Critical review of the role of ash content and composition in biomass pyrolysis
Open accessAbstract
In the face of environmental challenges (e.g., dramatically increasing greenhouse gas emissions and climate change), it is utmost of importance to sustainable energy systems. Biomass consisting of agricultural and forest waste, municipal solid waste, and aquatics, has been identified as alternative and promising fuel sources. Thermochemical conversion approaches like pyrolysis can turn various types of biomass into three valuable product streams, namely, bio-oil, biochar, and syngas. To date, past review articles have considered the major operating parameters of kinetics, chemistry, and the application of pyrolysis products. However, ash content is one of the key biomass components that lacks investigation on its influence during biomass pyrolysis with respect to products yield and properties. This review article examines: i) the ash content and composition in different types of biomass; ii) effects of ash content on catalytic pathway and biomass thermal degradation; iii) ash related problems in the thermal degradation of biomass; and iv) available deashing techniques for biomass. The review aims to provide new understandings and insights regarding the effects of ash content and composition on biomass pyrolysis.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
AAEM in ash substitutes biomass protons in phenolic, acidic, or carbonyl groups, leading to salt formation.
“as AAEM in ash substitutes biomass protons in phenolic, acidic, or carbonyl groups, leading to salt formation [15].”
From Pilot-Scale Slow Pyrolysis, Post-Heat Treatment, and Self-Heating Performance of Biochar Fuels Derived from Construction, Renovation, and Demolition (CRD) Wood Waste (2026) · cites this paper as [15]
Section 2 says minerals in biomass ash can substitute for acidic hydrogen atoms in carboxylic acid or phenolic groups and subsequently form salts. It does not identify carbonyl groups as a site of proton substitution, so that part of the claim is unsupported. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Pyrolysis of Wood/Biomass for Bio-oil: A Critical Review
Mohan, D., Pittman, C. U., & Steele, P. H. (2006) · Energy & Fuels · doi:10.1021/ef0502397 · Cited by 5,663 · cited 4× · see citing works
“…of levoglucosan (i.e., a six-carbon ring structure that is often produced from pyrolysis of cellulose); however, it could lead to the catalyst poisoning and deactivation like S element (Atadana, 2010; Shimada et al., 2008; He et al., 2010; Mohan et al., 2006; Thy et al., 2013; Bridgwater, 2012).”
BackgroundInfluentialReview of fast pyrolysis of biomass and product upgrading
Bridgwater, A. V. (2012) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2011.01.048 · Cited by 4,856 · cited 4× · see citing works
“This observation could result from the Na-induced secondary cracking of pyrolysis vapor and thus exhibits an adverse impact on bio-oil formation (Patwardhan et al., 2010; Bridgwater, 2012; Radlein and Quignard, 2013; Thy et al., 2013; Carpenter et al., 2014).”
BackgroundInfluentialAn overview of the chemical composition of biomass
Vassilev, S. V., Baxter, D., Andersen, L. K., & Vassileva, C. G. (2010) · Fuel · doi:10.1016/j.fuel.2009.10.022 · Cited by 2,519 · see citing works
Kan, T., Strezov, V., & Evans, T. J. (2016) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2015.12.185 · Cited by 2,239 · see citing works
A review on thermal and catalytic pyrolysis of plastic solid waste (PSW).
Al-Salem, S., Antelava, A., Constantinou, A., Manos, G., & Dutta, A. (2017) · Journal of Environmental Management · doi:10.1016/j.jenvman.2017.03.084 · Cited by 1,069 · see citing works
Niu, Y., Tan, H., & Hui, S. (2016) · Progress in Energy and Combustion Science · doi:10.1016/j.pecs.2015.09.003 · Cited by 1,069 · see citing works
Bioenergy and biofuels: History, status, and perspective
Guo, M., Song, W., & Buhain, J. (2015) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2014.10.013 · Cited by 931 · cited 1× · see citing works
“…types of biomass, lignocellulose including agricultural and forestry residue and energy crop has been extensively utilized as a raw materials to produce biofuels and biochemicals via different conversion technologies (M. Guo et al., 2015; Manikandan et al., 2023; Braghiroli and Passarini, 2020).”
