气候变化领域集成服务门户(CCPortal): Applications of machine learning in thermochemical conversion of biomass-A review

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DOI	10.1016/j.fuel.2022.126055
	Applications of machine learning in thermochemical conversion of biomass-A review
	Khan, Muzammil; Naqvi, Salman Raza; Ullah, Zahid; Taqvi, Syed Ali Ammar; Khan, Muhammad Nouman Aslam; Farooq, Wasif; Mehran, Muhammad Taqi; Juchelkov, Dagmar; Stepanec, Libor
发表日期	2023
ISSN	0016-2361
EISSN	1873-7153
卷号	332
英文摘要	Thermochemical conversion of biomass has been considered a promising technique to produce alternative renewable fuel sources for future energy supply. However, these processes are often complex, labor-intensive, and time-consuming. Significant efforts have been made in developing strategies for modeling thermochem-ical conversion processes to maximize their performance and productivity. Among these strategies, machine learning (ML) has attracted substantial interest in recent years in thermochemical conversion process optimi-zation, yield prediction, real-time monitoring, and process control. This study presents a comprehensive review of the research and development in state-of-the-art ML applications in pyrolysis, torrefaction, hydrothermal treatment, gasification, and combustion. Artificial neural networks have been widely employed due to their ability to learn extremely non-linear input-output correlations. Furthermore, the hybrid ML models out-performed the traditional ML models in modeling and optimization tasks. The comparison between various ML methods for different applications, and insights about where the current research is heading, is highlighted. Finally, based on the critical analysis, existing research knowledge gaps are identified, and future recommen-dations are presented.
英文关键词	Artificial intelligence; Machine learning; Optimization; Biomass; Sustainability; Climate change
语种	英语
WOS研究方向	Energy & Fuels ; Engineering, Chemical
WOS类目	Science Citation Index Expanded (SCI-EXPANDED)
WOS记录号	WOS:000870315200002
来源期刊	FUEL
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/280906
作者单位	National University of Sciences & Technology - Pakistan; Ned University of Engineering & Technology; King Fahd University of Petroleum & Minerals; Technical University of Ostrava
推荐引用方式 GB/T 7714	Khan, Muzammil,Naqvi, Salman Raza,Ullah, Zahid,et al. Applications of machine learning in thermochemical conversion of biomass-A review[J],2023,332.
APA	Khan, Muzammil.,Naqvi, Salman Raza.,Ullah, Zahid.,Taqvi, Syed Ali Ammar.,Khan, Muhammad Nouman Aslam.,...&Stepanec, Libor.(2023).Applications of machine learning in thermochemical conversion of biomass-A review.FUEL,332.
MLA	Khan, Muzammil,et al."Applications of machine learning in thermochemical conversion of biomass-A review".FUEL 332(2023).