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[期刊论文]

Effects of hydration parameters on chemical properties of biocrudes based on machine learning and experiments

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author:

Zhou, Xinxing (Zhou, Xinxing.) [1] | Zhao, Jun (Zhao, Jun.) [2] | Chen, Meizhu (Chen, Meizhu.) [3] | Unfold

Indexed by:

EI SCIE

Abstract:

To investigate the effects of temperature and biomass concentration of Hydrothermal liquefaction (HTL) on chemical properties of biocrudes, machine learning (ML) was used to predict the weight of hydration parameters on the properties of biocrudes. The elemental compositions, molecular weights, functional groups, thermal degradation, molecular structure of biocrudes were studied. The optimum yield of biocrudes was 65% and the highest heat value reached up to 34.28 kJ/g, showing comparable fuel properties. It was found that the hydration temperature significantly affects the elemental components, functional groups and molecular weight and structures of biocrudes. In addition, biomass concentration also affect the functional groups and structures of biocrudes. ML results indicated that Support Vector Machine Linear Kernel method is suitable for heat value prediction.

Keyword:

Algorithm optimization Chemical property Hydrothermal liquefaction Machine learning Woody biocrude

Community:

  • [ 1 ] [Zhou, Xinxing]Wuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
  • [ 2 ] [Chen, Meizhu]Wuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
  • [ 3 ] [Wu, Shaopeng]Wuhan Univ Technol, State Key Lab Silicate Mat Architectures, Wuhan 430070, Peoples R China
  • [ 4 ] [Zhou, Xinxing]Shanxi Transportat Technol Res & Dev Co Ltd, Key Lab Highway Construct & Maintenance Technol L, Taiyuan 030032, Peoples R China
  • [ 5 ] [Zhao, Jun]Hong Kong Baptist Univ, Inst Bioresource & Agr, Dept Biol, Hong Kong, Peoples R China
  • [ 6 ] [Zhao, Guangyuan]Univ Waterloo, Dept Civil & Environm Engn, Waterloo, ON N2L 3G1, Canada
  • [ 7 ] [Xu, Song]Fuzhou Univ, Coll Civil Engn, Fuzhou 350103, Peoples R China
  • [ 8 ] [Xu, Song]McMaster Univ, Dept Civil Engn, Hamilton, ON L8S 4L8, Canada

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Source :

BIORESOURCE TECHNOLOGY

ISSN: 0960-8524

Year: 2022

Volume: 350

1 1 . 4

JCR@2022

9 . 7 0 0

JCR@2023

ESI Discipline: BIOLOGY & BIOCHEMISTRY;

ESI HC Threshold:60

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 13

SCOPUS Cited Count: 10

30 Days PV: 0

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