MethodTechno-economic analysis of biomass fast pyrolysis to transportation fuels
Wright, M. M., Daugaard, D. E., Satrio, J. A., & Brown, R. C. (2010) · Fuel · doi:10.1016/j.fuel.2010.07.029 · Cited by 814 · cited 1× · see citing works
“…primarily affects pyrolysis with respect to i) the reaction rate; ii) bio-oil yield and properties; iii) composition of biochar; and iv) the total biomass conversion (Antal, 1983; Scott et al., 2001; Wright et al., 2010; Bridgwater, 2012; Mayer et al., 2012; Carpenter et al., 2014).”
BackgroundInfluence of inorganic salts on the primary pyrolysis products of cellulose
Patwardhan, P. R., Satrio, J. A., Brown, R. C., & Shanks, B. H. (2010) · Bioresource Technology · doi:10.1016/j.biortech.2010.01.112 · Cited by 799 · see citing works
Potential applications of rice husk ash waste from rice husk biomass power plant
Pode, R. (2016) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2015.09.051 · Cited by 719 · cited 1× · see citing works
“…studies focused on the ash-related properties in biomass combustion (Vassilev et al., 2014; L; Wang et al., 2012; Nunes et al., 2016; Niu et al., 2016) and potential applications of biomass ash in concrete manufacturing and agriculture (Pode, 2016; Silva et al., 2019; Olatoyan et al., 2023).”
BackgroundQuality variations of poultry litter biochar generated at different pyrolysis temperatures
Song, W., & Guo, M. (2012) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2011.11.018 · Cited by 693 · see citing works
Carpenter, D. L., Westover, T., Czernik, S., & Jablonski, W. S. (2013) · Green Chemistry · doi:10.1039/c3gc41631c · Cited by 691 · see citing works
Catalysis for conversion of biomass to fuels via pyrolysis and gasification: A review
Bulushev, D. A., & Ross, J. (2011) · Catalysis Today · doi:10.1016/j.cattod.2011.02.005 · Cited by 601 · see citing works
Ruddy, D. A., Schaidle, J. A., Ferrell, J. R., Wang, J., Moens, L. J., & Hensley, J. E. (2013) · Green Chemistry · doi:10.1039/c3gc41354c · Cited by 494 · cited 2× · see citing works
“⁃ P : Along with the positive catalytic effect on biochar yield, it has also been found that phosphoric acid (H 3 PO 4 ) promotes the coke deposition, which not only poses a threat to catalyst deactivation but also causes fouling and corrosion the process machinery (Ruddy et al., 2014).”
BackgroundKleinhans, U., Wieland, C. M., Frandsen, F., & Spliethoff, H. (2018) · Progress in Energy and Combustion Science · doi:10.1016/j.pecs.2018.02.001 · Cited by 493 · see citing works
Algae biofuel: Current status and future applications
Adeniyi, O. M., Azimov, U., & Burluka, A. (2018) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2018.03.067 · Cited by 475 · cited 1× · see citing works
“…that belongs to the third generation of biofuels offers bene fi ts of high biomass productivity, fast growth rate, an ability to be cultivated in wastewater or brine water, high lipid yield, and presences of valuable biochemicals (e.g., β - carotene, lutein, and astaxanthin) (Adeniyi et al., 2018).”
