model supported by numerous modules that would cover various significant occupant actions. This paper focuses on the development of the high-resolution, data-driven movement engine of occupants. It is one of the fundamental modules necessary to simulate occupant behaviour with high granularity. Once the model is developed within its essential functionalities, it will deliver a bottom-up model capable of testing various energy use strategies. It will allow for testing different heat, ventilation and air conditioning solutions and the responses provided by simulated occupants. The data used to develop this module was obtained thru in-situ measurements, with the use of depth registration. Information obtained from experiments is similar to previous research, but it also extends the investigation scope with an additional transition-based variable.
引用
收藏
页数:13
相关论文
共 50 条
  • [1] An agent-based model of building occupant behavior during load shedding
    Handi Chandra Putra
    Clinton J. Andrews
    Jennifer A. Senick
    Building Simulation, 2017, 10 : 845 - 859
  • [2] An agent-based model of building occupant behavior during load shedding
    Putra, Handi Chandra
    Andrews, Clinton J.
    Senick, Jennifer A.
    BUILDING SIMULATION, 2017, 10 (06) : 845 - 859
  • [3] Developing an Agent-Based Model to Explore the Impact of Social Networks on Building Occupant Energy Consumption
    Xie, Hui
    Yin, Tao-tao
    Wang, Ya-lin
    PROCEEDINGS OF THE 2ND 2016 INTERNATIONAL CONFERENCE ON SUSTAINABLE DEVELOPMENT (ICSD 2016), 2017, 94 : 456 - 459
  • [4] ComfortLearn: Enabling agent-based occupant-centric building controls
    Quintana, Matias
    Nagy, Zoltan
    Tartarini, Federico
    Schiavon, Stefano
    Miller, Clayton
    PROCEEDINGS OF THE 2022 THE 9TH ACM INTERNATIONAL CONFERENCE ON SYSTEMS FOR ENERGY-EFFICIENT BUILDINGS, CITIES, AND TRANSPORTATION, BUILDSYS 2022, 2022, : 475 - 478
  • [5] Simulating the human-building interaction: Development and validation of an agent-based model of office occupant behaviors
    Langevin, Jared
    Wen, Jin
    Gurian, Patrick L.
    BUILDING AND ENVIRONMENT, 2015, 88 : 27 - 45
  • [6] TOWARD A BUILDING OCCUPANT NETWORK AGENT-BASED MODEL TO SIMULATE PEER INDUCED ENERGY CONSERVATION BEHAVIOR
    Chen, Jiayu
    Taylor, John E.
    Wei, His-Hsien
    PROCEEDINGS OF THE 2011 WINTER SIMULATION CONFERENCE (WSC), 2011, : 883 - 890
  • [7] An agent-based simulation model for occupant evacuation under fire Conditions
    Yi Saili
    Shi Jianyong
    PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL I, 2009, : 27 - +
  • [8] Energy Performance and Occupant Comfort in an Office Building: Co-simulation of an Agent-based Behavior Model with EnergyPlus
    Awada, Mohamad
    Hajj-Hassan, Mohamad
    Kiomjian, Daoud
    Srour, Issam
    Khoury, Hiam
    THIRD INTERNATIONAL CONFERENCE ON EFFICIENT BUILDING DESIGN - MATERIALS AND HVAC EQUIPMENT TECHNOLOGIES, 2018, : 215 - 223
  • [9] Prediction Method for Office Building Energy Consumption Based on an Agent-Based Model Considering Occupant-Equipment Interaction Behavior
    Ding, Yan
    Pan, Xiao
    Chen, Wanyue
    Tian, Zhe
    Wang, Zhiyao
    He, Qing
    ENERGIES, 2022, 15 (22)
  • [10] An Agent-Based Simulation Model for Pedestrian Unidirectional Movement
    Franca, Robson dos S.
    Marietto, Maria das Gracas B.
    de Santana, Wallace R.
    Kobayashi, Guiou
    2009 SECOND INTERNATIONAL CONFERENCE ON THE APPLICATIONS OF DIGITAL INFORMATION AND WEB TECHNOLOGIES (ICADIWT 2009), 2009, : 375 - 379