A comprehensive review of recent advances in biomass pyrolysis: feedstock characteristics, thermal decomposition mechanism, temperature, heating rate, residence time, and particle size on product distribution
Corresponding Author(s) : Mizanur Rahman
Future Energy,
Vol. 5 No. 2 (2026): In Press
Abstract
Biomass pyrolysis is a promising thermochemical conversion pathway for producing renewable fuels, value-added chemicals, and carbon-based materials from sustainable feedstocks. However, the complex and highly sensitive nature of pyrolysis reactions, governed by biomass composition, operating conditions, and reactor design, continues to challenge predictive control and large-scale deployment. This review provides a comprehensive and critical synthesis of recent advances in biomass pyrolysis, with particular emphasis on feedstock characteristics; the thermal decomposition mechanisms of cellulose, hemicellulose, and lignin; and the influence of key operational parameters, such as temperature, heating rate, residence time, and particle size, on product distribution. Special attention is given to reaction intermediates and pathways identified through advanced analytical techniques, including Py-GC/MS, TG-FTIR, two-dimensional photoionization mass spectrometry, and complementary molecular-level simulations such as density functional theory and reactive molecular dynamics. By systematically integrating experimental observations with mechanistic insights, this review highlights current limitations, including the lack of unified kinetic models, weak coupling between experiments and simulations, and insufficient investigation of high-temperature pyrolysis regimes above 800 °C. Emerging opportunities for data-driven and machine-learning-assisted kinetic modeling are also discussed as a pathway to address biomass heterogeneity and complex reaction networks. The findings presented herein aim to support the development of predictive pyrolysis models, optimized reactor design, and the sustainable valorization of biomass within future bioenergy and biorefinery systems.
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- A. Bieniek, M. Sieradzka, W. Jerzak, and A. Magdziarz, “Fast pyrolysis of agricultural biomass in drop tube reactor for bio-oil production: Numerical calculations,” J. Anal. Appl. Pyrolysis, vol. 176, p. 106241, Nov. 2023, doi: 10.1016/j.jaap.2023.106241.
- S. Gao et al., “Assessment of particle shape and size effects on biomass pyrolysis products distribution and reaction kinetics,” Appl. Therm. Eng., vol. 271, p. 126334, Jul. 2025, doi: 10.1016/j.applthermaleng.2025.126334.
- G. Wang et al., “A Review of Recent Advances in Biomass Pyrolysis,” Energy Fuels, vol. 34, no. 12, pp. 15557–15578, Dec. 2020, doi: 10.1021/acs.energyfuels.0c03107.
- A. Tshikovhi, T. E. Motaung, A. Tshikovhi, and T. E. Motaung, “Technologies and Innovations for Biomass Energy Production,” Sustainability, vol. 15, no. 16, Aug. 2023, doi: 10.3390/su151612121.
- X. Hu and M. Gholizadeh, “Biomass pyrolysis: A review of the process development and challenges from initial researches up to the commercialisation stage,” J. Energy Chem., vol. 39, pp. 109–143, Dec. 2019, doi: 10.1016/j.jechem.2019.01.024.
- K. O. Olatunji, N. A. Ahmed, and O. Ogunkunle, “Optimization of biogas yield from lignocellulosic materials with different pretreatment methods: a review,” Biotechnol. Biofuels, vol. 14, no. 1, p. 159, Jul. 2021, doi: 10.1186/s13068-021-02012-x.
- W. Jerzak, E. Acha, B. Li, W. Jerzak, E. Acha, and B. Li, “Comprehensive Review of Biomass Pyrolysis: Conventional and Advanced Technologies, Reactor Designs, Product Compositions and Yields, and Techno-Economic Analysis,” Energies, vol. 17, no. 20, Oct. 2024, doi: 10.3390/en17205082.
- W. Jerzak and M. Kuźnia, “Examination of inorganic gaseous species and condensed phases during coconut husk combustion based on thermodynamic equilibrium predictions,” Renew. Energy, vol. 167, pp. 497–507, Apr. 2021, doi: 10.1016/j.renene.2020.11.105.
- K. J. Abioye et al., “A review of biomass ash related problems: Mechanism, solution, and outlook,” J. Energy Inst., vol. 112, p. 101490, Feb. 2024, doi: 10.1016/j.joei.2023.101490.
- M. Variny et al., “Advances in Biomass Co-Combustion with Fossil Fuels in the European Context: A Review,” Processes, vol. 9, no. 1, Jan. 2021, doi: 10.3390/pr9010100.
- J. Nagarajan and L. Prakash, “Preparation and characterization of biomass briquettes using sugarcane bagasse, corncob and rice husk,” Mater. Today Proc., vol. 47, pp. 4194–4198, Jan. 2021, doi: 10.1016/j.matpr.2021.04.457.
- Y. A. Begum, S. Kumari, S. K. Jain, and M. C. Garg, “A review on waste biomass-to-energy: integrated thermochemical and biochemical conversion for resource recovery,” Environ. Sci. Adv., vol. 3, no. 9, pp. 1197–1216, Aug. 2024, doi: 10.1039/D4VA00109E.
- Y. Wang et al., “Volatile-char interactions during biomass pyrolysis: Effect of biomass acid-washing pretreatment,” Fuel, vol. 340, p. 127496, May 2023, doi: 10.1016/j.fuel.2023.127496.
- J. O. Ighalo et al., “Flash pyrolysis of biomass: a review of recent advances,” Clean Technol. Environ. Policy, vol. 24, no. 8, pp. 2349–2363, Oct. 2022, doi: 10.1007/s10098-022-02339-5.
- N. Ungureanu, N.-V. Vladut, S.-S. Biris, N. Gheorghiță, and I. Mariana, “Biomass Pyrolysis Pathways for Renewable Energy and Sustainable Resource Recovery: A Critical Review of Processes, Parameters, and Product Valorization,” Sustainability, vol. 17, p. 7806, Aug. 2025, doi: 10.3390/su17177806.
- S. R. Naqvi et al., “Potential of biomass for bioenergy in Pakistan based on present case and future perspectives,” Renew. Sustain. Energy Rev., vol. 81, pp. 1247–1258, Jan. 2018, doi: 10.1016/j.rser.2017.08.012.
- M. Wieruszewski, K. Mydlarz, M. Wieruszewski, and K. Mydlarz, “The Potential of the Bioenergy Market in the European Union—An Overview of Energy Biomass Resources,” Energies, vol. 15, no. 24, Dec. 2022, doi: 10.3390/en15249601.
- G. Kataya et al., “Biomass Waste Conversion Technologies and Its Application for Sustainable Environmental Development—A Review,” Agronomy, vol. 13, no. 11, Nov. 2023, doi: 10.3390/agronomy13112833.
- X. Zou, P. Debiagi, M. A. Amjed, M. Zhai, and T. Faravelli, “Impact of high-temperature biomass pyrolysis on biochar formation and composition,” J. Anal. Appl. Pyrolysis, vol. 179, p. 106463, May 2024, doi: 10.1016/j.jaap.2024.106463.
- M. Xia et al., “Revealing the anion-dependent effects on potassium-assisted biomass pyrolysis,” Fuel, vol. 369, p. 131681, Aug. 2024, doi: 10.1016/j.fuel.2024.131681.
- C. Duan et al., “A review on nitrogen transformation mechanism during biomass pyrolysis,” J. Anal. Appl. Pyrolysis, vol. 184, p. 106863, Nov. 2024, doi: 10.1016/j.jaap.2024.106863.
- J. Li, K. Xu, X. Yao, and J. Liu, “Investigation of biomass slow pyrolysis mechanisms based on the generation trends in pyrolysis products,” Process Saf. Environ. Prot., vol. 183, pp. 327–338, Mar. 2024, doi: 10.1016/j.psep.2024.01.027.
- Y. Song et al., “Machine learning prediction of biochar physicochemical properties based on biomass characteristics and pyrolysis conditions,” J. Anal. Appl. Pyrolysis, vol. 181, p. 106596, Aug. 2024, doi: 10.1016/j.jaap.2024.106596.
- M. Ali, F. Mahmood, C. F. Magoua Mbeugang, J. Tang, X. Xie, and B. Li, “Molten chloride salt pyrolysis of biomass: Effects of temperature and mass ratio of molten salt to biomass,” Energy, vol. 316, p. 134634, Feb. 2025, doi: 10.1016/j.energy.2025.134634.
- R. Chen, J. Cai, X. Li, and X. Qi, “Discovery and intensity characterization of TDP and PRP based on temperature evolution history during the pyrolysis for large biomass particle,” Carbon Resour. Convers., vol. 7, no. 3, p. 100223, Sep. 2024, doi: 10.1016/j.crcon.2024.100223.
- G. Li et al., “Regulating phenol tar in pyrolysis of lignocellulosic biomass: Product characteristics and conversion mechanisms,” Bioresour. Technol., vol. 409, p. 131259, Oct. 2024, doi: 10.1016/j.biortech.2024.131259.
- Z. Liu, J. Zeng, Z. Dong, Y. Chen, H. Yang, and H. Chen, “Insight into the mechanism of lignin amination pretreatment on lignin structure and its pyrolysis property for lignin valorization,” Chem. Eng. J., vol. 499, p. 156386, Nov. 2024, doi: 10.1016/j.cej.2024.156386.
- J. Zhu and C. Du, “Interaction between lignin and cellulose during the pyrolysis process,” Int. J. Biol. Macromol., vol. 265, p. 131093, Apr. 2024, doi: 10.1016/j.ijbiomac.2024.131093.
- X. Du and S. Wu, “Effect of lignin modification on the selectivity of pyrolysis products from softwood kraft lignin,” J. Anal. Appl. Pyrolysis, vol. 179, p. 106517, May 2024, doi: 10.1016/j.jaap.2024.106517.
- M. Yang et al., “Utilization of 2H and 18O isotope labeling of pyrolysis products during lignin pyrolysis,” Fuel, vol. 368, p. 131608, Jul. 2024, doi: 10.1016/j.fuel.2024.131608.
- S. Wang, G. Dai, H. Yang, and Z. Luo, “Lignocellulosic biomass pyrolysis mechanism: A state-of-the-art review,” Prog. Energy Combust. Sci., vol. 62, pp. 33–86, Sep. 2017, doi: 10.1016/j.pecs.2017.05.004.
- Y. Ding, O. A. Ezekoye, S. Lu, C. Wang, and R. Zhou, “Comparative pyrolysis behaviors and reaction mechanisms of hardwood and softwood,” Energy Convers. Manag., vol. 132, pp. 102–109, Jan. 2017, doi: 10.1016/j.enconman.2016.11.016.
- G. Wang et al., “A Review of Recent Advances in Biomass Pyrolysis,” Energy Fuels, vol. 34, no. 12, pp. 15557–15578, Dec. 2020, doi: 10.1021/acs.energyfuels.0c03107.
- S. Wang et al., “Influence of torrefaction on the characteristics and pyrolysis behavior of cellulose,” Energy, vol. 120, pp. 864–871, Feb. 2017, doi: 10.1016/j.energy.2016.11.135.
- E. Leng et al., “In situ structural changes of crystalline and amorphous cellulose during slow pyrolysis at low temperatures,” Fuel, vol. 216, pp. 313–321, Mar. 2018, doi: 10.1016/j.fuel.2017.11.083.
