Using Recurrent Neural Network for Intelligent Prediction of Water Level in Reservoirs

Juntao Zhang, Ziyue Zhang, Ying Weng, Simon Gosling, Hui Yang, Chenggang Yang, Wenjie Li, Qun Ma

Research output: Chapter in Book/Conference proceedingConference contributionpeer-review

1 Citation (Scopus)

Abstract

Water resources management over long term has faced a great challenge due to the increasing demands on water from a growing number of population and a huge variance of water usage in different time and place. Therefore, a new time series model based on Recurrent Neural Network (RNN), has been proposed and developed in this study for intelligent prediction of future water level in different reservoirs. We have carried out experiments on reservoirs in Ningbo, China, and the results have shown that our proposed model is more efficient on intelligent prediction of water level in reservoirs.

Original languageEnglish
Title of host publicationProceedings - 2020 IEEE 44th Annual Computers, Software, and Applications Conference, COMPSAC 2020
EditorsW. K. Chan, Bill Claycomb, Hiroki Takakura, Ji-Jiang Yang, Yuuichi Teranishi, Dave Towey, Sergio Segura, Hossain Shahriar, Sorel Reisman, Sheikh Iqbal Ahamed
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1125-1126
Number of pages2
ISBN (Electronic)9781728173030
DOIs
Publication statusPublished - Jul 2020
Event44th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2020 - Virtual, Madrid, Spain
Duration: 13 Jul 202017 Jul 2020

Publication series

NameProceedings - 2020 IEEE 44th Annual Computers, Software, and Applications Conference, COMPSAC 2020

Conference

Conference44th IEEE Annual Computers, Software, and Applications Conference, COMPSAC 2020
Country/TerritorySpain
CityVirtual, Madrid
Period13/07/2017/07/20

Keywords

  • Artificial Neural Network (ANN)
  • Long Short-Term Memory (LSTM)
  • Recurrent Neural Network (RNN)
  • intelligent prediction
  • water level
  • water resources

ASJC Scopus subject areas

  • Artificial Intelligence
  • Computer Networks and Communications
  • Computer Science Applications
  • Hardware and Architecture
  • Software
  • Education

Fingerprint

Dive into the research topics of 'Using Recurrent Neural Network for Intelligent Prediction of Water Level in Reservoirs'. Together they form a unique fingerprint.

Cite this