BackgroundCharacterization of Biochars Produced from Cornstovers for Soil Amendment
Lee, J. W., Kidder, M. K., Evans, B. R., Paik, S., Buchanan, A. C., Garten, C. T., & Brown, R. C. (2010) · Environmental Science & Technology · doi:10.1021/es101337x · Cited by 474 · see citing works
Lee, X. J., Ong, H. C., Gan, Y. Y., Chen, W.-H., & Mahlia, T. M. I. (2020) · Energy Conversion and Management · doi:10.1016/j.enconman.2020.112707 · Cited by 465 · see citing works
Ash Transformation Chemistry during Combustion of Biomass
Boström, D., Skoglund, N., Grimm, A., Boman, C., Öhman, M., Broström, M., & Backman, R. (2012) · Energy & Fuels · doi:10.1021/ef201205b · Cited by 456 · see citing works
Composition, properties and challenges of algae biomass for biofuel application: An overview
Vassilev, S. V., & Vassileva, C. G. (2016) · Fuel · doi:10.1016/j.fuel.2016.04.106 · Cited by 432 · see citing works
Tibbetts, S. M., Milley, J. E., & Lall, S. P. (2014) · Journal of Applied Phycology · doi:10.1007/s10811-014-0428-x · Cited by 423 · see citing works
Vassilev, S. V., Baxter, D., & Vassileva, C. G. (2013) · Fuel · doi:10.1016/j.fuel.2013.09.024 · Cited by 421 · see citing works
Ghodake, G. S., Shinde, S. K., Kadam, A. A., Saratale, R. G., Saratale, G. D., Kumar, M., Palem, R. R., AL-Shwaiman, H. A., Elgorban, A. M., Syed, A., et al. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.126645 · Cited by 414 · see citing works
Batista, E. M. C. C., Shultz, J., Matos, T. T. S., Fornari, M. R., Ferreira, T. M., Szpoganicz, B., de Freitas, R. A., & Mangrich, A. S. (2018) · Scientific Reports · doi:10.1038/s41598-018-28794-z · Cited by 392 · see citing works
A review of the effects of alkali and alkaline earth metal species on biomass gasification
Yu, J., Guo, Q., Gong, Y., Ding, L., Wang, J., & Yu, G. (2021) · Fuel Processing Technology · doi:10.1016/j.fuproc.2021.106723 · Cited by 351 · see citing works
Biomass combustion systems: A review on the physical and chemical properties of the ashes
Nunes, L. J. R., Matias, J., & Catalão, J. (2016) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2015.08.053 · Cited by 335 · see citing works
Progress of the applications of bio-oil
Hu, X., & Gholizadeh, M. (2020) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110124 · Cited by 334 · cited 1× · see citing works
“Another application of bio-oil is the recovery of a wide spectrum of chemicals like phenolics, alcohols, and acids (Hu and Gholizadeh, 2020).”
BackgroundRice husk silica derived nanomaterials for sustainable applications
Shen, Y. (2017) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2017.05.115 · Cited by 315 · cited 1× · see citing works
“Shen (2017) discussed the potential of using silica derived from rice husk for soil remediation, pollutant removal, and fabrication of silicon materials.”
BackgroundWang, L., Hustad, J. E., Skreiberg, Ø., Skjevrak, G., & Grønli, M. G. (2012) · Energy Procedia · doi:10.1016/j.egypro.2012.03.004 · Cited by 314 · cited 2× · see citing works
“Most previous studies focused on the ash-related properties in biomass combustion (Vassilev et al., 2014; L; Wang et al., 2012; Nunes et al., 2016; Niu et al., 2016) and potential applications of biomass ash in concrete manufacturing and agriculture (Pode, 2016; Silva et al., 2019; Olatoyan et al.,…”
BackgroundEffect of biomass ash in catalytic fast pyrolysis of pine wood
Yıldız, G., Ronsse, F., Venderbosch, R. H., van Duren, R., Kersten, S. R. A., & Prins, W. (2014) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2014.12.044 · Cited by 313 · see citing works
Mourant, D., Wang, Z., He, M., Wang, X.-S., García-Pérez, M., Ling, K.-C., & Li, C.-Z. (2011) · Fuel · doi:10.1016/j.fuel.2011.04.033 · Cited by 312 · see citing works
Effect of essential inorganic metals on primary thermal degradation of lignocellulosic biomass
Eom, I., Kim, J., Kim, T.-S., Lee, S., Choi, D., Choi, I.-G., & Choi, J. (2011) · Bioresource Technology · doi:10.1016/j.biortech.2011.10.035 · Cited by 312 · see citing works
Bed Agglomeration Characteristics during Fluidized Bed Combustion of Biomass Fuels
Öhman, M., Nordin, A., Skrifvars, B., Backman, R., & Hupa, M. (2000) · doi:10.1021/ef990107b · Cited by 306
Wullschleger, S. D., Davis, E. B., Borsuk, M. E., Gunderson, C. A., & Lynd, L. R. (2010) · Agronomy Journal · doi:10.2134/agronj2010.0087 · Cited by 289 · cited 1× · see citing works
“It was found that water hyacinth has a growing rate at 100 dry tonnes/(ha · year) while switchgrass (i.e., one type of energy crop) only produces about 25 dry tonnes/(ha · year) (Wullschleger et al., 2010).”