- B. Hu et al., “Formation mechanism of hydroxyacetone in glucose pyrolysis: A combined experimental and theoretical study,” Proc. Combust. Inst., vol. 37, no. 3, pp. 2741–2748, Jan. 2019, doi: 10.1016/j.proci.2018.05.146.
- Q. Lu et al., “Mechanism of cellulose fast pyrolysis: The role of characteristic chain ends and dehydrated units,” Combust. Flame, vol. 198, pp. 267–277, Dec. 2018, doi: 10.1016/j.combustflame.2018.09.025.
- G. Dai, G. Wang, K. Wang, Z. Zhou, and S. Wang, “Mechanism study of hemicellulose pyrolysis by combining in-situ DRIFT, TGA-PIMS and theoretical calculation,” Proc. Combust. Inst., vol. 38, no. 3, pp. 4241–4249, Jan. 2021, doi: 10.1016/j.proci.2020.06.196.
- G. Dai, K. Wang, G. Wang, and S. Wang, “Initial pyrolysis mechanism of cellulose revealed by in-situ DRIFT analysis and theoretical calculation,” Combust. Flame, vol. 208, pp. 273–280, Oct. 2019, doi: 10.1016/j.combustflame.2019.07.009.
- M. Zheng, Z. Wang, X. Li, X. Qiao, W. Song, and L. Guo, “Initial reaction mechanisms of cellulose pyrolysis revealed by ReaxFF molecular dynamics,” Fuel, vol. 177, pp. 130–141, Aug. 2016, doi: 10.1016/j.fuel.2016.03.008.
- B. Hu et al., “Mechanism insight into the fast pyrolysis of xylose, xylobiose and xylan by combined theoretical and experimental approaches,” Combust. Flame, vol. 206, pp. 177–188, Aug. 2019, doi: 10.1016/j.combustflame.2019.04.052.
- X. Zhou, W. Li, R. Mabon, and L. J. Broadbelt, “A mechanistic model of fast pyrolysis of hemicellulose,” Energy Environ. Sci., vol. 11, no. 5, pp. 1240–1260, May 2018, doi: 10.1039/C7EE03208K.
- J. Li et al., “Comprehensive mechanism of initial stage for lignin pyrolysis,” Combust. Flame, vol. 215, pp. 1–9, May 2020, doi: 10.1016/j.combustflame.2020.01.016.
- T. Zhang et al., “Initial Mechanisms for an Overall Behavior of Lignin Pyrolysis through Large-Scale ReaxFF Molecular Dynamics Simulations,” Energy Fuels, vol. 30, no. 4, pp. 3140–3150, Apr. 2016, doi: 10.1021/acs.energyfuels.6b00247.
- D. Carpenter, T. L. Westover, S. Czernik, and W. Jablonski, “Biomass feedstocks for renewable fuel production: a review of the impacts of feedstock and pretreatment on the yield and product distribution of fast pyrolysis bio-oils and vapors,” Green Chem., vol. 16, no. 2, pp. 384–406, Jan. 2014, doi: 10.1039/C3GC41631C.
- S. V. Vassilev, D. Baxter, L. K. Andersen, and C. G. Vassileva, “An overview of the composition and application of biomass ash. Part 1. Phase–mineral and chemical composition and classification,” Fuel, vol. 105, pp. 40–76, Mar. 2013, doi: 10.1016/j.fuel.2012.09.041.
- “Protein feeds coproduction in biomass conversion to fuels and chemicals - Dale - 2009 - Biofuels, Bioproducts and Biorefining - Wiley Online Library.” Accessed: Dec. 02, 2025. [Online]. Available: https://scijournals.onlinelibrary.wiley.com/doi/abs/10.1002/bbb.132
- A. Chavando et al., “Simulation of a Continuous Pyrolysis Reactor for a Heat Self-Sufficient Process and Liquid Fuel Production,” Energies, vol. 17, no. 14, Jul. 2024, doi: 10.3390/en17143526.
- A. Al-Rumaihi, M. Shahbaz, G. Mckay, H. Mackey, and T. Al-Ansari, “A review of pyrolysis technologies and feedstock: A blending approach for plastic and biomass towards optimum biochar yield,” Renew. Sustain. Energy Rev., vol. 167, p. 112715, Oct. 2022, doi: 10.1016/j.rser.2022.112715.
- “A review of thermochemical upgrading of pyrolysis bio‐oil: Techno‐economic analysis, life cycle assessment, and technology readiness - Sorunmu - 2020 - GCB Bioenergy - Wiley Online Library.” Accessed: Dec. 03, 2025. [Online]. Available: https://onlinelibrary.wiley.com/doi/10.1111/gcbb.12658
- R. F. Beims, C. L. Simonato, and V. R. Wiggers, “Technology readiness level assessment of pyrolysis of trygliceride biomass to fuels and chemicals,” Renew. Sustain. Energy Rev., vol. 112, pp. 521–529, Sep. 2019, doi: 10.1016/j.rser.2019.06.017.
- A. Al-Rumaihi, M. Shahbaz, G. Mckay, H. Mackey, and T. Al-Ansari, “A review of pyrolysis technologies and feedstock: A blending approach for plastic and biomass towards optimum biochar yield,” Renew. Sustain. Energy Rev., vol. 167, p. 112715, Oct. 2022, doi: 10.1016/j.rser.2022.112715.
- M.-S. Safdari, E. Amini, D. R. Weise, and T. H. Fletcher, “Heating rate and temperature effects on pyrolysis products from live wildland fuels,” Fuel, vol. 242, pp. 295–304, Apr. 2019, doi: 10.1016/j.fuel.2019.01.040.
- W. Jerzak, E. Acha, B. Li, W. Jerzak, E. Acha, and B. Li, “Comprehensive Review of Biomass Pyrolysis: Conventional and Advanced Technologies, Reactor Designs, Product Compositions and Yields, and Techno-Economic Analysis,” Energies, vol. 17, no. 20, Oct. 2024, doi: 10.3390/en17205082.
- W. A. Rasaq et al., “Opportunities and Challenges of High-Pressure Fast Pyrolysis of Biomass: A Review,” Energies, vol. 14, no. 17, Aug. 2021, doi: 10.3390/en14175426.
- B. Wang, F. Xu, P. Zong, J. Zhang, Y. Tian, and Y. Qiao, “Effects of heating rate on fast pyrolysis behavior and product distribution of Jerusalem artichoke stalk by using TG-FTIR and Py-GC/MS,” Renew. Energy, vol. 132, pp. 486–496, Mar. 2019, doi: 10.1016/j.renene.2018.08.021.
- H. Xu et al., “Preparation of Co-Mo/γ-Al2O3 catalyst and the catalytic hydrogenation effects on coal-related model compounds,” J. Energy Inst., vol. 96, pp. 52–60, Jun. 2021, doi: 10.1016/j.joei.2021.02.005.
- Nishu et al., “A review on the catalytic pyrolysis of biomass for the bio-oil production with ZSM-5: Focus on structure,” Fuel Process. Technol., vol. 199, p. 106301, Mar. 2020, doi: 10.1016/j.fuproc.2019.106301.
- E. M. El-Fawal et al., “Correction: Biofuel production from waste residuals: comprehensive insights into biomass conversion technologies and engineered biochar applications,” RSC Adv., vol. 15, no. 21, pp. 16468–16468, May 2025, doi: 10.1039/D5RA90054A.
- M. Landrat, M. Abawalo, K. Pikoń, P. A. Fufa, and S. Seyid, “Assessing the Potential of Teff Husk for Biochar Production through Slow Pyrolysis: Effect of Pyrolysis Temperature on Biochar Yield,” Energies, vol. 17, no. 9, p. 1988, Jan. 2024, doi: 10.3390/en17091988.
- H. Nam, S. C. Capareda, N. Ashwath, and J. Kongkasawan, “Experimental investigation of pyrolysis of rice straw using bench-scale auger, batch and fluidized bed reactors,” Energy, vol. 93, pp. 2384–2394, Dec. 2015, doi: 10.1016/j.energy.2015.10.028.
- J. L. Santos, M. A. Centeno, and J. A. Odriozola, “Biochar production from cellulose under reductant atmosphere: influence of the total pyrolysis time,” RSC Adv., vol. 13, no. 30, pp. 21071–21079, 2023, doi: 10.1039/D3RA03093H.
- T. Jalalabadi, M. Glenn, P. Tremain, B. Moghtaderi, S. Donne, and J. Allen, “Modification of Biochar Formation during Slow Pyrolysis in the Presence of Alkali Metal Carbonate Additives,” Energy Fuels, vol. 33, no. 11, pp. 11235–11245, Nov. 2019, doi: 10.1021/acs.energyfuels.9b02865.
- M. Jouiad, N. Al-Nofeli, N. Khalifa, F. Benyettou, and L. F. Yousef, “Characteristics of slow pyrolysis biochars produced from rhodes grass and fronds of edible date palm,” J. Anal. Appl. Pyrolysis, vol. 111, pp. 183–190, Jan. 2015, doi: 10.1016/j.jaap.2014.10.024.
- S. D. Ferreira, J. Junges, G. R. Bassanesi, I. P. Lazzarotto, E. Osório, and M. Godinho, “Investigation of the Structure of the Biochar Obtained by Slow Pyrolysis of Elephant Grass during Its Steam Gasification,” Chem. Eng. Technol., vol. 42, no. 12, pp. 2546–2555, 2019, doi: 10.1002/ceat.201800680.
- A. Trada, A. Chaudhary, D. Patel, and D. S. Upadhyay, “An alternative fuel production from sawdust through batch-type pyrolysis reactor: Fuel properties and thermodynamic analysis,” Process Saf. Environ. Prot., vol. 167, pp. 332–342, Nov. 2022, doi: 10.1016/j.psep.2022.09.023.
- K. K. B. Suresh Babu, M. Nataraj, M. Tayappa, Y. Vyas, R. K. Mishra, and B. Acharya, “Production of biochar from waste biomass using slow pyrolysis: Studies of the effect of pyrolysis temperature and holding time on biochar yield and properties,” Mater. Sci. Energy Technol., vol. 7, pp. 318–334, Jan. 2024, doi: 10.1016/j.mset.2024.05.002.
- A. Safavi, C. Richter, and R. Unnthorsson, “Mathematical Modeling and Experiments on Pyrolysis of Walnut Shells Using a Fixed-Bed Reactor,” ChemEngineering, vol. 6, no. 6, p. 93, Dec. 2022, doi: 10.3390/chemengineering6060093.
- B. M. Caballero, A. López-Urionabarrenechea, B. Pérez, J. Solar, E. Acha, and I. de Marco, “Potentiality of ‘orujillo’ (olive oil solid waste) to produce hydrogen by means of pyrolysis,” Int. J. Hydrog. Energy, vol. 45, no. 40, pp. 20549–20557, Aug. 2020, doi: 10.1016/j.ijhydene.2020.02.220.
- A. Ahmed, M. S. Abu Bakar, A. K. Azad, R. S. Sukri, and N. Phusunti, “Intermediate pyrolysis of Acacia cincinnata and Acacia holosericea species for bio-oil and biochar production,” Energy Convers. Manag., vol. 176, pp. 393–408, Nov. 2018, doi: 10.1016/j.enconman.2018.09.041.
- M. D. Ibrahim, Y. A. Abakr, S. Gan, L. Y. Lee, and S. Thangalazhy-Gopakumar, “Intermediate Pyrolysis of Bambara Groundnut Shell (BGS) in Various Inert Gases (N2, CO2, and N2/CO2),” Energies, vol. 15, no. 22, p. 8421, Jan. 2022, doi: 10.3390/en15228421.
