A comparative analysis of biomass torrefaction severity index prediction from machine learning
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DOI: 10.1016/j.apenergy.2022.119689
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- Feng, Yipeng & Qiu, Keying & Zhang, Zhiping & Li, Chong & Rahman, Md. Maksudur & Cai, Junmeng, 2022. "Distributed activation energy model for lignocellulosic biomass torrefaction kinetics with combined heating program," Energy, Elsevier, vol. 239(PC).
- Zhang, Congyu & Ho, Shih-Hsin & Chen, Wei-Hsin & Xie, Youping & Liu, Zhenquan & Chang, Jo-Shu, 2018. "Torrefaction performance and energy usage of biomass wastes and their correlations with torrefaction severity index," Applied Energy, Elsevier, vol. 220(C), pages 598-604.
- Gebdang B. Ruben & Ke Zhang & Hongjun Bao & Xirong Ma, 2018. "Application and Sensitivity Analysis of Artificial Neural Network for Prediction of Chemical Oxygen Demand," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 32(1), pages 273-283, January.
- Gan, Yong Yang & Ong, Hwai Chyuan & Ling, Tau Chuan & Chen, Wei-Hsin & Chong, Cheng Tung, 2019. "Torrefaction of de-oiled Jatropha seed kernel biomass for solid fuel production," Energy, Elsevier, vol. 170(C), pages 367-374.
- Chen, Wei-Hsin & Lin, Yu-Ying & Liu, Hsuah-Cheng & Chen, Teng-Chien & Hung, Chun-Hung & Chen, Chi-Hui & Ong, Hwai Chyuan, 2019. "A comprehensive analysis of food waste derived liquefaction bio-oil properties for industrial application," Applied Energy, Elsevier, vol. 237(C), pages 283-291.
- Abdullah, Bawadi & Syed Muhammad, Syed Anuar Faua’ad & Shokravi, Zahra & Ismail, Shahrul & Kassim, Khairul Anuar & Mahmood, Azmi Nik & Aziz, Md Maniruzzaman A., 2019. "Fourth generation biofuel: A review on risks and mitigation strategies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 107(C), pages 37-50.
- Despotovic, Milan & Nedic, Vladimir & Despotovic, Danijela & Cvetanovic, Slobodan, 2016. "Evaluation of empirical models for predicting monthly mean horizontal diffuse solar radiation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 56(C), pages 246-260.
- Wen, Shaoting & Buyukada, Musa & Evrendilek, Fatih & Liu, Jingyong, 2020. "Uncertainty and sensitivity analyses of co-combustion/pyrolysis of textile dyeing sludge and incense sticks: Regression and machine-learning models," Renewable Energy, Elsevier, vol. 151(C), pages 463-474.
- Chen, Wei-Hsin & Kuo, Po-Chih, 2011. "Torrefaction and co-torrefaction characterization of hemicellulose, cellulose and lignin as well as torrefaction of some basic constituents in biomass," Energy, Elsevier, vol. 36(2), pages 803-811.
- Chen, Wei-Hsin & Huang, Ming-Yueh & Chang, Jo-Shu & Chen, Chun-Yen, 2015. "Torrefaction operation and optimization of microalga residue for energy densification and utilization," Applied Energy, Elsevier, vol. 154(C), pages 622-630.
- Motta, Ingrid Lopes & Miranda, Nahieh Toscano & Maciel Filho, Rubens & Wolf Maciel, Maria Regina, 2018. "Biomass gasification in fluidized beds: A review of biomass moisture content and operating pressure effects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 998-1023.
- Ma, Jiao & Feng, Shuo & Zhang, Zhikun & Wang, Zhuozhi & Kong, Wenwen & Yuan, Peng & Shen, Boxiong & Mu, Lan, 2022. "Effect of torrefaction pretreatment on the combustion characteristics of the biodried products derived from municipal organic wastes," Energy, Elsevier, vol. 239(PD).
- Aniza, Ria & Chen, Wei-Hsin & Lin, Yu-Ying & Tran, Khanh-Quang & Chang, Jo-Shu & Lam, Su Shiung & Park, Young-Kwon & Kwon, Eilhann E. & Tabatabaei, Meisam, 2021. "Independent parallel pyrolysis kinetics of extracted proteins and lipids as well as model carbohydrates in microalgae," Applied Energy, Elsevier, vol. 300(C).
- Ubando, Aristotle T. & Rivera, Diana Rose T. & Chen, Wei-Hsin & Culaba, Alvin B., 2020. "Life cycle assessment of torrefied microalgal biomass using torrefaction severity index with the consideration of up-scaling production," Renewable Energy, Elsevier, vol. 162(C), pages 1113-1124.
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- Zhang, Yao & Salem, Mohamed & Elmasry, Yasser & Hoang, Anh Tuan & Galal, Ahmed M. & Pham Nguyen, Dang Khoa & Wae-hayee, Makatar, 2022. "Triple-objective optimization and electrochemical/technical/environmental study of biomass gasification process for a novel high-temperature fuel cell/electrolyzer/desalination scheme," Renewable Energy, Elsevier, vol. 201(P1), pages 379-399.
- Antonios Nazos & Dorothea Politi & Georgios Giakoumakis & Dimitrios Sidiras, 2022. "Simulation and Optimization of Lignocellulosic Biomass Wet- and Dry-Torrefaction Process for Energy, Fuels and Materials Production: A Review," Energies, MDPI, vol. 15(23), pages 1-35, November.
- Mohamad Aziz, Nur Atiqah & Mohamed, Hassan & Kania, Dina & Ong, Hwai Chyuan & Zainal, Bidattul Syirat & Junoh, Hazlina & Ker, Pin Jern & Silitonga, A.S., 2024. "Bioenergy production by integrated microwave-assisted torrefaction and pyrolysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
- Justyna Kujawska & Monika Kulisz & Piotr Oleszczuk & Wojciech Cel, 2023. "Improved Prediction of the Higher Heating Value of Biomass Using an Artificial Neural Network Model Based on the Selection of Input Parameters," Energies, MDPI, vol. 16(10), pages 1-16, May.
- Yang, Yadong & Shahbeik, Hossein & Shafizadeh, Alireza & Masoudnia, Nima & Rafiee, Shahin & Zhang, Yijia & Pan, Junting & Tabatabaei, Meisam & Aghbashlo, Mortaza, 2022. "Biomass microwave pyrolysis characterization by machine learning for sustainable rural biorefineries," Renewable Energy, Elsevier, vol. 201(P2), pages 70-86.
- Zhang, Yonghong & Li, Shouwei & Li, Jingwei & Tang, Xiaoyu, 2022. "A time power-based grey model with Caputo fractional derivative and its application to the prediction of renewable energy consumption," Chaos, Solitons & Fractals, Elsevier, vol. 164(C).
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Keywords
Torrefaction and biochar; Torrefaction severity index (TSI); Multivariate adaptive regression splines (MARS); Artificial neural network (ANN); Machine learning;All these keywords.
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