Prediction of NH<sub>3</sub> and HCN yield from biomass fast pyrolysis: Machine learning modeling and evaluation.

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第一作者： Junyu,Tao

第一单位： School of Mechanical Engineering, Tianjin University of Commerce, Tianjin 300134, China.

作者： Junyu,Tao ^[1] ; Xiaoxiao,Yin ^[2] ; Xilei,Yao ^[1] ; Zhanjun,Cheng ^[3] ; Beibei,Yan ^[4] ; Guanyi,Chen ^[5]

作者单位： School of Mechanical Engineering, Tianjin University of Commerce, Tianjin 300134, China. ^[1] School of Environmental Science and Engineering, Tianjin University, Tianjin 300350, China. ^[2] School of Environmental Science and Engineering, Tianjin University, Tianjin 300350, China; Tianjin Engineering Research Center for Organic Wastes Safe Disposal and Energy Utilization/Key Laboratory of Efficient Utilization of Low and Medium Energy of Ministry of Education/Tianjin Key Lab of Biomass/Wastes Utilization, Tianjin, 300072, China. Electronic address: zjcheng@tju.edu.cn. ^[3] School of Environmental Science and Engineering, Tianjin University, Tianjin 300350, China; Tianjin Engineering Research Center for Organic Wastes Safe Disposal and Energy Utilization/Key Laboratory of Efficient Utilization of Low and Medium Energy of Ministry of Education/Tianjin Key Lab of Biomass/Wastes Utilization, Tianjin, 300072, China. ^[4] School of Mechanical Engineering, Tianjin University of Commerce, Tianjin 300134, China; Tianjin Engineering Research Center for Organic Wastes Safe Disposal and Energy Utilization/Key Laboratory of Efficient Utilization of Low and Medium Energy of Ministry of Education/Tianjin Key Lab of Biomass/Wastes Utilization, Tianjin, 300072, China. ^[5]

关键词 Cross-validation Grid search Model optimization Neural network Random forests Support vector regression

主题词生物量(Biomass)

DOI 10.1016/j.scitotenv.2023.163743

PMID 37116814

发布时间 2023-06-09

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The Science of the total environment

2023年885卷

163743页

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Prediction of NH<sub>3</sub> and HCN yield from biomass fast pyrolysis: Machine learning modeling and evaluation.

The Science of the total environment

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Prediction of NH<sub>3</sub> and HCN yield from biomass fast pyrolysis: Machine learning modeling and evaluation.

The Science of the total environment

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The Science of the total environment

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