- “Intermediate pyrolysis of Ficus nitida wood in a fixed-bed reactor: effect of pyrolysis parameters on bio-oil and bio-char yields and properties.” Accessed: Oct. 12, 2025. [Online]. Available: https://comptes-rendus.academie-sciences.fr/chimie/articles/en/10.5802/crchim.253/
- W. Jerzak, N. Gao, I. Kalemba-Rec, and A. Magdziarz, “Catalytic intermediate pyrolysis of post-extraction rapeseed meal by reusing ZSM-5 and Zeolite Y catalysts,” Catal. Today, vol. 404, pp. 63–77, Nov. 2022, doi: 10.1016/j.cattod.2021.10.023.
- A. Funke, M. Tomasi Morgano, N. Dahmen, and H. Leibold, “Experimental comparison of two bench scale units for fast and intermediate pyrolysis,” J. Anal. Appl. Pyrolysis, vol. 124, pp. 504–514, Mar. 2017, doi: 10.1016/j.jaap.2016.12.033.
- I. D. V. Torri et al., “Bio-oil production of softwood and hardwood forest industry residues through fast and intermediate pyrolysis and its chromatographic characterization,” Bioresour. Technol., vol. 200, pp. 680–690, Jan. 2016, doi: 10.1016/j.biortech.2015.10.086.
- C. Boscagli, M. Tomasi Morgano, K. Raffelt, H. Leibold, and J.-D. Grunwaldt, “Influence of feedstock, catalyst, pyrolysis and hydrotreatment temperature on the composition of upgraded oils from intermediate pyrolysis,” Biomass Bioenergy, vol. 116, pp. 236–248, Sep. 2018, doi: 10.1016/j.biombioe.2018.06.022.
- J. L. Klinger et al., “Effect of biomass type, heating rate, and sample size on microwave-enhanced fast pyrolysis product yields and qualities,” Appl. Energy, vol. 228, pp. 535–545, Oct. 2018, doi: 10.1016/j.apenergy.2018.06.107.
- K. Rueangsan et al., “Bio-oil production via fast pyrolysis of cassava residues combined with ethanol and volcanic rock in a free-fall reactor,” Cogent Eng., vol. 10, no. 1, p. 2156054, Dec. 2023, doi: 10.1080/23311916.2022.2156054.
- S. Zinchik et al., “Evaluation of fast pyrolysis feedstock conversion with a mixing paddle reactor,” Fuel Process. Technol., vol. 171, pp. 124–132, Mar. 2018, doi: 10.1016/j.fuproc.2017.11.012.
- “Fast Pyrolysis of Tropical Biomass Species and Influence of Water Pretreatment on Product Distributions | PLOS One.” Accessed: Oct. 12, 2025. [Online]. Available: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0151368
- A. Trubetskaya, P. A. Jensen, A. D. Jensen, M. Steibel, H. Spliethoff, and P. Glarborg, “Influence of fast pyrolysis conditions on yield and structural transformation of biomass chars,” Fuel Process. Technol., vol. 140, pp. 205–214, Dec. 2015, doi: 10.1016/j.fuproc.2015.08.034.
- B. Urban, Y. Shirazi, B. Maddi, S. Viamajala, and S. Varanasi, “Flash Pyrolysis of Oleaginous Biomass in a Fluidized-Bed Reactor,” Energy Fuels, vol. 31, no. 8, pp. 8326–8334, Aug. 2017, doi: 10.1021/acs.energyfuels.7b01306.
- P. S. Marathe, R. J. M. Westerhof, and S. R. A. Kersten, “Effect of Pressure and Hot Vapor Residence Time on the Fast Pyrolysis of Biomass: Experiments and Modeling,” Energy Fuels, vol. 34, no. 2, pp. 1773–1780, Feb. 2020, doi: 10.1021/acs.energyfuels.9b03193.
- M. C. P. dos S. Almeida et al., “Valorization of Wood Residues from Vegetation Suppression during Wind Energy Plant Implementation and Its Potential for Renewable Phenolic Compounds through Flash Pyrolysis: A Case Study in Northeast Brazil’s Semi-Arid Region,” Forests, vol. 15, no. 4, p. 621, Apr. 2024, doi: 10.3390/f15040621.
- R. Kaur, A. Kumar, B. Biswas, B. B. Krishna, and T. Bhaskar, “Investigations into pyrolytic behaviour of spent citronella waste: Slow and flash pyrolysis study,” Bioresour. Technol., vol. 366, p. 128202, Dec. 2022, doi: 10.1016/j.biortech.2022.128202.
- E. Leng et al., “In situ structural changes of crystalline and amorphous cellulose during slow pyrolysis at low temperatures,” Fuel, vol. 216, pp. 313–321, Mar. 2018, doi: 10.1016/j.fuel.2017.11.083.
- G. Lopez et al., “Kinetic modeling and experimental validation of biomass fast pyrolysis in a conical spouted bed reactor,” Chem. Eng. J., vol. 373, pp. 677–686, Oct. 2019, doi: 10.1016/j.cej.2019.05.072.
- J. Y. Park, J.-K. Kim, C.-H. Oh, J.-W. Park, and E. E. Kwon, “Production of bio-oil from fast pyrolysis of biomass using a pilot-scale circulating fluidized bed reactor and its characterization,” J. Environ. Manage., vol. 234, pp. 138–144, Mar. 2019, doi: 10.1016/j.jenvman.2018.12.104.
- A. Tahmasebi, K. Maliutina, T. Matamba, J.-H. Kim, C.-H. Jeon, and J. Yu, “Pressurized entrained-flow pyrolysis of lignite for enhanced production of hydrogen-rich gas and chemical raw materials,” J. Anal. Appl. Pyrolysis, vol. 145, p. 104741, Jan. 2020, doi: 10.1016/j.jaap.2019.104741.
- J. Clissold, S. Jalalifar, F. Salehi, R. Abbassi, and M. Ghodrat, “Fluidisation characteristics and inter-phase heat transfer on product yields in bubbling fluidised bed reactor,” Fuel, vol. 273, p. 117791, Aug. 2020, doi: 10.1016/j.fuel.2020.117791.
- “Optimization of Biomass Pyrolysis Vapor Upgrading Using a Laminar Entrained-Flow Reactor System | Energy & Fuels.” Accessed: Oct. 12, 2025. [Online]. Available: https://pubs.acs.org/doi/abs/10.1021/acs.energyfuels.0c00649
- A. Bieniek, M. Sieradzka, W. Jerzak, and A. Magdziarz, “Fast pyrolysis of agricultural biomass in drop tube reactor for bio-oil production: Numerical calculations,” J. Anal. Appl. Pyrolysis, vol. 176, p. 106241, Nov. 2023, doi: 10.1016/j.jaap.2023.106241.
- “Interactions during CO2 Co-gasification of Biomass and Coal Chars Obtained from Fast Pyrolysis in a Drop Tube Furnace | Energy & Fuels.” Accessed: Oct. 13, 2025. [Online]. Available: https://pubs.acs.org/doi/abs/10.1021/acs.energyfuels.0c03367
- C. E. Efika, J. A. Onwudili, and P. T. Williams, “Influence of heating rates on the products of high-temperature pyrolysis of waste wood pellets and biomass model compounds,” Waste Manag., vol. 76, pp. 497–506, Jun. 2018, doi: 10.1016/j.wasman.2018.03.021.
- W. Jerzak, M. Wądrzyk, M. Sieradzka, and A. Magdziarz, “Valorisation of tyre waste from a vulcanisation plant by catalytic pyrolysis – Experimental investigations using pyrolysis–gas chromatography–mass spectrometry and drop-tube–fixed-bed reactor,” Energy Convers. Manag., vol. 313, p. 118642, Aug. 2024, doi: 10.1016/j.enconman.2024.118642.
- A. K. Varma and P. Mondal, “Pyrolysis of sugarcane bagasse in semi batch reactor: Effects of process parameters on product yields and characterization of products,” Ind. Crops Prod., vol. 95, pp. 704–717, Jan. 2017, doi: 10.1016/j.indcrop.2016.11.039.
- A. Mlonka-Mędrala, P. Evangelopoulos, M. Sieradzka, M. Zajemska, and A. Magdziarz, “Pyrolysis of agricultural waste biomass towards production of gas fuel and high-quality char: Experimental and numerical investigations,” Fuel, vol. 296, p. 120611, Jul. 2021, doi: 10.1016/j.fuel.2021.120611.
- X. Guo et al., “Catalytic fast pyrolysis of Arundo donax in a two-stage fixed bed reactor over metal-modified HZSM-5 catalysts,” Biomass Bioenergy, vol. 156, p. 106316, Jan. 2022, doi: 10.1016/j.biombioe.2021.106316.
- J. Solar, B. M. Caballero, A. López-Urionabarrenechea, E. Acha, and P. L. Arias, “Pyrolysis of Forestry Waste in a Screw Reactor with Four Sequential Heating Zones: Influence of Isothermal and Nonisothermal Profiles,” Ind. Eng. Chem. Res., vol. 60, no. 51, pp. 18627–18639, Dec. 2021, doi: 10.1021/acs.iecr.1c01932.
- F. Campuzano, R. C. Brown, and J. D. Martínez, “Auger reactors for pyrolysis of biomass and wastes,” Renew. Sustain. Energy Rev., vol. 102, pp. 372–409, Mar. 2019, doi: 10.1016/j.rser.2018.12.014.
- T. A. Memon, X. Ku, V. Vasudev, and S. Ram, “Experimental investigation of co-pyrolysis of fruit peel waste: Impact of blending on thermal degradation behavior, kinetics, and products,” Biomass Convers. Biorefinery, vol. 15, no. 12, pp. 18783–18797, Jun. 2025, doi: 10.1007/s13399-025-06550-4.
- T. P. S. Livingston, P. Madhu, C. S. Dhanalakshmi, and V. Ayyakkannu, “Non-catalytic and catalytic co-pyrolysis of neem seed cake and plastic waste: an experimental investigation on product distribution, synergistic interaction and characterization,” An. Acad. Bras. Ciênc., vol. 97, p. e20241284, 2025, doi: https://doi.org/10.1590/0001-3765202520241284.
- S. G. M. Mafo et al., “Unravelling the efficiency removal of 2,4-dinitrophenol on coconut shell biomass-derived activated carbons theoretical and experimental investigation,” Biomass Convers. Biorefinery, vol. 15, no. 6, pp. 8821–8841, Mar. 2025, doi: 10.1007/s13399-024-05663-6.
- V. Vasudev et al., “An Exploration of Strategies for Conducting Kinetic Analysis of Lignocellulosic and Algal Biomass Pyrolysis,” BioEnergy Res., vol. 18, no. 1, p. 64, Jul. 2025, doi: 10.1007/s12155-025-10861-9.
- A. P. D. Takahasi et al., “Optimization of liquid fuel production from co-pyrolysis of oil palm fronds and expanded polystyrene using response surface methodology,” Case Stud. Chem. Environ. Eng., vol. 11, p. 101074, Jun. 2025, doi: 10.1016/j.cscee.2024.101074.
- W. Zhang et al., “An experimental study of the transformation of phosphorus additives during biomass pyrolysis,” Fuel, vol. 398, p. 135554, Oct. 2025, doi: 10.1016/j.fuel.2025.135554.