BackgroundThe fate of heavy metals during combustion and gasification of contaminated biomass—A brief review
Nzihou, A., & Stanmore, B. R. (2013) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2013.02.050 · Cited by 286 · see citing works
Metal Leaching of Fly Ash from Municipal Waste Incineration by Aspergillus niger
Bosshard, P., Bachofen, R., & Brandl, H. (1996) · Environmental Science & Technology · doi:10.1021/es960151v · Cited by 278 · see citing works
Microbial recovery of metals from solids
Krebs, W., Brombacher, C., Bosshard, P. P., Bachofen, R., & Brandl, H. (1997) · FEMS Microbiology Reviews · doi:10.1111/j.1574-6976.1997.tb00341.x · Cited by 275 · see citing works
Chemical forms of ash-forming elements in woody biomass fuels
Werkelin, J., Skrifvars, B., Zevenhoven, M., Holmbom, B. R., & Hupa, M. M. (2009) · Fuel · doi:10.1016/j.fuel.2009.09.005 · Cited by 269 · see citing works
Critical review of biochemical pathways to transformation of waste and biomass into bioenergy
Manikandan, S., Vickram, S., Sirohi, R., Subbaiya, R., Krishnan, R. Y., Karmegam, N., Sumathijones, C., Rajagopal, R., Chang, S. W., Ravindran, B., et al. (2023) · Bioresource Technology · doi:10.1016/j.biortech.2023.128679 · Cited by 268 · see citing works
Nowakowski, D. J., & Jones, J. M. (2008) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2008.05.007 · Cited by 265 · cited 1× · see citing works
“The researchers also stated that K could lead to an increased formation of phenolics compounds in bio-oil but decreasing concentration of furfurals in bio-oil (Nowakowski and Jones, 2008).”
BackgroundMary, G., Sugumaran, P., Niveditha, S., Ramalakshmi, B., Ravichandran, P., & Seshadri, S. (2016) · International Journal Of Recycling of Organic Waste in Agriculture · doi:10.1007/s40093-016-0116-8 · Cited by 257 · see citing works
Wu, H.-Y., & Ting, Y.-P. (2006) · Enzyme and Microbial Technology · doi:10.1016/j.enzmictec.2005.08.012 · Cited by 253 · see citing works
Combustion behaviour of rice husk in a bubbling fluidised bed
Armesto, L., Bahillo, A., Veijonen, K., Cabanillas, A., & Otero, J. (2002) · Biomass and Bioenergy · doi:10.1016/s0961-9534(02)00046-6 · Cited by 250 · see citing works
Yip, K., Tian, F.-J., Hayashi, J., & Wu, H.-W. (2010) · Energy & Fuels · doi:10.1021/ef900534n · Cited by 236 · see citing works
Jiang, L. K., Hu, S., Lun-shi, S., Su, S., Xu, K., He, L., & Xiang, J. H. (2013) · Bioresource Technology · doi:10.1016/j.biortech.2013.07.063 · Cited by 232 · see citing works
Osman, A. I., Farghali, M. R. F., Ihara, I., Elgarahy, A. M., Ayyad, A., Mehta, N., Ng, K. H., El-Monaem, E. M. A., Eltaweil, A. S., Hosny, M., et al. (2023) · Environmental Chemistry Letters · doi:10.1007/s10311-023-01573-7 · Cited by 232 · see citing works
Different action of alkali/alkaline earth metal chlorides on cellulose pyrolysis
Shimada, N., Kawamoto, H., & Saka, S. (2008) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2007.09.005 · Cited by 229 · see citing works
Characterization of rice husk ash produced using different biomass combustion techniques for energy
Fernandes, I. J., Calheiro, D., Kieling, A., Moraes, C. A., Rocha, T. L. Á. D. C., Brehm, F. A., & Modolo, R. C. (2016) · doi:10.1016/j.fuel.2015.10.086 · Cited by 210
