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Effects of the modified calcium-based sorbents on the capture of heavy metals during coal combustion based on the orthogonal method and the model of BP neural network.

Authors :
Guo, Shengli
Geng, Weile
Yuan, Shujie
Dong, Ziwen
Source :
Energy Sources Part A: Recovery, Utilization & Environmental Effects. 2023, Vol. 45 Issue 1, p2903-2912. 10p.
Publication Year :
2023

Abstract

Coal combustion is the primary source of air pollution in China, especially the heavy metals (HMs) concentrated in the submicron particles. This paper discusses the enhancement of HMs absorption efficiencies during coal combustion experiments. By adding the modified Ca-based sorbents, the orthogonal design was used in this experiment. Combining with the analysis of variance and capturing rate of HMs, the optimal combination was arrived at. BP neural network model was established and trained using orthogonal capturing tests data to reach the best compositions. Confirmatory trial was conducted, thus the BP neural network model can be used to solve complex nonlinear optimization problems. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15567036
Volume :
45
Issue :
1
Database :
Academic Search Index
Journal :
Energy Sources Part A: Recovery, Utilization & Environmental Effects
Publication Type :
Academic Journal
Accession number :
163342359
Full Text :
https://doi.org/10.1080/15567036.2019.1666931