- S. Mariyam, M. Alherbawi, G. McKay, and T. Al-Ansari, “A predictive model for biomass waste pyrolysis yield: Exploring the correlation of proximate analysis and product composition,” Energy Convers. Manag. X, vol. 25, p. 100831, Jan. 2025, doi: 10.1016/j.ecmx.2024.100831.
- K. T. Klasson, “Biochar characterization and a method for estimating biochar quality from proximate analysis results,” Biomass Bioenergy, vol. 96, pp. 50–58, Jan. 2017, doi: 10.1016/j.biombioe.2016.10.011.
- K. K. Kumar, N. M. Omal, V. K. Sharma, S. B. Kandy, and Ü. Ağbulut, “CO2 storage behavior of rice husk biochar–bitumen mixture at different pressures and temperatures: a detailed experimental investigation,” J. Therm. Anal. Calorim., vol. 150, no. 6, pp. 4599–4616, Mar. 2025, doi: 10.1007/s10973-025-14024-y.
- N. Rambhatla, T. F. Panicker, R. K. Mishra, S. K. Manjeshwar, and A. Sharma, “Biomass pyrolysis for biochar production: Study of kinetics parameters and effect of temperature on biochar yield and its physicochemical properties,” Results Eng., vol. 25, p. 103679, Mar. 2025, doi: 10.1016/j.rineng.2024.103679.
- G. Ahmed, P. K. R. Annapureddy, and N. Kishore, “Elucidation of kinetics and thermodynamic properties of Erythrina indica biomass pyrolysis,” J. Therm. Anal. Calorim., vol. 150, no. 8, pp. 6127–6143, Apr. 2025, doi: 10.1007/s10973-025-14151-6.
- M. Hussain et al., “Co-Pyrolysis of Bamboo and Rice Straw Biomass with Polyethylene Plastic: Characterization, Kinetic Evaluation, and Synergistic Interaction Analysis,” Polymers, vol. 17, no. 15, p. 2063, Jan. 2025, doi: 10.3390/polym17152063.
- D. Chen, Y. Li, K. Cen, M. Luo, H. Li, and B. Lu, “Pyrolysis polygeneration of poplar wood: Effect of heating rate and pyrolysis temperature,” Bioresour. Technol., vol. 218, pp. 780–788, Oct. 2016, doi: 10.1016/j.biortech.2016.07.049.
- N.-B. Mihály, S. Tomasek, N. Miskolczi, V. M. Cristea, T. Chován, and A. Egedy, “Multi-objective optimization of biomass-rich MSW pyrolysis using hybrid multiphase lumped compartment-kinetic model,” J. Mater. Cycles Waste Manag., vol. 27, no. 4, pp. 2535–2548, Jul. 2025, doi: 10.1007/s10163-025-02255-y.
- M. M. Afessa, F. E. Olu, W. S. Geleta, S. S. Legese, and A. V. Ramayya, “Unlocking the potential of biochar derived from coffee husk and khat stem for catalytic tar cracking during biomass pyrolysis: characterization and evaluation,” Biomass Convers. Biorefinery, vol. 15, no. 7, pp. 11011–11026, Apr. 2025, doi: 10.1007/s13399-024-05957-9.
- J. Cheng, S.-C. Hu, G.-T. Sun, Z.-C. Geng, and M.-Q. Zhu, “The effect of pyrolysis temperature on the characteristics of biochar, pyroligneous acids, and gas prepared from cotton stalk through a polygeneration process,” Ind. Crops Prod., vol. 170, p. 113690, Oct. 2021, doi: 10.1016/j.indcrop.2021.113690.
- M. Shahbaz et al., “Investigation of biomass components on the slow pyrolysis products yield using Aspen Plus for techno-economic analysis,” Biomass Convers. Biorefinery, vol. 12, no. 3, pp. 669–681, Mar. 2022, doi: 10.1007/s13399-020-01040-1.
- J. Ferdous et al., “A comparative investigation of biomass co-pyrolysis with polymeric wastes using electromagnetic induction heating,” J. Energy Inst., vol. 120, p. 102023, Jun. 2025, doi: 10.1016/j.joei.2025.102023.
- Y. Wang, Z. Wang, X. Li, H. Ge, Y. Zhu, and Q. Li, “Experimental investigation on pyrolysis of coking waste salts: Mechanism of organic compounds removal and salt agglomeration,” J. Environ. Manage., vol. 388, p. 125974, Jul. 2025, doi: 10.1016/j.jenvman.2025.125974.
- H. Sui et al., “Characterization and mechanistic insights into coke formation on biochar-based catalysts under microwave-assisted biomass pyrolysis,” Ind. Crops Prod., vol. 226, p. 120645, Apr. 2025, doi: 10.1016/j.indcrop.2025.120645.
- L. Wang, D. Lin, D. Liu, X. Xie, S. Zhang, and B. Li, “Oxidative Pyrolysis of Typical Volatile Model Compounds Under Low Oxygen Equivalence Ratios During Oxidative Pyrolysis of Biomass,” Energies, vol. 18, no. 11, p. 2996, Jan. 2025, doi: 10.3390/en18112996.
- A. Iqbal et al., “Pyrolysis of macroalgae biomass from Nitella hyalina and its thermokinetics,” Biomass Convers. Biorefinery, vol. 15, no. 10, pp. 15211–15223, May 2025, doi: 10.1007/s13399-024-06242-5.
- S. A. Yahya et al., “Techno-Economic Analysis of Fast Pyrolysis of Date Palm Waste for Adoption in Saudi Arabia,” Energies, vol. 14, no. 19, Sep. 2021, doi: 10.3390/en14196048.
- A. L. M. T. Pighinelli, M. A. Schaffer, and A. A. Boateng, “Utilization of eucalyptus for electricity production in Brazil via fast pyrolysis: A techno-economic analysis,” Renew. Energy, vol. 119, pp. 590–597, Apr. 2018, doi: 10.1016/j.renene.2017.12.036.
- W. Teng, Z. Yu, G. Shen, H. Ni, and X. Ma, “Investigation of the characteristics of microwave-assisted co-pyrolysis of biomass and waste plastics based on orthogonal experimental methods: Thermal degradation, kinetics and product distribution,” J. Anal. Appl. Pyrolysis, vol. 189, p. 107083, Aug. 2025, doi: 10.1016/j.jaap.2025.107083.
- J. Nagarajan and L. Prakash, “Preparation and characterization of biomass briquettes using sugarcane bagasse, corncob and rice husk,” Mater. Today Proc., vol. 47, pp. 4194–4198, 2021, doi: 10.1016/j.matpr.2021.04.457.
- Y. Wang et al., “Volatile-char interactions during biomass pyrolysis: Effect of biomass acid-washing pretreatment,” Fuel, vol. 340, p. 127496, May 2023, doi: 10.1016/j.fuel.2023.127496.
- C. Russo, F. Cerciello, O. Senneca, and B. Apicella, “Challenges and progresses in the chemical investigation of high molecular weight species in condensed pyrolysis products of coal and biomass,” J. Anal. Appl. Pyrolysis, vol. 177, p. 106280, Jan. 2024, doi: 10.1016/j.jaap.2023.106280.
- W. Treedet and R. Suntivarakorn, “Design and operation of a low cost bio-oil fast pyrolysis from sugarcane bagasse on circulating fluidized bed reactor in a pilot plant,” Fuel Process. Technol., vol. 179, pp. 17–31, Oct. 2018, doi: 10.1016/j.fuproc.2018.06.006.
- M. Landrat et al., “Assessing the Potential of Teff Husk for Biochar Production through Slow Pyrolysis: Effect of Pyrolysis Temperature on Biochar Yield,” Energies, vol. 17, no. 9, Apr. 2024, doi: 10.3390/en17091988.
- J. L. Santos, M. A. Centeno, and J. A. Odriozola, “Biochar production from cellulose under reductant atmosphere: influence of the total pyrolysis time,” RSC Adv., vol. 13, no. 30, pp. 21071–21079, Jul. 2023, doi: 10.1039/D3RA03093H.
- T. Jalalabadi, M. Glenn, P. Tremain, B. Moghtaderi, S. Donne, and J. Allen, “Modification of Biochar Formation during Slow Pyrolysis in the Presence of Alkali Metal Carbonate Additives,” Energy Fuels, vol. 33, no. 11, pp. 11235–11245, Nov. 2019, doi: 10.1021/acs.energyfuels.9b02865.
- “Design and Experimental Evaluation of a Pilot-Scale Screw Pyrolysis Unit with Producer Gas Based Heating | Waste and Biomass Valorization.” Accessed: Nov. 23, 2025. [Online]. Available: https://link.springer.com/article/10.1007/s12649-025-03092-8
- “An experimental Study on Biomass Pellets of Saw-Dust with Different Binders Based on Gasification and Multi-Criteria Decision Making | Waste and Biomass Valorization.” Accessed: Nov. 23, 2025. [Online]. Available: https://link.springer.com/article/10.1007/s12649-025-02988-9
- “Investigating the Predictive Capabilities of MARS for Biomass Pyrolysis Kinetics: A Case Study on an Oil Palm Empty Fruit Bunch | ACS Omega.” Accessed: Nov. 23, 2025. [Online]. Available: https://pubs.acs.org/doi/10.1021/acsomega.4c09789?ref=PDF
- “‘Kinetic modelling of biomass pyrolysis: A new lumped scheme for xylan-based hardwood hemicellulose’ - ScienceDirect.” Accessed: Nov. 23, 2025. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S2590174525002624?via%3Dihub
- C. B. Ugwuodo, “Investigation of process parameters for producing bio-oil from luffa cylindrical fiber in a fixed bed reactor using pyrolysis process,” LAUTECH J. Eng. Technol., vol. 19, no. 2, pp. 126–137, Jun. 2025.
- “Insight into the catalytic role of industrial solid waste in improving gas quality during biomass pyrolysis - ScienceDirect.” Accessed: Nov. 23, 2025. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S2588913325000377?via%3Dihub
- L. Kapoor and N. R. Pranav, “Estimating the Effect of Biomass to Catalyst Ratio on the Bio-oil and Char Yield in the Pyrolysis of Spent Coffee Grounds,” ES Energy Environ., vol. Volume 27 (March 2025), no. 0, p. 1383, Jan. 2025.
- G. Lezcano et al., “Linking microalgae characteristics with their fast pyrolysis products,” J. Anal. Appl. Pyrolysis, vol. 191, p. 107170, Oct. 2025, doi: 10.1016/j.jaap.2025.107170.
- X. Li, F. Yu, X. Chen, and Y. Nie, “In-situ and ex-situ catalytic pyrolysis of lignin in rotary kilns with metal-modified acidified ZSM-5,” Fuel, vol. 401, p. 135946, Dec. 2025, doi: 10.1016/j.fuel.2025.135946.
- D. Huang et al., “Investigation on in-situ and ex-situ catalysis of metal salt in biomass photo-thermal pyrolysis: Effects on decoupled primary and secondary reactions,” Fuel, vol. 405, p. 136638, Feb. 2026, doi: 10.1016/j.fuel.2025.136638.
- S. R. Naqvi, Y. Uemura, and S. B. Yusup, “Catalytic pyrolysis of paddy husk in a drop type pyrolyzer for bio-oil production: The role of temperature and catalyst,” J. Anal. Appl. Pyrolysis, vol. 106, pp. 57–62, Mar. 2014, doi: 10.1016/j.jaap.2013.12.009.
