Balancing energy consumption and thermal comfort in buildings: a multi-criteria framework

被引:0
|
作者
Wani, Mubashir [1 ]
Hafiz, Faizal [2 ]
Swain, Akshya [1 ]
Broekaert, Jan [2 ]
机构
[1] Univ Auckland, Dept Elect Comp & Software Engn, Auckland, New Zealand
[2] Univ Cote Azur, SKEMA Business Sch, Sophia Antipolis, France
关键词
Building energy management; Demand response; Fitness landscape analysis; Multi-criteria optimization; Smart grid; OF-THE-ART; MANAGEMENT-SYSTEMS; PREDICTIVE CONTROL; HVAC SYSTEMS; OPTIMIZATION; EFFICIENT; MODEL; TEMPERATURE; SCHEME;
D O I
10.1007/s10479-023-05747-y
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The present study proposes a multi-criteria framework that focuses on two conflicting objectives typically encountered in building energy management systems: energy consumption of the air handling units (AHU) and thermal comfort of the occupants. In particular, an adaptive control of set points to AHU controllers is crucial to balance these objectives. This study, therefore, formulates the selection of set points as an optimization problem wherein the objectives are to balance thermal comfort with energy consumption while accommodating the distinct preferences of the decision maker (DM). Two multi-criteria decision-making formulations are considered to aggregate the objectives per the DM's preferences, i.e., conventional weight aggregation and epsilon-constraint. Finally, an online particle swarm optimization is used to solve such aggregated formulations and adapt the set points in real time as per the prevailing ambient conditions. The performance of the proposed framework is assessed by considering an experimentally validated model of an AHU plant and the real-time weather data of Auckland, New Zealand. The results of this investigation show that the proposed framework can successfully optimize the energy performance of an AHU plant while meeting the thermal comfort requirements specified by the DM.
引用
收藏
页码:1841 / 1867
页数:27
相关论文
共 50 条
  • [31] A FRAMEWORK FOR QUALITATIVE MULTI-CRITERIA PREFERENCES
    Visser, Wietske
    Aydogan, Reyhan
    Hindriks, Koen V.
    Jonker, Catholijn M.
    ICAART: PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON AGENTS AND ARTIFICIAL INTELLIGENCE, VOL 1, 2012, : 243 - 248
  • [32] A multi-criteria framework to assess the sustainability of renewable energy development in the Alps
    Grilli, Gianluca
    De Meo, Isabella
    Garegnani, Giulia
    Paletto, Alessandro
    JOURNAL OF ENVIRONMENTAL PLANNING AND MANAGEMENT, 2017, 60 (07) : 1276 - 1295
  • [33] A probabilistic multi-criteria evaluation framework for integrated energy system planning
    Zhou, Fan
    Chen, Long
    Zhao, Jun
    Wang, Wei
    INFORMATION SCIENCES, 2022, 610 : 156 - 170
  • [34] Multi-Objective and Multi-Criteria Optimization of Microgrids for Nearly Zero-Energy Buildings
    Galisai, Simone
    Ghiani, Emilio
    Pilo, Fabrizio
    2019 2ND INTERNATIONAL CONFERENCE ON SMART ENERGY SYSTEMS AND TECHNOLOGIES (SEST 2019), 2019,
  • [35] Multi-objective optimization for energy consumption, daylighting and thermal comfort performance of rural tourism buildings in north China
    Zhu, Li
    Wang, Binghua
    Sun, Yong
    BUILDING AND ENVIRONMENT, 2020, 176
  • [36] EFFECTS OF GLAZING DESIGN AND INFILTRATION RATE ON ENERGY CONSUMPTION AND THERMAL COMFORT IN RESIDENTIAL BUILDINGS
    Almarzouq, Ali
    Sakhrieh, Ahmad
    THERMAL SCIENCE, 2019, 23 (05): : 2951 - 2960
  • [37] Analysis of the Influence Subjective Human Parameters in the Calculation of Thermal Comfort and Energy Consumption of Buildings
    Robledo-Fava, Roberto
    Hernandez-Luna, Monica C.
    Fernandez-de-Cordoba, Pedro
    Michinel, Humberto
    Zaragoza, Sonia
    Castillo-Guzman, A.
    Selvas-Aguilar, Romeo
    ENERGIES, 2019, 12 (08)
  • [38] An Integrated Decision-Making Framework for Mitigating the Impact of Urban Heat Islands on Energy Consumption and Thermal Comfort of Residential Buildings
    Turhan, Cihan
    Atalay, Ali Serdar
    Akkurt, Gulden Gokcen
    SUSTAINABILITY, 2023, 15 (12)
  • [39] Multi-criteria decision making for assembly line balancing
    F. Jolai
    M. Jahangoshai Rezaee
    A. Vazifeh
    Journal of Intelligent Manufacturing, 2009, 20 : 113 - 121
  • [40] Multi-criteria decision making for assembly line balancing
    Jolai, F.
    Rezaee, M. Jahangoshai
    Vazifeh, A.
    JOURNAL OF INTELLIGENT MANUFACTURING, 2009, 20 (01) : 113 - 121