ARIMA;
exponential smoothing;
forecasting water demand;
time series;
D O I:
10.2166/washdev.2021.208
中图分类号:
TV21 [水资源调查与水利规划];
学科分类号:
081501 ;
摘要:
Technology has been increasingly applied in search for excellence in water resource management. Tools such as demand-forecasting models provide information for utility companies to make operational, tactical and strategic decisions. Also, the performance of water distribution systems can be improved by anticipating consumption values. This work aimed to develop models to conduct monthly urban water demand forecasts by analyzing time series, and adjusting and testing forecast models by consumption category, which can be applied to any location. Open language R was used, with automatic procedures for selection, adjustment, model quality assessment and forecasts. The case study was conducted in the city of Joinville, with water consumption forecasts for the first semester of 2018. The results showed that the seasonal ARIMA method proved to be more adequate to predict water consumption in four out of five categories, with mean absolute percentage errors varying from 1.19 to 15.74%. In addition, a web application to conduct water consumption forecasts was developed.
机构:
King Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi ArabiaKing Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi Arabia
Al-Zahrani, Muhammad A.
;
Abo-Monasar, Amin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hafr Al Batin, Dept Civil Engn, Hafar al Batin, Saudi ArabiaKing Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi Arabia
机构:
Univ Hail, Dept Elect Engn, Community Coll, Hail City, Saudi Arabia
Res Unit Study Syst & Renewable Energy, Hail City, Saudi Arabia
Natl Coll Engn Monastir, Monastir City, TunisiaUniv Hail, Dept Elect Engn, Community Coll, Hail City, Saudi Arabia
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Costa Ferreira Nunes, Luiz Gustavo
;
Paz Soares, Anna Elis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Paz Soares, Anna Elis
;
Soares, Willames de Albuquerque
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Soares, Willames de Albuquerque
;
da Silva, Simone Rosa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
机构:
King Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi ArabiaKing Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi Arabia
Al-Zahrani, Muhammad A.
;
Abo-Monasar, Amin
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hafr Al Batin, Dept Civil Engn, Hafar al Batin, Saudi ArabiaKing Fahd Univ Petr & Minerals, Dept Civil & Environm Engn, Water Res Grp, Dhahran 31261, Saudi Arabia
机构:
Univ Hail, Dept Elect Engn, Community Coll, Hail City, Saudi Arabia
Res Unit Study Syst & Renewable Energy, Hail City, Saudi Arabia
Natl Coll Engn Monastir, Monastir City, TunisiaUniv Hail, Dept Elect Engn, Community Coll, Hail City, Saudi Arabia
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Costa Ferreira Nunes, Luiz Gustavo
;
Paz Soares, Anna Elis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Paz Soares, Anna Elis
;
Soares, Willames de Albuquerque
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil
Soares, Willames de Albuquerque
;
da Silva, Simone Rosa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, BrazilUniv Pernambuco, Escola Politecn Pernambuco, R Benfica 55, BR-50720001 Recife, PE, Brazil