- P. K. Kanaujia, Y. K. Sharma, U. C. Agrawal, and M. O. Garg, “Analytical approaches to characterizing pyrolysis oil from biomass,” TrAC Trends Anal. Chem., vol. 42, pp. 125–136, Jan. 2013, doi: 10.1016/j.trac.2012.09.009.
- “Understanding the product distribution from biomass fast pyrolysis - ProQuest.” Accessed: Dec. 07, 2025. [Online]. Available: https://www.proquest.com/openview/368d55138c826c7f15ee34e6965e511e/1?pq-origsite=gscholar&cbl=18750
- “Thermochemical Processing of Miscanthus through Fluidized‐Bed Fast Pyrolysis: A Parametric Study - Wang - 2018 - Chemical Engineering & Technology - Wiley Online Library.” Accessed: Dec. 08, 2025. [Online]. Available: https://onlinelibrary.wiley.com/doi/full/10.1002/ceat.201700486
References
A. Bieniek, M. Sieradzka, W. Jerzak, and A. Magdziarz, “Fast pyrolysis of agricultural biomass in drop tube reactor for bio-oil production: Numerical calculations,” J. Anal. Appl. Pyrolysis, vol. 176, p. 106241, Nov. 2023, doi: 10.1016/j.jaap.2023.106241.
S. Gao et al., “Assessment of particle shape and size effects on biomass pyrolysis products distribution and reaction kinetics,” Appl. Therm. Eng., vol. 271, p. 126334, Jul. 2025, doi: 10.1016/j.applthermaleng.2025.126334.
G. Wang et al., “A Review of Recent Advances in Biomass Pyrolysis,” Energy Fuels, vol. 34, no. 12, pp. 15557–15578, Dec. 2020, doi: 10.1021/acs.energyfuels.0c03107.
A. Tshikovhi, T. E. Motaung, A. Tshikovhi, and T. E. Motaung, “Technologies and Innovations for Biomass Energy Production,” Sustainability, vol. 15, no. 16, Aug. 2023, doi: 10.3390/su151612121.
X. Hu and M. Gholizadeh, “Biomass pyrolysis: A review of the process development and challenges from initial researches up to the commercialisation stage,” J. Energy Chem., vol. 39, pp. 109–143, Dec. 2019, doi: 10.1016/j.jechem.2019.01.024.
K. O. Olatunji, N. A. Ahmed, and O. Ogunkunle, “Optimization of biogas yield from lignocellulosic materials with different pretreatment methods: a review,” Biotechnol. Biofuels, vol. 14, no. 1, p. 159, Jul. 2021, doi: 10.1186/s13068-021-02012-x.
W. Jerzak, E. Acha, B. Li, W. Jerzak, E. Acha, and B. Li, “Comprehensive Review of Biomass Pyrolysis: Conventional and Advanced Technologies, Reactor Designs, Product Compositions and Yields, and Techno-Economic Analysis,” Energies, vol. 17, no. 20, Oct. 2024, doi: 10.3390/en17205082.
W. Jerzak and M. Kuźnia, “Examination of inorganic gaseous species and condensed phases during coconut husk combustion based on thermodynamic equilibrium predictions,” Renew. Energy, vol. 167, pp. 497–507, Apr. 2021, doi: 10.1016/j.renene.2020.11.105.
K. J. Abioye et al., “A review of biomass ash related problems: Mechanism, solution, and outlook,” J. Energy Inst., vol. 112, p. 101490, Feb. 2024, doi: 10.1016/j.joei.2023.101490.
M. Variny et al., “Advances in Biomass Co-Combustion with Fossil Fuels in the European Context: A Review,” Processes, vol. 9, no. 1, Jan. 2021, doi: 10.3390/pr9010100.
J. Nagarajan and L. Prakash, “Preparation and characterization of biomass briquettes using sugarcane bagasse, corncob and rice husk,” Mater. Today Proc., vol. 47, pp. 4194–4198, Jan. 2021, doi: 10.1016/j.matpr.2021.04.457.
Y. A. Begum, S. Kumari, S. K. Jain, and M. C. Garg, “A review on waste biomass-to-energy: integrated thermochemical and biochemical conversion for resource recovery,” Environ. Sci. Adv., vol. 3, no. 9, pp. 1197–1216, Aug. 2024, doi: 10.1039/D4VA00109E.
Y. Wang et al., “Volatile-char interactions during biomass pyrolysis: Effect of biomass acid-washing pretreatment,” Fuel, vol. 340, p. 127496, May 2023, doi: 10.1016/j.fuel.2023.127496.
J. O. Ighalo et al., “Flash pyrolysis of biomass: a review of recent advances,” Clean Technol. Environ. Policy, vol. 24, no. 8, pp. 2349–2363, Oct. 2022, doi: 10.1007/s10098-022-02339-5.
N. Ungureanu, N.-V. Vladut, S.-S. Biris, N. Gheorghiță, and I. Mariana, “Biomass Pyrolysis Pathways for Renewable Energy and Sustainable Resource Recovery: A Critical Review of Processes, Parameters, and Product Valorization,” Sustainability, vol. 17, p. 7806, Aug. 2025, doi: 10.3390/su17177806.
S. R. Naqvi et al., “Potential of biomass for bioenergy in Pakistan based on present case and future perspectives,” Renew. Sustain. Energy Rev., vol. 81, pp. 1247–1258, Jan. 2018, doi: 10.1016/j.rser.2017.08.012.
M. Wieruszewski, K. Mydlarz, M. Wieruszewski, and K. Mydlarz, “The Potential of the Bioenergy Market in the European Union—An Overview of Energy Biomass Resources,” Energies, vol. 15, no. 24, Dec. 2022, doi: 10.3390/en15249601.
G. Kataya et al., “Biomass Waste Conversion Technologies and Its Application for Sustainable Environmental Development—A Review,” Agronomy, vol. 13, no. 11, Nov. 2023, doi: 10.3390/agronomy13112833.
X. Zou, P. Debiagi, M. A. Amjed, M. Zhai, and T. Faravelli, “Impact of high-temperature biomass pyrolysis on biochar formation and composition,” J. Anal. Appl. Pyrolysis, vol. 179, p. 106463, May 2024, doi: 10.1016/j.jaap.2024.106463.
M. Xia et al., “Revealing the anion-dependent effects on potassium-assisted biomass pyrolysis,” Fuel, vol. 369, p. 131681, Aug. 2024, doi: 10.1016/j.fuel.2024.131681.
C. Duan et al., “A review on nitrogen transformation mechanism during biomass pyrolysis,” J. Anal. Appl. Pyrolysis, vol. 184, p. 106863, Nov. 2024, doi: 10.1016/j.jaap.2024.106863.
J. Li, K. Xu, X. Yao, and J. Liu, “Investigation of biomass slow pyrolysis mechanisms based on the generation trends in pyrolysis products,” Process Saf. Environ. Prot., vol. 183, pp. 327–338, Mar. 2024, doi: 10.1016/j.psep.2024.01.027.
Y. Song et al., “Machine learning prediction of biochar physicochemical properties based on biomass characteristics and pyrolysis conditions,” J. Anal. Appl. Pyrolysis, vol. 181, p. 106596, Aug. 2024, doi: 10.1016/j.jaap.2024.106596.
M. Ali, F. Mahmood, C. F. Magoua Mbeugang, J. Tang, X. Xie, and B. Li, “Molten chloride salt pyrolysis of biomass: Effects of temperature and mass ratio of molten salt to biomass,” Energy, vol. 316, p. 134634, Feb. 2025, doi: 10.1016/j.energy.2025.134634.
R. Chen, J. Cai, X. Li, and X. Qi, “Discovery and intensity characterization of TDP and PRP based on temperature evolution history during the pyrolysis for large biomass particle,” Carbon Resour. Convers., vol. 7, no. 3, p. 100223, Sep. 2024, doi: 10.1016/j.crcon.2024.100223.
G. Li et al., “Regulating phenol tar in pyrolysis of lignocellulosic biomass: Product characteristics and conversion mechanisms,” Bioresour. Technol., vol. 409, p. 131259, Oct. 2024, doi: 10.1016/j.biortech.2024.131259.
Z. Liu, J. Zeng, Z. Dong, Y. Chen, H. Yang, and H. Chen, “Insight into the mechanism of lignin amination pretreatment on lignin structure and its pyrolysis property for lignin valorization,” Chem. Eng. J., vol. 499, p. 156386, Nov. 2024, doi: 10.1016/j.cej.2024.156386.
J. Zhu and C. Du, “Interaction between lignin and cellulose during the pyrolysis process,” Int. J. Biol. Macromol., vol. 265, p. 131093, Apr. 2024, doi: 10.1016/j.ijbiomac.2024.131093.
X. Du and S. Wu, “Effect of lignin modification on the selectivity of pyrolysis products from softwood kraft lignin,” J. Anal. Appl. Pyrolysis, vol. 179, p. 106517, May 2024, doi: 10.1016/j.jaap.2024.106517.
M. Yang et al., “Utilization of 2H and 18O isotope labeling of pyrolysis products during lignin pyrolysis,” Fuel, vol. 368, p. 131608, Jul. 2024, doi: 10.1016/j.fuel.2024.131608.
S. Wang, G. Dai, H. Yang, and Z. Luo, “Lignocellulosic biomass pyrolysis mechanism: A state-of-the-art review,” Prog. Energy Combust. Sci., vol. 62, pp. 33–86, Sep. 2017, doi: 10.1016/j.pecs.2017.05.004.
Y. Ding, O. A. Ezekoye, S. Lu, C. Wang, and R. Zhou, “Comparative pyrolysis behaviors and reaction mechanisms of hardwood and softwood,” Energy Convers. Manag., vol. 132, pp. 102–109, Jan. 2017, doi: 10.1016/j.enconman.2016.11.016.
G. Wang et al., “A Review of Recent Advances in Biomass Pyrolysis,” Energy Fuels, vol. 34, no. 12, pp. 15557–15578, Dec. 2020, doi: 10.1021/acs.energyfuels.0c03107.
S. Wang et al., “Influence of torrefaction on the characteristics and pyrolysis behavior of cellulose,” Energy, vol. 120, pp. 864–871, Feb. 2017, doi: 10.1016/j.energy.2016.11.135.
E. Leng et al., “In situ structural changes of crystalline and amorphous cellulose during slow pyrolysis at low temperatures,” Fuel, vol. 216, pp. 313–321, Mar. 2018, doi: 10.1016/j.fuel.2017.11.083.
B. Hu et al., “Formation mechanism of hydroxyacetone in glucose pyrolysis: A combined experimental and theoretical study,” Proc. Combust. Inst., vol. 37, no. 3, pp. 2741–2748, Jan. 2019, doi: 10.1016/j.proci.2018.05.146.
Q. Lu et al., “Mechanism of cellulose fast pyrolysis: The role of characteristic chain ends and dehydrated units,” Combust. Flame, vol. 198, pp. 267–277, Dec. 2018, doi: 10.1016/j.combustflame.2018.09.025.
G. Dai, G. Wang, K. Wang, Z. Zhou, and S. Wang, “Mechanism study of hemicellulose pyrolysis by combining in-situ DRIFT, TGA-PIMS and theoretical calculation,” Proc. Combust. Inst., vol. 38, no. 3, pp. 4241–4249, Jan. 2021, doi: 10.1016/j.proci.2020.06.196.
