Sattler, Bernhard Jonathan und Friesen, John und Tundis, Andrea und Pelz, Peter F. (2023) Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review. Water, 15 (3), Seiten 579-610. Multidisciplinary Digital Publishing Institute (MDPI). doi: 10.3390/w15030579. ISSN 2073-4441.
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Offizielle URL: https://dx.doi.org/10.3390/w15030579
Kurzfassung
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.
elib-URL des Eintrags: | https://elib.dlr.de/193982/ | ||||||||||||||||||||
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Dokumentart: | Zeitschriftenbeitrag | ||||||||||||||||||||
Titel: | Modeling and Validation of Residential Water Demand in Agent-Based Models: A Systematic Literature Review | ||||||||||||||||||||
Autoren: |
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Datum: | 1 Februar 2023 | ||||||||||||||||||||
Erschienen in: | Water | ||||||||||||||||||||
Referierte Publikation: | Ja | ||||||||||||||||||||
Open Access: | Ja | ||||||||||||||||||||
Gold Open Access: | Ja | ||||||||||||||||||||
In SCOPUS: | Ja | ||||||||||||||||||||
In ISI Web of Science: | Ja | ||||||||||||||||||||
Band: | 15 | ||||||||||||||||||||
DOI: | 10.3390/w15030579 | ||||||||||||||||||||
Seitenbereich: | Seiten 579-610 | ||||||||||||||||||||
Herausgeber: |
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Verlag: | Multidisciplinary Digital Publishing Institute (MDPI) | ||||||||||||||||||||
Name der Reihe: | Special Issue "Review Papers of Urban Water Management" | ||||||||||||||||||||
ISSN: | 2073-4441 | ||||||||||||||||||||
Status: | veröffentlicht | ||||||||||||||||||||
Stichwörter: | household water demand; domestic water use; agent-based modeling; multi-agent; socio-technical systems; validation; urban; policy; management; planning; social simulation | ||||||||||||||||||||
HGF - Forschungsbereich: | keine Zuordnung | ||||||||||||||||||||
HGF - Programm: | keine Zuordnung | ||||||||||||||||||||
HGF - Programmthema: | keine Zuordnung | ||||||||||||||||||||
DLR - Schwerpunkt: | Digitalisierung | ||||||||||||||||||||
DLR - Forschungsgebiet: | D CPE - Cyberphysisches Engineering | ||||||||||||||||||||
DLR - Teilgebiet (Projekt, Vorhaben): | D - urbanModel | ||||||||||||||||||||
Standort: | andere | ||||||||||||||||||||
Institute & Einrichtungen: | Institut für den Schutz terrestrischer Infrastrukturen > Digitale Zwillinge von Infrastrukturen Institut für den Schutz terrestrischer Infrastrukturen | ||||||||||||||||||||
Hinterlegt von: | Sattler, Bernhard Jonathan | ||||||||||||||||||||
Hinterlegt am: | 02 Mär 2023 13:25 | ||||||||||||||||||||
Letzte Änderung: | 02 Mär 2023 13:25 |
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