Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review

被引:4
作者
Sattler, Bernhard Jonathan [1 ]
Friesen, John [2 ]
Tundis, Andrea [1 ]
Pelz, Peter F. [2 ]
机构
[1] German Aerosp Ctr DLR, Inst Protect Terr Infrastruct, D-53757 St Augustin, Germany
[2] Tech Univ Darmstadt, Chair Fluid Syst, D-64289 Darmstadt, Germany
关键词
household water demand; domestic water use; agent-based modeling; multi-agent; socio-technical systems; validation; urban; policy; management; planning; social simulation; SIDE MANAGEMENT; GLOBAL CHANGE; SUPPLY-SIDE; RESOURCES; FRAMEWORK; SIMULATE; VERIFICATION; CONSUMPTION; POPULATION; SUPPORT;
D O I
10.3390/w15030579
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Current challenges, such as climate change or military conflicts, show the great importance of urban supply infrastructures. In this context, an open question is how different scenarios and crises can be studied in silico to assess the interaction between the needs of social systems and technical infrastructures. Agent-based modeling is a suitable method for this purpose. This review investigates (i) how agent-based models of residential water demand should be validated, (ii) how such models are commonly built and (iii) validated, and (iv) how these validation practices compare to the recommendations drawn from question (i). Therefore, a systematic literature review using the PRISMA framework is conducted. Out of 207 screened papers, 35 models are identified with an emphasis on highly realistic models (i.e., highly detailed and representing specific real-world systems) for planning, management, and policy of urban water resources. While some models are thoroughly validated, quantified validation distinct from calibration data should be emphasized and used to communicate the confidence in results and recommendations drawn from the models. Pattern-oriented validation, validation on multiple levels and on higher moments of aggregated statistics should be considered more often. These findings expand prior literature by providing a more extensive sample of reviewed articles and recommending specific approaches for the validation of models.
引用
收藏
页数:32
相关论文
共 103 条
  • [1] Constructing Hot Water Load Profile: An Agent-Based Modeling Approach
    Aguirre, Federico
    Magnago, Fernando
    Alemany, Juan
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE ENERGY, 2019, 10 (02) : 790 - 799
  • [2] THE THEORY OF PLANNED BEHAVIOR
    AJZEN, I
    [J]. ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES, 1991, 50 (02) : 179 - 211
  • [3] Agent-based modeling to simulate the dynamics of urban water supply: Climate, population growth, and water shortages
    Ali, Alireza Mashhadi
    Shafiee, M. Ehsan
    Berglund, Emily Zechman
    [J]. SUSTAINABLE CITIES AND SOCIETY, 2017, 28 : 420 - 434
  • [4] Alvi MSQ, 2018, WINT SIMUL C PROC, P2411, DOI 10.1109/WSC.2018.8632309
  • [5] Arbues F., 2003, J SOCIO-ECON, V32, P81, DOI DOI 10.1016/S1053-5357(03)00005-2
  • [6] Arthur W.B., 2018, ASSET PRICING ENDOGE
  • [7] A hybrid agent-based model for estimating residential water demand
    Athanasiadis, IN
    Mentes, AK
    Mitkas, PA
    Mylopoulos, YA
    [J]. SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL, 2005, 81 (03): : 175 - 187
  • [8] An integrated modelling framework for simulating regional-scale actor responses to global change in the water domain
    Barthel, R.
    Janisch, S.
    Schwarz, N.
    Trifkovic, A.
    Nickel, D.
    Schulz, C.
    Mauser, W.
    [J]. ENVIRONMENTAL MODELLING & SOFTWARE, 2008, 23 (09) : 1095 - 1121
  • [9] NEW PRODUCT GROWTH FOR MODEL CONSUMER DURABLES
    BASS, FM
    [J]. MANAGEMENT SCIENCE SERIES A-THEORY, 1969, 15 (05): : 215 - 227
  • [10] Berglund E.Z., 2015, J WATER RES PLAN MAN, V141, P04015025, DOI DOI 10.1061/(ASCE)WR.1943-5452.0000544