G. Dai, K. Wang, G. Wang, and S. Wang, “Initial pyrolysis mechanism of cellulose revealed by in-situ DRIFT analysis and theoretical calculation,” Combust. Flame, vol. 208, pp. 273–280, Oct. 2019, doi: 10.1016/j.combustflame.2019.07.009.
M. Zheng, Z. Wang, X. Li, X. Qiao, W. Song, and L. Guo, “Initial reaction mechanisms of cellulose pyrolysis revealed by ReaxFF molecular dynamics,” Fuel, vol. 177, pp. 130–141, Aug. 2016, doi: 10.1016/j.fuel.2016.03.008.
B. Hu et al., “Mechanism insight into the fast pyrolysis of xylose, xylobiose and xylan by combined theoretical and experimental approaches,” Combust. Flame, vol. 206, pp. 177–188, Aug. 2019, doi: 10.1016/j.combustflame.2019.04.052.
X. Zhou, W. Li, R. Mabon, and L. J. Broadbelt, “A mechanistic model of fast pyrolysis of hemicellulose,” Energy Environ. Sci., vol. 11, no. 5, pp. 1240–1260, May 2018, doi: 10.1039/C7EE03208K.
J. Li et al., “Comprehensive mechanism of initial stage for lignin pyrolysis,” Combust. Flame, vol. 215, pp. 1–9, May 2020, doi: 10.1016/j.combustflame.2020.01.016.
T. Zhang et al., “Initial Mechanisms for an Overall Behavior of Lignin Pyrolysis through Large-Scale ReaxFF Molecular Dynamics Simulations,” Energy Fuels, vol. 30, no. 4, pp. 3140–3150, Apr. 2016, doi: 10.1021/acs.energyfuels.6b00247.
D. Carpenter, T. L. Westover, S. Czernik, and W. Jablonski, “Biomass feedstocks for renewable fuel production: a review of the impacts of feedstock and pretreatment on the yield and product distribution of fast pyrolysis bio-oils and vapors,” Green Chem., vol. 16, no. 2, pp. 384–406, Jan. 2014, doi: 10.1039/C3GC41631C.
S. V. Vassilev, D. Baxter, L. K. Andersen, and C. G. Vassileva, “An overview of the composition and application of biomass ash. Part 1. Phase–mineral and chemical composition and classification,” Fuel, vol. 105, pp. 40–76, Mar. 2013, doi: 10.1016/j.fuel.2012.09.041.
“Protein feeds coproduction in biomass conversion to fuels and chemicals - Dale - 2009 - Biofuels, Bioproducts and Biorefining - Wiley Online Library.” Accessed: Dec. 02, 2025. [Online]. Available: https://scijournals.onlinelibrary.wiley.com/doi/abs/10.1002/bbb.132
A. Chavando et al., “Simulation of a Continuous Pyrolysis Reactor for a Heat Self-Sufficient Process and Liquid Fuel Production,” Energies, vol. 17, no. 14, Jul. 2024, doi: 10.3390/en17143526.
A. Al-Rumaihi, M. Shahbaz, G. Mckay, H. Mackey, and T. Al-Ansari, “A review of pyrolysis technologies and feedstock: A blending approach for plastic and biomass towards optimum biochar yield,” Renew. Sustain. Energy Rev., vol. 167, p. 112715, Oct. 2022, doi: 10.1016/j.rser.2022.112715.
“A review of thermochemical upgrading of pyrolysis bio‐oil: Techno‐economic analysis, life cycle assessment, and technology readiness - Sorunmu - 2020 - GCB Bioenergy - Wiley Online Library.” Accessed: Dec. 03, 2025. [Online]. Available: https://onlinelibrary.wiley.com/doi/10.1111/gcbb.12658
R. F. Beims, C. L. Simonato, and V. R. Wiggers, “Technology readiness level assessment of pyrolysis of trygliceride biomass to fuels and chemicals,” Renew. Sustain. Energy Rev., vol. 112, pp. 521–529, Sep. 2019, doi: 10.1016/j.rser.2019.06.017.
A. Al-Rumaihi, M. Shahbaz, G. Mckay, H. Mackey, and T. Al-Ansari, “A review of pyrolysis technologies and feedstock: A blending approach for plastic and biomass towards optimum biochar yield,” Renew. Sustain. Energy Rev., vol. 167, p. 112715, Oct. 2022, doi: 10.1016/j.rser.2022.112715.
M.-S. Safdari, E. Amini, D. R. Weise, and T. H. Fletcher, “Heating rate and temperature effects on pyrolysis products from live wildland fuels,” Fuel, vol. 242, pp. 295–304, Apr. 2019, doi: 10.1016/j.fuel.2019.01.040.
W. Jerzak, E. Acha, B. Li, W. Jerzak, E. Acha, and B. Li, “Comprehensive Review of Biomass Pyrolysis: Conventional and Advanced Technologies, Reactor Designs, Product Compositions and Yields, and Techno-Economic Analysis,” Energies, vol. 17, no. 20, Oct. 2024, doi: 10.3390/en17205082.
W. A. Rasaq et al., “Opportunities and Challenges of High-Pressure Fast Pyrolysis of Biomass: A Review,” Energies, vol. 14, no. 17, Aug. 2021, doi: 10.3390/en14175426.
B. Wang, F. Xu, P. Zong, J. Zhang, Y. Tian, and Y. Qiao, “Effects of heating rate on fast pyrolysis behavior and product distribution of Jerusalem artichoke stalk by using TG-FTIR and Py-GC/MS,” Renew. Energy, vol. 132, pp. 486–496, Mar. 2019, doi: 10.1016/j.renene.2018.08.021.
H. Xu et al., “Preparation of Co-Mo/γ-Al2O3 catalyst and the catalytic hydrogenation effects on coal-related model compounds,” J. Energy Inst., vol. 96, pp. 52–60, Jun. 2021, doi: 10.1016/j.joei.2021.02.005.
Nishu et al., “A review on the catalytic pyrolysis of biomass for the bio-oil production with ZSM-5: Focus on structure,” Fuel Process. Technol., vol. 199, p. 106301, Mar. 2020, doi: 10.1016/j.fuproc.2019.106301.
E. M. El-Fawal et al., “Correction: Biofuel production from waste residuals: comprehensive insights into biomass conversion technologies and engineered biochar applications,” RSC Adv., vol. 15, no. 21, pp. 16468–16468, May 2025, doi: 10.1039/D5RA90054A.
M. Landrat, M. Abawalo, K. Pikoń, P. A. Fufa, and S. Seyid, “Assessing the Potential of Teff Husk for Biochar Production through Slow Pyrolysis: Effect of Pyrolysis Temperature on Biochar Yield,” Energies, vol. 17, no. 9, p. 1988, Jan. 2024, doi: 10.3390/en17091988.
H. Nam, S. C. Capareda, N. Ashwath, and J. Kongkasawan, “Experimental investigation of pyrolysis of rice straw using bench-scale auger, batch and fluidized bed reactors,” Energy, vol. 93, pp. 2384–2394, Dec. 2015, doi: 10.1016/j.energy.2015.10.028.
J. L. Santos, M. A. Centeno, and J. A. Odriozola, “Biochar production from cellulose under reductant atmosphere: influence of the total pyrolysis time,” RSC Adv., vol. 13, no. 30, pp. 21071–21079, 2023, doi: 10.1039/D3RA03093H.
T. Jalalabadi, M. Glenn, P. Tremain, B. Moghtaderi, S. Donne, and J. Allen, “Modification of Biochar Formation during Slow Pyrolysis in the Presence of Alkali Metal Carbonate Additives,” Energy Fuels, vol. 33, no. 11, pp. 11235–11245, Nov. 2019, doi: 10.1021/acs.energyfuels.9b02865.
M. Jouiad, N. Al-Nofeli, N. Khalifa, F. Benyettou, and L. F. Yousef, “Characteristics of slow pyrolysis biochars produced from rhodes grass and fronds of edible date palm,” J. Anal. Appl. Pyrolysis, vol. 111, pp. 183–190, Jan. 2015, doi: 10.1016/j.jaap.2014.10.024.
S. D. Ferreira, J. Junges, G. R. Bassanesi, I. P. Lazzarotto, E. Osório, and M. Godinho, “Investigation of the Structure of the Biochar Obtained by Slow Pyrolysis of Elephant Grass during Its Steam Gasification,” Chem. Eng. Technol., vol. 42, no. 12, pp. 2546–2555, 2019, doi: 10.1002/ceat.201800680.
A. Trada, A. Chaudhary, D. Patel, and D. S. Upadhyay, “An alternative fuel production from sawdust through batch-type pyrolysis reactor: Fuel properties and thermodynamic analysis,” Process Saf. Environ. Prot., vol. 167, pp. 332–342, Nov. 2022, doi: 10.1016/j.psep.2022.09.023.
K. K. B. Suresh Babu, M. Nataraj, M. Tayappa, Y. Vyas, R. K. Mishra, and B. Acharya, “Production of biochar from waste biomass using slow pyrolysis: Studies of the effect of pyrolysis temperature and holding time on biochar yield and properties,” Mater. Sci. Energy Technol., vol. 7, pp. 318–334, Jan. 2024, doi: 10.1016/j.mset.2024.05.002.
A. Safavi, C. Richter, and R. Unnthorsson, “Mathematical Modeling and Experiments on Pyrolysis of Walnut Shells Using a Fixed-Bed Reactor,” ChemEngineering, vol. 6, no. 6, p. 93, Dec. 2022, doi: 10.3390/chemengineering6060093.
B. M. Caballero, A. López-Urionabarrenechea, B. Pérez, J. Solar, E. Acha, and I. de Marco, “Potentiality of ‘orujillo’ (olive oil solid waste) to produce hydrogen by means of pyrolysis,” Int. J. Hydrog. Energy, vol. 45, no. 40, pp. 20549–20557, Aug. 2020, doi: 10.1016/j.ijhydene.2020.02.220.
A. Ahmed, M. S. Abu Bakar, A. K. Azad, R. S. Sukri, and N. Phusunti, “Intermediate pyrolysis of Acacia cincinnata and Acacia holosericea species for bio-oil and biochar production,” Energy Convers. Manag., vol. 176, pp. 393–408, Nov. 2018, doi: 10.1016/j.enconman.2018.09.041.
M. D. Ibrahim, Y. A. Abakr, S. Gan, L. Y. Lee, and S. Thangalazhy-Gopakumar, “Intermediate Pyrolysis of Bambara Groundnut Shell (BGS) in Various Inert Gases (N2, CO2, and N2/CO2),” Energies, vol. 15, no. 22, p. 8421, Jan. 2022, doi: 10.3390/en15228421.
“Intermediate pyrolysis of Ficus nitida wood in a fixed-bed reactor: effect of pyrolysis parameters on bio-oil and bio-char yields and properties.” Accessed: Oct. 12, 2025. [Online]. Available: https://comptes-rendus.academie-sciences.fr/chimie/articles/en/10.5802/crchim.253/
W. Jerzak, N. Gao, I. Kalemba-Rec, and A. Magdziarz, “Catalytic intermediate pyrolysis of post-extraction rapeseed meal by reusing ZSM-5 and Zeolite Y catalysts,” Catal. Today, vol. 404, pp. 63–77, Nov. 2022, doi: 10.1016/j.cattod.2021.10.023.
