A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
Application of ELM to predict the coagulant dosing in water treatment plants
Predicting the coagulant dosage is especially crucial to the purification process in water treatment plants, directly affecting the quality of the purified water. Nowadays, several mathematical methods have been adopted for the purification process, but their predictive precision and speed still need to be improved. This study applies a novel neural network called the extreme learning machine (ELM) to predict the coagulant dosage based on certain signification factors of the raw water. Performances are compared between ELM and back-propagation neural networks in this paper. The results show that both neural network algorithms perform well in this application and ELM can realize online prediction due to its short time consumption.
Application of ELM to predict the coagulant dosing in water treatment plants
Predicting the coagulant dosage is especially crucial to the purification process in water treatment plants, directly affecting the quality of the purified water. Nowadays, several mathematical methods have been adopted for the purification process, but their predictive precision and speed still need to be improved. This study applies a novel neural network called the extreme learning machine (ELM) to predict the coagulant dosage based on certain signification factors of the raw water. Performances are compared between ELM and back-propagation neural networks in this paper. The results show that both neural network algorithms perform well in this application and ELM can realize online prediction due to its short time consumption.
Application of ELM to predict the coagulant dosing in water treatment plants
Xiaoyan Deng (author) / Canguang Lin
2017
Article (Journal)
English
Effects of ozonation on optimal coagulant dosing in drinking water treatment
| Online Contents | 1995
Coagulant Control in Small Water Treatment Plants
| British Library Conference Proceedings | 1996
Influence of coagulant/lime dosing sequence on treatment of soft humic waters
| Online Contents | 2013
Influence of coagulant/lime dosing sequence on treatment of soft humic waters
| Online Contents | 2012