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Soft computing approaches for urban water demand forecasting

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Autor
Kokkinos K., Papageorgiou E.I., Poczeta K., Papadopoulos L., Laspidou C.
Datum
2016
Language
en
DOI
10.1007/978-3-319-39627-9_31
Schlagwort
Artificial intelligence
Cognitive systems
Decision support systems
Forecasting
Fuzzy inference
Fuzzy rules
Fuzzy systems
Large scale systems
Soft computing
Software architecture
Software design
Water distribution systems
Water management
Water resources
Water supply
Water supply systems
Decision support system (dss)
Decision supports
Fuzzy cognitive map
Model driven architectures
Neuro-Fuzzy
Soft computing approaches
Spatio-temporal models
Water resources management
Decision making
Springer Science and Business Media Deutschland GmbH
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Zusammenfassung
This paper presents an integrated framework for water resources management at urban level which consists of a Neuro-Fuzzy and Fuzzy Cognitive Map-based, (FCM) decision support system (DSS) based on multiple objectives and multiple disciplines for planning and forecasting. The proposed DSS has as primary goals to: (a) adaptively control the water pressure of the water distribution system by forecasting the water demand at the urban level and (b) to reduce leakage of the water network by controlling the water pressure. The system follows a model-driven architecture with the inclusion of the FCM-based models and a spatio-temporal model for arranging all data. The validation of the proposed learning algorithms is made for two case studies that comprise different water supply characteristics and correspond to different locations in Europe. © Springer International Publishing Switzerland 2016.
URI
http://hdl.handle.net/11615/74954
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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