A. Funke, M. Tomasi Morgano, N. Dahmen, and H. Leibold, “Experimental comparison of two bench scale units for fast and intermediate pyrolysis,” J. Anal. Appl. Pyrolysis, vol. 124, pp. 504–514, Mar. 2017, doi: 10.1016/j.jaap.2016.12.033.
I. D. V. Torri et al., “Bio-oil production of softwood and hardwood forest industry residues through fast and intermediate pyrolysis and its chromatographic characterization,” Bioresour. Technol., vol. 200, pp. 680–690, Jan. 2016, doi: 10.1016/j.biortech.2015.10.086.
C. Boscagli, M. Tomasi Morgano, K. Raffelt, H. Leibold, and J.-D. Grunwaldt, “Influence of feedstock, catalyst, pyrolysis and hydrotreatment temperature on the composition of upgraded oils from intermediate pyrolysis,” Biomass Bioenergy, vol. 116, pp. 236–248, Sep. 2018, doi: 10.1016/j.biombioe.2018.06.022.
J. L. Klinger et al., “Effect of biomass type, heating rate, and sample size on microwave-enhanced fast pyrolysis product yields and qualities,” Appl. Energy, vol. 228, pp. 535–545, Oct. 2018, doi: 10.1016/j.apenergy.2018.06.107.
K. Rueangsan et al., “Bio-oil production via fast pyrolysis of cassava residues combined with ethanol and volcanic rock in a free-fall reactor,” Cogent Eng., vol. 10, no. 1, p. 2156054, Dec. 2023, doi: 10.1080/23311916.2022.2156054.
S. Zinchik et al., “Evaluation of fast pyrolysis feedstock conversion with a mixing paddle reactor,” Fuel Process. Technol., vol. 171, pp. 124–132, Mar. 2018, doi: 10.1016/j.fuproc.2017.11.012.
“Fast Pyrolysis of Tropical Biomass Species and Influence of Water Pretreatment on Product Distributions | PLOS One.” Accessed: Oct. 12, 2025. [Online]. Available: https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0151368
A. Trubetskaya, P. A. Jensen, A. D. Jensen, M. Steibel, H. Spliethoff, and P. Glarborg, “Influence of fast pyrolysis conditions on yield and structural transformation of biomass chars,” Fuel Process. Technol., vol. 140, pp. 205–214, Dec. 2015, doi: 10.1016/j.fuproc.2015.08.034.
B. Urban, Y. Shirazi, B. Maddi, S. Viamajala, and S. Varanasi, “Flash Pyrolysis of Oleaginous Biomass in a Fluidized-Bed Reactor,” Energy Fuels, vol. 31, no. 8, pp. 8326–8334, Aug. 2017, doi: 10.1021/acs.energyfuels.7b01306.
P. S. Marathe, R. J. M. Westerhof, and S. R. A. Kersten, “Effect of Pressure and Hot Vapor Residence Time on the Fast Pyrolysis of Biomass: Experiments and Modeling,” Energy Fuels, vol. 34, no. 2, pp. 1773–1780, Feb. 2020, doi: 10.1021/acs.energyfuels.9b03193.
M. C. P. dos S. Almeida et al., “Valorization of Wood Residues from Vegetation Suppression during Wind Energy Plant Implementation and Its Potential for Renewable Phenolic Compounds through Flash Pyrolysis: A Case Study in Northeast Brazil’s Semi-Arid Region,” Forests, vol. 15, no. 4, p. 621, Apr. 2024, doi: 10.3390/f15040621.
R. Kaur, A. Kumar, B. Biswas, B. B. Krishna, and T. Bhaskar, “Investigations into pyrolytic behaviour of spent citronella waste: Slow and flash pyrolysis study,” Bioresour. Technol., vol. 366, p. 128202, Dec. 2022, doi: 10.1016/j.biortech.2022.128202.
E. Leng et al., “In situ structural changes of crystalline and amorphous cellulose during slow pyrolysis at low temperatures,” Fuel, vol. 216, pp. 313–321, Mar. 2018, doi: 10.1016/j.fuel.2017.11.083.
G. Lopez et al., “Kinetic modeling and experimental validation of biomass fast pyrolysis in a conical spouted bed reactor,” Chem. Eng. J., vol. 373, pp. 677–686, Oct. 2019, doi: 10.1016/j.cej.2019.05.072.
J. Y. Park, J.-K. Kim, C.-H. Oh, J.-W. Park, and E. E. Kwon, “Production of bio-oil from fast pyrolysis of biomass using a pilot-scale circulating fluidized bed reactor and its characterization,” J. Environ. Manage., vol. 234, pp. 138–144, Mar. 2019, doi: 10.1016/j.jenvman.2018.12.104.
A. Tahmasebi, K. Maliutina, T. Matamba, J.-H. Kim, C.-H. Jeon, and J. Yu, “Pressurized entrained-flow pyrolysis of lignite for enhanced production of hydrogen-rich gas and chemical raw materials,” J. Anal. Appl. Pyrolysis, vol. 145, p. 104741, Jan. 2020, doi: 10.1016/j.jaap.2019.104741.
J. Clissold, S. Jalalifar, F. Salehi, R. Abbassi, and M. Ghodrat, “Fluidisation characteristics and inter-phase heat transfer on product yields in bubbling fluidised bed reactor,” Fuel, vol. 273, p. 117791, Aug. 2020, doi: 10.1016/j.fuel.2020.117791.
“Optimization of Biomass Pyrolysis Vapor Upgrading Using a Laminar Entrained-Flow Reactor System | Energy & Fuels.” Accessed: Oct. 12, 2025. [Online]. Available: https://pubs.acs.org/doi/abs/10.1021/acs.energyfuels.0c00649
A. Bieniek, M. Sieradzka, W. Jerzak, and A. Magdziarz, “Fast pyrolysis of agricultural biomass in drop tube reactor for bio-oil production: Numerical calculations,” J. Anal. Appl. Pyrolysis, vol. 176, p. 106241, Nov. 2023, doi: 10.1016/j.jaap.2023.106241.
“Interactions during CO2 Co-gasification of Biomass and Coal Chars Obtained from Fast Pyrolysis in a Drop Tube Furnace | Energy & Fuels.” Accessed: Oct. 13, 2025. [Online]. Available: https://pubs.acs.org/doi/abs/10.1021/acs.energyfuels.0c03367
C. E. Efika, J. A. Onwudili, and P. T. Williams, “Influence of heating rates on the products of high-temperature pyrolysis of waste wood pellets and biomass model compounds,” Waste Manag., vol. 76, pp. 497–506, Jun. 2018, doi: 10.1016/j.wasman.2018.03.021.
W. Jerzak, M. Wądrzyk, M. Sieradzka, and A. Magdziarz, “Valorisation of tyre waste from a vulcanisation plant by catalytic pyrolysis – Experimental investigations using pyrolysis–gas chromatography–mass spectrometry and drop-tube–fixed-bed reactor,” Energy Convers. Manag., vol. 313, p. 118642, Aug. 2024, doi: 10.1016/j.enconman.2024.118642.
A. K. Varma and P. Mondal, “Pyrolysis of sugarcane bagasse in semi batch reactor: Effects of process parameters on product yields and characterization of products,” Ind. Crops Prod., vol. 95, pp. 704–717, Jan. 2017, doi: 10.1016/j.indcrop.2016.11.039.
A. Mlonka-Mędrala, P. Evangelopoulos, M. Sieradzka, M. Zajemska, and A. Magdziarz, “Pyrolysis of agricultural waste biomass towards production of gas fuel and high-quality char: Experimental and numerical investigations,” Fuel, vol. 296, p. 120611, Jul. 2021, doi: 10.1016/j.fuel.2021.120611.
X. Guo et al., “Catalytic fast pyrolysis of Arundo donax in a two-stage fixed bed reactor over metal-modified HZSM-5 catalysts,” Biomass Bioenergy, vol. 156, p. 106316, Jan. 2022, doi: 10.1016/j.biombioe.2021.106316.
J. Solar, B. M. Caballero, A. López-Urionabarrenechea, E. Acha, and P. L. Arias, “Pyrolysis of Forestry Waste in a Screw Reactor with Four Sequential Heating Zones: Influence of Isothermal and Nonisothermal Profiles,” Ind. Eng. Chem. Res., vol. 60, no. 51, pp. 18627–18639, Dec. 2021, doi: 10.1021/acs.iecr.1c01932.
F. Campuzano, R. C. Brown, and J. D. Martínez, “Auger reactors for pyrolysis of biomass and wastes,” Renew. Sustain. Energy Rev., vol. 102, pp. 372–409, Mar. 2019, doi: 10.1016/j.rser.2018.12.014.
T. A. Memon, X. Ku, V. Vasudev, and S. Ram, “Experimental investigation of co-pyrolysis of fruit peel waste: Impact of blending on thermal degradation behavior, kinetics, and products,” Biomass Convers. Biorefinery, vol. 15, no. 12, pp. 18783–18797, Jun. 2025, doi: 10.1007/s13399-025-06550-4.
T. P. S. Livingston, P. Madhu, C. S. Dhanalakshmi, and V. Ayyakkannu, “Non-catalytic and catalytic co-pyrolysis of neem seed cake and plastic waste: an experimental investigation on product distribution, synergistic interaction and characterization,” An. Acad. Bras. Ciênc., vol. 97, p. e20241284, 2025, doi: https://doi.org/10.1590/0001-3765202520241284.
S. G. M. Mafo et al., “Unravelling the efficiency removal of 2,4-dinitrophenol on coconut shell biomass-derived activated carbons theoretical and experimental investigation,” Biomass Convers. Biorefinery, vol. 15, no. 6, pp. 8821–8841, Mar. 2025, doi: 10.1007/s13399-024-05663-6.
V. Vasudev et al., “An Exploration of Strategies for Conducting Kinetic Analysis of Lignocellulosic and Algal Biomass Pyrolysis,” BioEnergy Res., vol. 18, no. 1, p. 64, Jul. 2025, doi: 10.1007/s12155-025-10861-9.
A. P. D. Takahasi et al., “Optimization of liquid fuel production from co-pyrolysis of oil palm fronds and expanded polystyrene using response surface methodology,” Case Stud. Chem. Environ. Eng., vol. 11, p. 101074, Jun. 2025, doi: 10.1016/j.cscee.2024.101074.
W. Zhang et al., “An experimental study of the transformation of phosphorus additives during biomass pyrolysis,” Fuel, vol. 398, p. 135554, Oct. 2025, doi: 10.1016/j.fuel.2025.135554.
S. Mariyam, M. Alherbawi, G. McKay, and T. Al-Ansari, “A predictive model for biomass waste pyrolysis yield: Exploring the correlation of proximate analysis and product composition,” Energy Convers. Manag. X, vol. 25, p. 100831, Jan. 2025, doi: 10.1016/j.ecmx.2024.100831.
K. T. Klasson, “Biochar characterization and a method for estimating biochar quality from proximate analysis results,” Biomass Bioenergy, vol. 96, pp. 50–58, Jan. 2017, doi: 10.1016/j.biombioe.2016.10.011.
K. K. Kumar, N. M. Omal, V. K. Sharma, S. B. Kandy, and Ü. Ağbulut, “CO2 storage behavior of rice husk biochar–bitumen mixture at different pressures and temperatures: a detailed experimental investigation,” J. Therm. Anal. Calorim., vol. 150, no. 6, pp. 4599–4616, Mar. 2025, doi: 10.1007/s10973-025-14024-y.