Zhang, Y., Kajitani, S., Ashizawa, M., & Oki, Y. (2010) · Fuel · doi:10.1016/j.fuel.2009.08.045 · Cited by 205 · see citing works
He, M.-Y., Xiao, B., Liu, S.-M., Hu, Z.-Q., Guo, X.-J., Luo, S., & Yang, F. (2010) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2009.11.005 · Cited by 203 · see citing works
Alkali metals association in biomass and their impact on ash melting behaviour
Mlonka-Mędrala, A., Magdziarz, A., Gajek, M., Nowińska, K., & Nowak, W. (2020) · doi:10.1016/j.fuel.2019.116421 · Cited by 201
Míguez, J. L., Porteiro, J., Behrendt, F., Blanco, D., Patiño, D., & Dieguez-Alonso, A. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110502 · Cited by 181 · see citing works
Ash Deposition in Biomass Combustion or Co-Firing for Power/Heat Generation
Shao, Y., Wang, J., Preto, F., Zhu, J., & Xu, C. (2012) · Energies · doi:10.3390/en5125171 · Cited by 178 · see citing works
Hydrothermal Reactions of Biomolecules Relevant for Microalgae Liquefaction
Changi, S. M., Faeth, J. L., Mo, N., & Savage, P. E. (2015) · Industrial & Engineering Chemistry Research · doi:10.1021/acs.iecr.5b02771 · Cited by 175 · see citing works
Awasthi, M. K., Şar, T., Gowd, S. C., Rajendran, K., Kumar, V., Sarsaiya, S., Li, Y., Sindhu, R., Binod, P., Zhang, Z., et al. (2023) · Fuel · doi:10.1016/j.fuel.2023.127790 · Cited by 175 · see citing works
Antal, M. (1983) · Industrial & Engineering Chemistry Product Research and Development · doi:10.1021/i300010a039 · Cited by 171 · cited 1× · see citing works
“…primarily affects pyrolysis with respect to i) the reaction rate; ii) bio-oil yield and properties; iii) composition of biochar; and iv) the total biomass conversion (Antal, 1983; Scott et al., 2001; Wright et al., 2010; Bridgwater, 2012; Mayer et al., 2012; Carpenter et al., 2014).”
BackgroundMechanisms and mitigation of agglomeration during fluidized bed combustion of biomass: A review
Morris, J. D., Daood, S. S., Chilton, S., & Nimmo, W. (2018) · Fuel · doi:10.1016/j.fuel.2018.04.098 · Cited by 170 · see citing works
Davidsson, K. O., Åmand, L.-E., Steenari, B. ‐., Elled, A.-L., Eskilsson, D., & Leckner, B. (2008) · Chemical Engineering Science · doi:10.1016/j.ces.2008.07.012 · Cited by 165 · see citing works
Nzihou, A., Stanmore, B. R., Lyczko, N., & Minh, D. P. (2018) · Energy · doi:10.1016/j.energy.2018.12.174 · Cited by 164 · see citing works
Applications of microalgal biofilms for wastewater treatment and bioenergy production
Miranda, A. F., Ramkumar, N., Andriotis, C., Höltkemeier, T., Yasmin, A., Rochfort, S. J., Włodkowic, D., Morrison, P. D., Roddick, F., SPANGENBERG, G. C., et al. (2017) · Biotechnology for Biofuels · doi:10.1186/s13068-017-0798-9 · Cited by 162 · see citing works
Braghiroli, F. L., & Passarini, L. (2020) · Current Forestry Reports · doi:10.1007/s40725-020-00112-9 · Cited by 162 · see citing works
Pretreatment of poplar wood for fast pyrolysis: rate of cation removal
Scott, D., Paterson, L., Piskorz, J., & Radlein, D. (2001) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/s0165-2370(00)00108-x · Cited by 149 · cited 2× · see citing works
“Lastly, several studies have observed that K hinders the depolymerization process of main biomass components (Scott et al., 2001; Patwardhan et al., 2010; Mohan et al., 2006; Mourant et al., 2011; Thy et al., 2013; Carpenter et al., 2014).”
