A systems dynamics approach to the bottom-up simulation of residential appliance load

被引:3
|
作者
Bugaje, Bilal [1 ,2 ]
Rutherford, Peter [1 ,2 ]
Clifford, Mike [1 ,2 ]
机构
[1] Univ Nottingham, Nottingham NG7 2RD, England
[2] Cent Bank Nigeria, Central Business Dist, Fct, Nigeria
关键词
System dynamics; Residential energy system; Simulation; Residential load; ENERGY-CONSUMPTION; BEHAVIOR; MODEL; PREDICTORS; WINDOWS; DEMAND; PART;
D O I
10.1016/j.enbuild.2021.111164
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Residential demand from real residences can be resource intensive to collect. There is need to generate synthetic residential load in energy research, and new approaches are welcome. Most of the simulation models of synthetic residential load that output realistic loads are tightly coupled to historic correlations. This paper presents a high-resolution simulation model that generates a residential appliance load using the tools of System Dynamics via a bottom-up approach. In addition to being realistic, the model aims to minimise historic coupling. Whilst the intermediary outputs of the modelling process are subjected to systematic scrutiny, the final output is validated by comparing statistical characteristics of the model's output to a validated model and data from real residences. The aims of the model were sufficiently met, and the modelling approach shows potential to simplify; by driving the model on average frequency of appliance use instead of probability distributions of human activities. Other outputs from the model, specifically distribution of appliances' activation and operation, as well as complexity are discussed. Some benefits of the model are also discussed especially with regard to cost of modelling, interpretability of model and potential for transdisciplinary research. This study represents the first attempt to develop a bottom-up simulation model of residential load based on a System Dynamics approach. (C) 2021 Elsevier B.V. All rights reserved.
引用
收藏
页数:18
相关论文
共 50 条
  • [41] Bottom-up holographic approach to QCD
    Afonin, S. S.
    XITH CONFERENCE ON QUARK CONFINEMENT AND HADRON SPECTRUM, 2016, 1701
  • [42] A Bottom-Up Approach to Creating Chemicals
    Frishberg, Manny
    RESEARCH-TECHNOLOGY MANAGEMENT, 2015, 58 (05) : 7 - 8
  • [43] A bottom-up approach to clausal tableaux
    Peltier, Nicolas
    AUTOMATED REASONING WITH ANALYTIC TABLEAUX AND RELATED METHODS, PROCEEDINGS, 2007, 4548 : 199 - +
  • [44] A bottom-up approach to gene regulation
    Guido, NJ
    Wang, X
    Adalsteinsson, D
    McMillen, D
    Hasty, J
    Cantor, CR
    Elston, TC
    Collins, JJ
    NATURE, 2006, 439 (7078) : 856 - 860
  • [45] Bottom-up approach to graphene nanoribbons
    Sealy, Cordelia
    NANO TODAY, 2010, 5 (05) : 374 - 376
  • [46] Coalitional control: a bottom-up approach
    Fele, Filiberto
    Maestre, Jose M.
    Camacho, Eduardo F.
    2015 AMERICAN CONTROL CONFERENCE (ACC), 2015, : 4074 - 4079
  • [47] Designing for manageability: A bottom-up approach
    Goldberg, L
    ELECTRONIC DESIGN, 1996, 44 (17) : 42 - &
  • [48] Holographic bottom-up approach to Σ baryons
    Guo, Xi
    Contreras, Miguel Angel Martin
    Chen, Xun
    Xiang, Dong
    CHINESE PHYSICS C, 2025, 49 (01)
  • [49] A bottom-up approach to multimedia teachware
    Caumanns, J
    INTELLIGENT TUTORING SYSTEMS, 1998, 1452 : 116 - 125
  • [50] Facial fractures: The "bottom-up" approach
    Kochkine, Sergey
    Baxter, Alexander B.
    McMenamy, John M.
    Bernstein, Mark P.
    CLINICAL IMAGING, 2023, 101 : 167 - 179