N. Rambhatla, T. F. Panicker, R. K. Mishra, S. K. Manjeshwar, and A. Sharma, “Biomass pyrolysis for biochar production: Study of kinetics parameters and effect of temperature on biochar yield and its physicochemical properties,” Results Eng., vol. 25, p. 103679, Mar. 2025, doi: 10.1016/j.rineng.2024.103679.
G. Ahmed, P. K. R. Annapureddy, and N. Kishore, “Elucidation of kinetics and thermodynamic properties of Erythrina indica biomass pyrolysis,” J. Therm. Anal. Calorim., vol. 150, no. 8, pp. 6127–6143, Apr. 2025, doi: 10.1007/s10973-025-14151-6.
M. Hussain et al., “Co-Pyrolysis of Bamboo and Rice Straw Biomass with Polyethylene Plastic: Characterization, Kinetic Evaluation, and Synergistic Interaction Analysis,” Polymers, vol. 17, no. 15, p. 2063, Jan. 2025, doi: 10.3390/polym17152063.
D. Chen, Y. Li, K. Cen, M. Luo, H. Li, and B. Lu, “Pyrolysis polygeneration of poplar wood: Effect of heating rate and pyrolysis temperature,” Bioresour. Technol., vol. 218, pp. 780–788, Oct. 2016, doi: 10.1016/j.biortech.2016.07.049.
N.-B. Mihály, S. Tomasek, N. Miskolczi, V. M. Cristea, T. Chován, and A. Egedy, “Multi-objective optimization of biomass-rich MSW pyrolysis using hybrid multiphase lumped compartment-kinetic model,” J. Mater. Cycles Waste Manag., vol. 27, no. 4, pp. 2535–2548, Jul. 2025, doi: 10.1007/s10163-025-02255-y.
M. M. Afessa, F. E. Olu, W. S. Geleta, S. S. Legese, and A. V. Ramayya, “Unlocking the potential of biochar derived from coffee husk and khat stem for catalytic tar cracking during biomass pyrolysis: characterization and evaluation,” Biomass Convers. Biorefinery, vol. 15, no. 7, pp. 11011–11026, Apr. 2025, doi: 10.1007/s13399-024-05957-9.
J. Cheng, S.-C. Hu, G.-T. Sun, Z.-C. Geng, and M.-Q. Zhu, “The effect of pyrolysis temperature on the characteristics of biochar, pyroligneous acids, and gas prepared from cotton stalk through a polygeneration process,” Ind. Crops Prod., vol. 170, p. 113690, Oct. 2021, doi: 10.1016/j.indcrop.2021.113690.
M. Shahbaz et al., “Investigation of biomass components on the slow pyrolysis products yield using Aspen Plus for techno-economic analysis,” Biomass Convers. Biorefinery, vol. 12, no. 3, pp. 669–681, Mar. 2022, doi: 10.1007/s13399-020-01040-1.
J. Ferdous et al., “A comparative investigation of biomass co-pyrolysis with polymeric wastes using electromagnetic induction heating,” J. Energy Inst., vol. 120, p. 102023, Jun. 2025, doi: 10.1016/j.joei.2025.102023.
Y. Wang, Z. Wang, X. Li, H. Ge, Y. Zhu, and Q. Li, “Experimental investigation on pyrolysis of coking waste salts: Mechanism of organic compounds removal and salt agglomeration,” J. Environ. Manage., vol. 388, p. 125974, Jul. 2025, doi: 10.1016/j.jenvman.2025.125974.
H. Sui et al., “Characterization and mechanistic insights into coke formation on biochar-based catalysts under microwave-assisted biomass pyrolysis,” Ind. Crops Prod., vol. 226, p. 120645, Apr. 2025, doi: 10.1016/j.indcrop.2025.120645.
L. Wang, D. Lin, D. Liu, X. Xie, S. Zhang, and B. Li, “Oxidative Pyrolysis of Typical Volatile Model Compounds Under Low Oxygen Equivalence Ratios During Oxidative Pyrolysis of Biomass,” Energies, vol. 18, no. 11, p. 2996, Jan. 2025, doi: 10.3390/en18112996.
A. Iqbal et al., “Pyrolysis of macroalgae biomass from Nitella hyalina and its thermokinetics,” Biomass Convers. Biorefinery, vol. 15, no. 10, pp. 15211–15223, May 2025, doi: 10.1007/s13399-024-06242-5.
S. A. Yahya et al., “Techno-Economic Analysis of Fast Pyrolysis of Date Palm Waste for Adoption in Saudi Arabia,” Energies, vol. 14, no. 19, Sep. 2021, doi: 10.3390/en14196048.
A. L. M. T. Pighinelli, M. A. Schaffer, and A. A. Boateng, “Utilization of eucalyptus for electricity production in Brazil via fast pyrolysis: A techno-economic analysis,” Renew. Energy, vol. 119, pp. 590–597, Apr. 2018, doi: 10.1016/j.renene.2017.12.036.
W. Teng, Z. Yu, G. Shen, H. Ni, and X. Ma, “Investigation of the characteristics of microwave-assisted co-pyrolysis of biomass and waste plastics based on orthogonal experimental methods: Thermal degradation, kinetics and product distribution,” J. Anal. Appl. Pyrolysis, vol. 189, p. 107083, Aug. 2025, doi: 10.1016/j.jaap.2025.107083.
J. Nagarajan and L. Prakash, “Preparation and characterization of biomass briquettes using sugarcane bagasse, corncob and rice husk,” Mater. Today Proc., vol. 47, pp. 4194–4198, 2021, doi: 10.1016/j.matpr.2021.04.457.
Y. Wang et al., “Volatile-char interactions during biomass pyrolysis: Effect of biomass acid-washing pretreatment,” Fuel, vol. 340, p. 127496, May 2023, doi: 10.1016/j.fuel.2023.127496.
C. Russo, F. Cerciello, O. Senneca, and B. Apicella, “Challenges and progresses in the chemical investigation of high molecular weight species in condensed pyrolysis products of coal and biomass,” J. Anal. Appl. Pyrolysis, vol. 177, p. 106280, Jan. 2024, doi: 10.1016/j.jaap.2023.106280.
W. Treedet and R. Suntivarakorn, “Design and operation of a low cost bio-oil fast pyrolysis from sugarcane bagasse on circulating fluidized bed reactor in a pilot plant,” Fuel Process. Technol., vol. 179, pp. 17–31, Oct. 2018, doi: 10.1016/j.fuproc.2018.06.006.
M. Landrat et al., “Assessing the Potential of Teff Husk for Biochar Production through Slow Pyrolysis: Effect of Pyrolysis Temperature on Biochar Yield,” Energies, vol. 17, no. 9, Apr. 2024, doi: 10.3390/en17091988.
J. L. Santos, M. A. Centeno, and J. A. Odriozola, “Biochar production from cellulose under reductant atmosphere: influence of the total pyrolysis time,” RSC Adv., vol. 13, no. 30, pp. 21071–21079, Jul. 2023, doi: 10.1039/D3RA03093H.
T. Jalalabadi, M. Glenn, P. Tremain, B. Moghtaderi, S. Donne, and J. Allen, “Modification of Biochar Formation during Slow Pyrolysis in the Presence of Alkali Metal Carbonate Additives,” Energy Fuels, vol. 33, no. 11, pp. 11235–11245, Nov. 2019, doi: 10.1021/acs.energyfuels.9b02865.
“Design and Experimental Evaluation of a Pilot-Scale Screw Pyrolysis Unit with Producer Gas Based Heating | Waste and Biomass Valorization.” Accessed: Nov. 23, 2025. [Online]. Available: https://link.springer.com/article/10.1007/s12649-025-03092-8
“An experimental Study on Biomass Pellets of Saw-Dust with Different Binders Based on Gasification and Multi-Criteria Decision Making | Waste and Biomass Valorization.” Accessed: Nov. 23, 2025. [Online]. Available: https://link.springer.com/article/10.1007/s12649-025-02988-9
“Investigating the Predictive Capabilities of MARS for Biomass Pyrolysis Kinetics: A Case Study on an Oil Palm Empty Fruit Bunch | ACS Omega.” Accessed: Nov. 23, 2025. [Online]. Available: https://pubs.acs.org/doi/10.1021/acsomega.4c09789?ref=PDF
“‘Kinetic modelling of biomass pyrolysis: A new lumped scheme for xylan-based hardwood hemicellulose’ - ScienceDirect.” Accessed: Nov. 23, 2025. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S2590174525002624?via%3Dihub
C. B. Ugwuodo, “Investigation of process parameters for producing bio-oil from luffa cylindrical fiber in a fixed bed reactor using pyrolysis process,” LAUTECH J. Eng. Technol., vol. 19, no. 2, pp. 126–137, Jun. 2025.
“Insight into the catalytic role of industrial solid waste in improving gas quality during biomass pyrolysis - ScienceDirect.” Accessed: Nov. 23, 2025. [Online]. Available: https://www.sciencedirect.com/science/article/pii/S2588913325000377?via%3Dihub
L. Kapoor and N. R. Pranav, “Estimating the Effect of Biomass to Catalyst Ratio on the Bio-oil and Char Yield in the Pyrolysis of Spent Coffee Grounds,” ES Energy Environ., vol. Volume 27 (March 2025), no. 0, p. 1383, Jan. 2025.
G. Lezcano et al., “Linking microalgae characteristics with their fast pyrolysis products,” J. Anal. Appl. Pyrolysis, vol. 191, p. 107170, Oct. 2025, doi: 10.1016/j.jaap.2025.107170.
X. Li, F. Yu, X. Chen, and Y. Nie, “In-situ and ex-situ catalytic pyrolysis of lignin in rotary kilns with metal-modified acidified ZSM-5,” Fuel, vol. 401, p. 135946, Dec. 2025, doi: 10.1016/j.fuel.2025.135946.
D. Huang et al., “Investigation on in-situ and ex-situ catalysis of metal salt in biomass photo-thermal pyrolysis: Effects on decoupled primary and secondary reactions,” Fuel, vol. 405, p. 136638, Feb. 2026, doi: 10.1016/j.fuel.2025.136638.
S. R. Naqvi, Y. Uemura, and S. B. Yusup, “Catalytic pyrolysis of paddy husk in a drop type pyrolyzer for bio-oil production: The role of temperature and catalyst,” J. Anal. Appl. Pyrolysis, vol. 106, pp. 57–62, Mar. 2014, doi: 10.1016/j.jaap.2013.12.009.
P. K. Kanaujia, Y. K. Sharma, U. C. Agrawal, and M. O. Garg, “Analytical approaches to characterizing pyrolysis oil from biomass,” TrAC Trends Anal. Chem., vol. 42, pp. 125–136, Jan. 2013, doi: 10.1016/j.trac.2012.09.009.
“Understanding the product distribution from biomass fast pyrolysis - ProQuest.” Accessed: Dec. 07, 2025. [Online]. Available: https://www.proquest.com/openview/368d55138c826c7f15ee34e6965e511e/1?pq-origsite=gscholar&cbl=18750
“Thermochemical Processing of Miscanthus through Fluidized‐Bed Fast Pyrolysis: A Parametric Study - Wang - 2018 - Chemical Engineering & Technology - Wiley Online Library.” Accessed: Dec. 08, 2025. [Online]. Available: https://onlinelibrary.wiley.com/doi/full/10.1002/ceat.201700486