BackgroundAre NaCl and KCl equally corrosive on superheater materials of steam boilers?
Enestam, S. H., Bankiewicz, D., Tuiremo, J., Mäkelä, K., & Hupa, M. M. (2012) · Fuel · doi:10.1016/j.fuel.2012.07.020 · Cited by 139 · cited 1× · see citing works
“In addition to the corrosion issue, it can also reduce the fi nal steam temperature and hence the boiler ef fi ciency (Enestam et al., 2013).”
BackgroundLi, W., Dang, Q. F., Brown, R. C., Laird, D. A., & Wright, M. M. (2017) · Bioresource Technology · doi:10.1016/j.biortech.2017.06.049 · Cited by 138 · see citing works
A review of biomass ash related problems: Mechanism, solution, and outlook
Abioye, K. J., Harun, N. Y., Sufian, S., Yusuf, M., Jagaba, A. H., Ekeoma, B. C., Kamyab, H., Sikiru, S., Waqas, S., & Ibrahim, H. (2024) · Journal of the Energy Institute · doi:10.1016/j.joei.2023.101490 · Cited by 135 · see citing works
MINERAL MATTER EFFECTS IN RAPID PYROLYSIS OF BEECH WOOD
Nikazar, M., Hajaligol, M. R., Sohrabi, M., & Dabir, B. (1997) · Fuel Processing Technology · doi:10.1016/s0378-3820(96)01074-0 · Cited by 134 · see citing works
Silva, F., Cruz, N., Tarelho, L., & Rodrigues, S. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2018.12.268 · Cited by 131 · see citing works
Gudka, B., Jones, J. M., Lea‐Langton, A., Williams, A., & Saddawi, A. (2015) · Journal of the Energy Institute · doi:10.1016/j.joei.2015.02.007 · Cited by 126 · see citing works
Hydrothermal liquefaction of barks into bio-crude – Effects of species and ash content/composition
Feng, S.-H., Yuan, Z.-S., Leitch, M., & Xu, C. (2014) · Fuel · doi:10.1016/j.fuel.2013.07.096 · Cited by 125 · cited 1× · see citing works
“A 0.5 M nitric acid was utilized by Feng et al. (2014) to remove ash from woody biomass (i.e., white pine bark, white spruce bark, and white birch bark) at room temperature for 8 h under stirring and a biomass/acid ratio of 1: 20 (g/mL).”
MethodInfluentialAdvanced biofuels production by upgrading of pyrolysis bio‐oil
Fermoso, J., Pizarro, P., Coronado, J. M., & Serrano, D. P. (2017) · Wiley Interdisciplinary Reviews Energy and Environment · doi:10.1002/wene.245 · Cited by 116 · see citing works
Li, P., Shi, X., Wang, X., Song, J., Fang, S., Bai, J., Zhang, G., Chang, C., & Pang, S. (2021) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2021.129613 · Cited by 113 · see citing works
The influence of exchangeable cations on the carbonization of biomass
Degroot, W. F., & Shafizadeh, F. (1984) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/0165-2370(84)80019-4 · Cited by 112 · see citing works
Recent progress of catalytic pyrolysis of biomass by HZSM-5
Tan, S., Zhang, Z.-J., Sun, J.-P., & Wang, Q.-W. (2013) · CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · doi:10.1016/s1872-2067(12)60531-2 · Cited by 110 · cited 2× · see citing works
“…boiler for generating heat, i.e., formation mechanisms of bottom ash and fl y ash, the associated challenges of bottom ash and fl y ash, and the possible solution to reduce or limit bottom ash and fl y ash (Tan et al., 2013; Vassilev and Vassileva, 2016; Kleinhans et al., 2018; Abioye et al., 2024).”
