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  •   University of Thessaly Institutional Repository
  • Επιστημονικές Δημοσιεύσεις Μελών ΠΘ (ΕΔΠΘ)
  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ.
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  •   University of Thessaly Institutional Repository
  • Επιστημονικές Δημοσιεύσεις Μελών ΠΘ (ΕΔΠΘ)
  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ.
  • View Item
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Urban water demand forecasting for the Island of skiathos

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Author
Kofinas, D.; Mellios, N.; Papageorgiou, E.; Laspidou, C.
Date
2014
DOI
10.1016/j.proeng.2014.11.220
Keyword
ARIMA
Artificial neural networks
Forecasting
Time series
Urban water demand
Water distribution networks
Neural networks
Water supply systems
Systems analysis
Additive methods
Demand forecasting
Forecasting methods
Hybrid approach
Nonlinear forecasting
Urban waters
Water distribution systems
Metadata display
Abstract
We present an analysis of historical water demand data from the utility of Skiathos, Greece and demonstrate suitable demand forecasting methodologies. We apply linear and nonlinear forecasting methods to a three-year time series water demand. The best fit for quarterly averaged data was observed for the Winters' additive method; for monthly-averaged data, ARIMA, Artificial Neural Network and a hybrid approach performed best. Given the intense seasonality of demand in Skiathos, monthly time series proved to be the best data set for forecasting, while the best forecasting method was the hybrid, which combines the advantages of ARIMA and Artificial Neural Networks. © 2014 The Authors.
URI
http://hdl.handle.net/11615/29510
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  • Δημοσιεύσεις σε περιοδικά, συνέδρια, κεφάλαια βιβλίων κλπ. [19735]

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