Sattler, Bernhard Jonathan ; Friesen, John ; Tundis, Andrea ; Pelz, Peter F. (2023)
Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review.
In: Water, 2023, 15 (3)
doi: 10.26083/tuprints-00023352
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Item Type: | Article |
---|---|
Type of entry: | Secondary publication |
Title: | Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review |
Language: | English |
Date: | 28 November 2023 |
Place of Publication: | Darmstadt |
Year of primary publication: | 2023 |
Place of primary publication: | Basel |
Publisher: | MDPI |
Journal or Publication Title: | Water |
Volume of the journal: | 15 |
Issue Number: | 3 |
Collation: | 32 Seiten |
DOI: | 10.26083/tuprints-00023352 |
Corresponding Links: | |
Origin: | Secondary publication DeepGreen |
Abstract: | 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. |
Uncontrolled Keywords: | household water demand, domestic water use, agent-based modeling, multi-agent, socio-technical systems, validation, urban, policy, management, planning, social simulation |
Identification Number: | 579 |
Status: | Publisher's Version |
URN: | urn:nbn:de:tuda-tuprints-233527 |
Additional Information: | This article belongs to the Special Issue Review Papers of Urban Water Management |
Classification DDC: | 600 Technology, medicine, applied sciences > 620 Engineering and machine engineering |
Divisions: | 16 Department of Mechanical Engineering > Institute for Fluid Systems (FST) (since 01.10.2006) |
Date Deposited: | 28 Nov 2023 13:41 |
Last Modified: | 01 Dec 2023 10:33 |
SWORD Depositor: | Deep Green |
URI: | https://tuprints.ulb.tu-darmstadt.de/id/eprint/23352 |
PPN: | 513576371 |
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