BackgroundBed Agglomeration Problems in Fluidized-Bed Biomass Combustion
Olofsson, G., Ye, Z., Bjerle, I., & Andersson, A. (2002) · Industrial & Engineering Chemistry Research · doi:10.1021/ie010274a · Cited by 109 · see citing works
Gómez, N., Banks, S. W., Nowakowski, D. J., Rosas, J. G., Cara-Jiménez, J., Sánchez, M. E., & Bridgwater, A. V. (2017) · Fuel Processing Technology · doi:10.1016/j.fuproc.2017.11.021 · Cited by 107 · see citing works
Impact of the lignocellulosic material on fast pyrolysis yields and product quality
Carrier, M., Joubert, J.-E., Danje, S., Hugo, T., Görgens, J. F., & Knoetze, J. H. (2013) · Bioresource Technology · doi:10.1016/j.biortech.2013.09.134 · Cited by 93 · cited 1× · see citing works
“This chemical species has shown to have negative effects on bio-oil yield but catalyses the char formation (Bulushev and Ross, 2011; Carrier et al., 2013; Carpenter et al., 2014).”
BackgroundMullen, C. A., & Boateng, A. (2013) · Industrial & Engineering Chemistry Research · doi:10.1021/ie4030209 · Cited by 92 · see citing works
Secondary reactions of levoglucosan and char in the fast pyrolysis of cellulose
Ronsse, F., Bai, X., Prins, W., & Brown, R. (2012) · Environmental Progress & Sustainable Energy · doi:10.1002/ep.11633 · Cited by 91 · see citing works
Chen, H., Namioka, T., & Yoshikawa, K. (2011) · Applied Energy · doi:10.1016/j.apenergy.2011.07.007 · Cited by 90 · see citing works
Olatoyan, O. J., Kareem, M. A., Adebanjo, A. U., Olawale, S. O. A., & Alao, K. T. (2023) · Hybrid Advances · doi:10.1016/j.hybadv.2023.100076 · Cited by 89 · see citing works
Characterization of bio-oil and biochar from pyrolysis of waste corrugated cardboard
Sotoudehnia, F., Rabiu, A. B., Alayat, A. M., & McDonald, A. G. (2019) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2019.104722 · Cited by 89 · see citing works
Wang, Q.-H., Yang, J., Wang, Q., & Wu, T.-J. (2009) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2008.05.125 · Cited by 86
Life Cycle Assessment of Biomass Pyrolysis
Gahane, D., Biswal, D., & Mandavgane, S. A. (2022) · BioEnergy Research · doi:10.1007/s12155-022-10390-9 · Cited by 85 · cited 2× · see citing works
“During the reaction, pyrolysis vapor is released from the volatiles fraction of biomass upon thermal degradation, followed by condensation to separate bio-oil and gaseous products (Gahane et al., 2022).”
BackgroundMethodHigh temperature interaction of Al/Si-modified Fe–Cr alloys with KCl
Li, Y. S., Niu, Y., & Spiegel, M. (2006) · Corrosion Science · doi:10.1016/j.corsci.2006.10.019 · Cited by 84 · see citing works
Washing sorghum biomass with water to improve its quality for combustion
Carrillo, M., Staggenborg, S., & Pineda, J. A. (2014) · Fuel · doi:10.1016/j.fuel.2013.08.028 · Cited by 83 · cited 1× · see citing works
“Another study performed by Carrillo et al. (2014) on sorghum biomass showed that water leaching resulted in the declination of ash content of around 20% and while lignin increased up to 53%.”
