Machine learning for the management of biochar yield and properties of biomass sources for sustainable energy

Biofuels Bioproducts and Biorefining, Journal Year: 2024, Volume and Issue: 18(2), P. 567 - 593

Published: Feb. 5, 2024

Abstract Biochar is emerging as a potential solution for biomass conversion to meet the ever increasing demand sustainable energy. Efficient management systems are needed in order exploit fully of biochar. Modern machine learning (ML) techniques, and particular ensemble approaches explainable AI methods, valuable forecasting properties efficiency biochar properly. Machine‐learning‐based forecasts, optimization, feature selection critical improving techniques. In this research, we explore influences these techniques on accurate yield range sources. We emphasize importance interpretability model, improves human comprehension trust ML predictions. Sensitivity analysis shown be an effective technique finding crucial characteristics that influence synthesis Precision prognostics have far‐reaching ramifications, influencing industries such logistics, technologies, successful use renewable These advances can make substantial contribution greener future encourage development circular biobased economy. This work emphasizes using sophisticated data‐driven methodologies synthesis, usher ecologically friendly energy solutions. breakthroughs hold key more environmentally future.

Language: Английский

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Leaf-based biochar: A review of thermochemical conversion techniques and properties

Journal of Analytical and Applied Pyrolysis, Journal Year: 2024, Volume and Issue: 177, P. 106352 - 106352

Published: Jan. 1, 2024

Language: Английский

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Biochar‐based catalysts derived from biomass waste: production, characterization, and application for liquid biofuel synthesis

Biofuels Bioproducts and Biorefining, Journal Year: 2024, Volume and Issue: 18(2), P. 594 - 616

Published: Feb. 1, 2024

Abstract Among the feasible options for valorizing lignocellulosic biomass into value‐added products, biochar is considered to be extremely appealing and it could applied easily in several established thermochemical processes. Biochar possesses a large surface area due its porous nature, which permits easy use various applications, including catalytic biofuel production. This work summarizes research on generation processes, critical physicochemical properties, factors that influence them. Important studies adopting catalysts liquid production are critically reviewed, reaction mechanisms yield analyzed. Finally, challenges of biochar‐based presented, together with possible solutions. In general, this current aims provide characteristics as potential catalyst synthesis toward sustainable bioenergy

Language: Английский

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Biomass-derived activated carbon monoliths: A review of production routes, performance, and commercialization potential

Journal of Cleaner Production, Journal Year: 2023, Volume and Issue: 423, P. 138711 - 138711

Published: Sept. 6, 2023

Language: Английский

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Advancing the circular economy through the thermochemical conversion of waste to biochar: a review on sawdust waste-derived fuel

Biofuels, Journal Year: 2023, Volume and Issue: 15(4), P. 433 - 447

Published: Sept. 13, 2023

AbstractBiochar is a solid material that contains lot of carbon and created by heating biomass in an environment where there little or no oxygen. It has become clear biochar holds great promise for combating climate change, enhancing soil fertility, eliminating pollutants, promoting effective waste disposal. In particular, sawdust produced via thermochemical processes drawn attention because its affordability abundant availability. This review paper presents general summary the production processes, including pyrolysis, hydrothermal carbonization, torrefaction, gasification. was observed specific yields performance these methods vary depending on feedstock source, process parameters, equipment used. Additionally, properties biochar, such as content, surface area, stability, also method. The effects operating factors sawdust-biochar temperature, rate, residence duration, are covered study. While challenges exist, ongoing research aims to improve applications, making it valuable tool climate-smart agriculture sustainable land management.Keywords: Biocharsawdustthermochemical processespyrolysiswaste management Disclosure statementNo potential conflict interest reported author(s).Additional informationFundingThis work received external funding.

Language: Английский

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Unlocking the hidden value of pods: A review of thermochemical conversion processes for biochar production

Bioresource Technology Reports, Journal Year: 2023, Volume and Issue: 22, P. 101488 - 101488

Published: May 30, 2023

Language: Английский

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Sustainable Production and Comparative Liquid Phase Exfoliation of Onion Peel-Doped Sugarcane Bagasse Hybrid Biochar

Sugar Tech, Journal Year: 2024, Volume and Issue: 26(2), P. 502 - 512

Published: Feb. 16, 2024

Language: Английский

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Harnessing the potential of biochar-based catalysts for sustainable adsorptive and photocatalytic applications: A comprehensive review

Process Safety and Environmental Protection, Journal Year: 2024, Volume and Issue: 189, P. 387 - 413

Published: May 29, 2024

Language: Английский

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From tobacco to biochar: a review of production processes, properties, and applications

Biofuels Bioproducts and Biorefining, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 19, 2025

Abstract Tobacco waste presents notable environmental challenges, such as soil and water contamination from nicotine other harmful chemicals, compounded by inefficiencies in conventional management. Converting tobacco into biochar offers a promising solution to address these issues. This study reviews the production, properties, applications of derived tobacco, using feedstocks stems, seeds, leaves, fines. It has been observed that stems are most commonly used precursor pyrolysis is frequently employed thermochemical conversion process, with yields ranging 5% 85%, depending on operational variables. Tobacco‐derived exhibits surface areas typically between 2 50 m /g, fixed carbon content 4 63 wt%, ash 12% 51%. applied agriculture, treatment, composting, energy demonstrating its efficiency. also plays an important role pollution remediation. Despite existing research tobacco‐based biochar, gaps remain gasification torrefaction biomass use tobacco‐related wastes like leftover cigarettes The findings this depict dual benefits utilizing for production – addressing disposal challenges while creating valuable material multiple economic advantages.

Language: Английский

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Hybrid biochar production from biomass and pigmented plastic for sustainable waste-to-energy

Emergent Materials, Journal Year: 2023, Volume and Issue: 6(5), P. 1481 - 1490

Published: Aug. 1, 2023

Language: Английский

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