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Van Krevelen diagrams based on machine learning visualize feedstock-product relationships in thermal conversion processes

Wang, Shule (författare)
Jiangsu Province Key Laboratory of Biomass Energy and Materials, National Engineering Laboratory for Biomass Chemical Utilization, Institute of Chemical Industry of Forest Products, Chinese Academy of Forestry (CAF), 210042, Nanjing, China; Jiangsu Co-Innovation Center for Efficient Processing and Utilization of Forest Resources, College of Chemical Engineering, Nanjing Forestry University, Longpan Road 159, 210037, Nanjing, China
Wang, Yiying (författare)
Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
Shi, Ziyi (författare)
KTH,Processer
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Sun, Kang (författare)
Jiangsu Province Key Laboratory of Biomass Energy and Materials, National Engineering Laboratory for Biomass Chemical Utilization, Institute of Chemical Industry of Forest Products, Chinese Academy of Forestry (CAF), 210042, Nanjing, China; Jiangsu Co-Innovation Center for Efficient Processing and Utilization of Forest Resources, College of Chemical Engineering, Nanjing Forestry University, Longpan Road 159, 210037, Nanjing, China
Wen, Yuming (författare)
Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
Niedzwiecki, Lukasz (författare)
Department of Energy Conversion Engineering, Wroclaw University of Science and Technology, 27 wybrzeże Stanisława Wyspiańskiego st. 50-370, Wroclaw, Poland; Energy Research Centre, Centre for Energy and Environmental Technologies, VŠB-Technical University of Ostrava, 708 00, Ostrava, Poruba, Czech Republic
Pan, Ruming (författare)
School of Energy Science and Engineering, Harbin Institute of Technology, 150001, Harbin, China; Institut de Mécanique des Fluides de Toulouse (IMFT) - Université de Toulouse, CNRS-INPT-UPS, 31400, Toulouse, France
Xu, Yongdong (författare)
Laboratory of Environment-Enhancing Energy (E2E), Key Laboratory of Agricultural Engineering in Structure and Environment of Ministry of Agriculture and Rural Affairs, China Agricultural University, 100083, Beijing, China
Zaini, Ilman Nuran (författare)
KTH,Processer
Jagodzińska, Katarzyna, 1990- (författare)
KTH,Materialvetenskap
Aragon-Briceno, Christian (författare)
Department of Industry and Energy, CIRCE-Research Centre for Energy Resources and Consumption, 50018, Zaragoza, Spain
Tang, Chuchu (författare)
Faculty of Creative Arts, University of Malaya, 50603, Kuala Lumpur, Malaysia
Onsree, Thossaporn (författare)
Department of Chemical Engineering, University of South Carolina, 301 Main St, Columbia, SC, 29208, USA
Tippayawong, Nakorn (författare)
Department of Mechanical Engineering, Chiang Mai University, 239 Huay Kaew Rd., Muang District, Chiang Mai, 50200, Thailand
Pawlak-Kruczek, Halina (författare)
Department of Energy Conversion Engineering, Wroclaw University of Science and Technology, 27 wybrzeże Stanisława Wyspiańskiego st. 50-370, Wroclaw, Poland, 27 wybrzeże Stanisława Wyspiańskiego st. 50-370
Jönsson, Pär (författare)
KTH,Processer
Yang, Weihong, PhD, 1968- (författare)
KTH,Processer
Jiang, Jianchun (författare)
Jiangsu Province Key Laboratory of Biomass Energy and Materials, National Engineering Laboratory for Biomass Chemical Utilization, Institute of Chemical Industry of Forest Products, Chinese Academy of Forestry (CAF), 210042, Nanjing, China; Jiangsu Co-Innovation Center for Efficient Processing and Utilization of Forest Resources, College of Chemical Engineering, Nanjing Forestry University, Longpan Road 159, 210037, Nanjing, China
Kawi, Sibudjing (författare)
Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
Wang, Chi Hwa (författare)
Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
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 (creator_code:org_t)
Springer Nature, 2023
2023
Engelska.
Ingår i: Communications Chemistry. - : Springer Nature. - 2399-3669. ; 6:1
Relaterad länk:
https://doi.org/10.1...
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https://urn.kb.se/re...
https://doi.org/10.1...
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  • Tidskriftsartikel (refereegranskat)
Abstract Ämnesord
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  • Feedstock properties play a crucial role in thermal conversion processes, where understanding the influence of these properties on treatment performance is essential for optimizing both feedstock selection and the overall process. In this study, a series of van Krevelen diagrams were generated to illustrate the impact of H/C and O/C ratios of feedstock on the products obtained from six commonly used thermal conversion techniques: torrefaction, hydrothermal carbonization, hydrothermal liquefaction, hydrothermal gasification, pyrolysis, and gasification. Machine learning methods were employed, utilizing data, methods, and results from corresponding studies in this field. Furthermore, the reliability of the constructed van Krevelen diagrams was analyzed to assess their dependability. The van Krevelen diagrams developed in this work systematically provide visual representations of the relationships between feedstock and products in thermal conversion processes, thereby aiding in optimizing the selection of feedstock and the choice of thermal conversion technique.

Ämnesord

TEKNIK OCH TEKNOLOGIER  -- Maskinteknik -- Energiteknik (hsv//swe)
ENGINEERING AND TECHNOLOGY  -- Mechanical Engineering -- Energy Engineering (hsv//eng)

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