Data analytics in the supply chain management: Review of machine learning applications in demand forecasting
A Aamer, LP Eka Yani… - Operations and Supply …, 2020 - journal.oscm-forum.org
In today's fast-paced global economy coupled with the availability of mobile internet and
social networks, several business models have been disrupted. This disruption brings a …
social networks, several business models have been disrupted. This disruption brings a …
Water demand forecasting: review of soft computing methods
Demand forecasting plays a vital role in resource management for governments and private
companies. Considering the scarcity of water and its inherent constraints, demand …
companies. Considering the scarcity of water and its inherent constraints, demand …
Short term water demand forecast modelling using artificial intelligence for smart water management
Water is an important resource for life and its existence. Water demand is increasing with
increasing economic growth and population, while the water availability is continually …
increasing economic growth and population, while the water availability is continually …
Short-term water demand forecast based on deep learning method
Short-time water demand forecasting is essential for optimal control in a water distribution
system (WDS). Current methods (eg, time-series models and conventional artificial neural …
system (WDS). Current methods (eg, time-series models and conventional artificial neural …
Short-term water demand forecast based on automatic feature extraction by one-dimensional convolution
L Chen, H Yan, J Yan, J Wang, T Tao, K **n, S Li… - Journal of …, 2022 - Elsevier
Short-term water demand forecast is one of the most important technology for urban water
supply management. The accuracy and timeliness of the forecast have an important impact …
supply management. The accuracy and timeliness of the forecast have an important impact …
Prediction and analysis of water resources demand in Taiyuan City based on principal component analysis and BP neural network
J Wu, Z Wang, L Dong - AQUA—Water Infrastructure, Ecosystems …, 2021 - iwaponline.com
Water is a fundamental natural and strategic economic resource that plays a vital role in
promoting economic and social development. With the accelerated urbanization and …
promoting economic and social development. With the accelerated urbanization and …
Applying human mobility and water consumption data for short-term water demand forecasting using classical and machine learning models
Water demand forecasting is a crucial task in the efficient management of the water supply
system. This paper compares classical and adapted machine learning algorithms used for …
system. This paper compares classical and adapted machine learning algorithms used for …
Using extreme learning machines for short-term urban water demand forecasting
This study explores the ability of various machine learning methods to improve the accuracy
of urban water demand forecasting for the city of Montreal (Canada). Artificial Neural …
of urban water demand forecasting for the city of Montreal (Canada). Artificial Neural …
Multi-step ahead urban water demand forecasting using deep learning models
Accurate prediction of water demand in a city is crucial for the management of urban water
distribution system. The current study aims to create adequate daily water demand …
distribution system. The current study aims to create adequate daily water demand …
An ensemble neural network model to forecast drinking water consumption
A reliable short-term forecasting model is fundamental to managing a water distribution
system properly. This study addresses the problem of the efficient development of a deep …
system properly. This study addresses the problem of the efficient development of a deep …