Performance Evaluation of Deep Learning Models for Water Quality Index Prediction: A Comparative Study of LSTM, TCN, ANN, and MLP

Muhammad Ismail, Farkhanda Abbas, Shahid Munir Shah, Mahmoud Aljawarneh, Lachhman Das Dhomeja +4 more
11/3/2024
cs.LG

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Abstract

Environmental monitoring and predictive modeling of the Water Quality Index (WQI) through the assessment of the water quality.

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@article{ismail2024performance,
  title  = {Performance Evaluation of Deep Learning Models for Water Quality Index Prediction: A Comparative Study of LSTM, TCN, ANN, and MLP},
  author = {Muhammad Ismail and Farkhanda Abbas and Shahid Munir Shah and Mahmoud Aljawarneh and Lachhman Das Dhomeja and Fazila Abbas and Muhammad Shoaib and Abdulwahed Fahad Alrefaei and Mohammed Fahad Albeshr},
  year   = {2024},
  eprint = {2411.01527},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2411.01527v1}
}

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