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Modification of anaerobic digestion model No.1 with Machine learning models towards applicable and accurate simulation of biomass anaerobic digestion

  • 【作者】Ge, Yadong,Tao, Junyu,Wang, Zhi,Chen, Chao,Mu, Lan,Ruan, Haihua,Rodriguez Yon, Yakelin,Su, Hong,Yan, Beibei,Chen, Guanyi
  • 【作者单位】1 Tianjin Univ Commerce, Sch Mech Engn, Sch Biotechnol & Food Sci, Tianjin 300134, Peoples R China. ;2 Tianjin Univ, Sch Environm Sci & Engn, Tianjin 300350, Peoples R China. ;3 Tianjin Engn Res Ctr Bio Gas Oil Technol, Tianjin Key Lab Biomass Wastes Utilizat, Tianjin 300072, Peoples R China. ;4 Tibet Univ, Sch Sci, Lhasa 850012, Peoples R China. ;5 Tianjin Univ Commerce, Coll Biotechnol & Food Sci, Tianjin Key Lab Food Sci & Biotechnol, Tianjin 300134, Peoples R China. ;6 Inst Nacl Ciencias Agr INCA, Dept Biofertilizers & Plant Nutr, Gaveta Postal 1, San Jose De Las Lajas 32700, Mayabeque, Cuba.
  • 【年份】2023
  • 【卷号】Vol.454
  • 【ISSN】1385-8947
  • 【关键词】MATHEMATICAL-MODEL BIOGAS PRODUCTION ADM1 PERFORMANCE PREDICTION 
  • 【摘要】 This work proposed a so-called M-ADM1 model for anaerobic digestion simulation, which uses machine learning model to predict the kinetic parameters in anaerobic digestion model No.1 . A total of 75 biomass samples were used to establish the machine l...
  • 【文献类型】 期刊
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