BackgroundMayer, Z. A., Apfelbacher, A., & Hornung, A. (2012) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2012.04.007 · Cited by 75 · see citing works
Design and operation of a pilot-scale catalytic biomass pyrolysis unit
Dayton, D. C., Carpenter, J. R., Kataria, A., Peters, J. E., Barbee, D., Mante, O. D., & Gupta, R. (2015) · Green Chemistry · doi:10.1039/c5gc01023c · Cited by 75 · see citing works
A Short Historical Review of Fast Pyrolysis of Biomass
Radlein, D., & Quignard, A. (2013) · Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles · doi:10.2516/ogst/2013162 · Cited by 70 · see citing works
Sommersacher, P., Brunner, T., Obernberger, I., Kienzl, N., & Kanzian, W. (2013) · doi:10.1021/ef400400n · Cited by 66
Investigation of additives for preventing ash fouling and sintering during barley straw combustion
Wang, L., Skreiberg, Ø., & Becidan, M. (2014) · doi:10.1016/j.applthermaleng.2014.05.075 · Cited by 65 · cited 1×
“It is known that the additives have an impact on ash chemistry and hence the physical properties such as the melting point (Konist, 2023; L; Wang et al., 2014; Míguez et al., 2021).”
BackgroundInorganic Composition and Environmental Impact of Biomass Feedstock
Thy, P., Yu, C., Jenkins, B. M., & Lesher, C. E. (2013) · Energy & Fuels · doi:10.1021/ef400660u · Cited by 65 · see citing works
Banerjee, S., Banerjee, S., Ghosh, A. K., & Das, D. (2020) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2020.110155 · Cited by 65 · see citing works
Roberts, L. J., Mason, P., Jones, J. M., Gale, W., Williams, A., Hunt, A., & Ashman, J. (2019) · Biomass & Bioenergy · doi:10.5071/26theubce2018-2ao.8.3 · Cited by 64
Bläsing, M., Zini, M., & Müller, M. (2013) · doi:10.1021/ef302093r · Cited by 60
Bosch, D., Back, J. O., Gurtner, D., Giberti, S., Hofmann, A., & Bockreis, A. (2022) · Carbon Resources Conversion · doi:10.1016/j.crcon.2022.09.001 · Cited by 59 · see citing works
Molten alkali carbonates pyrolysis of digestate for phenolic productions
Wei, Y., Tang, J., Xie, J., & Shen, C. (2019) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2019.03.234 · Cited by 59 · see citing works
Advances in the chemical leaching (inorgano-leaching), bio-leaching and desulphurisation of coals
Dhawan, H., & Sharma, D. K. (2019) · International Journal of Coal Science & Technology · doi:10.1007/s40789-019-0253-6 · Cited by 58 · see citing works
Sintering Characteristics and Mineral Transformation Behaviors of Corn Cob Ashes
Wang, L., Hustad, J. E., & Grønli, M. G. (2012) · Energy & Fuels · doi:10.1021/ef300215x · Cited by 54 · see citing works
Short Review on the Origin and Countermeasure of Biomass Slagging in Grate Furnace
Zhu, Y., Niu, Y., Tan, H., & Wang, X. (2014) · Frontiers in Energy Research · doi:10.3389/fenrg.2014.00007 · Cited by 54 · see citing works
Islam, M. K., Khatun, M. S., Arefin, M. A., Islam, M., & Hassan, M. (2021) · Heliyon · doi:10.1016/j.heliyon.2021.e08530 · Cited by 52
Wang, X.-Y., Zhai, M., Guo, H., Panahi, A., Dong, P., & Levendis, Y. (2021) · doi:10.1016/j.fuel.2020.119084 · Cited by 52
Chen, H., Pan, P.-Y., Wang, Y.-G., & Zhao, Q. (2017) · doi:10.1016/j.fuel.2017.06.120 · Cited by 51
Tonn, B., Thumm, U., Lewandowski, I. M., & Claupein, W. (2011) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2011.11.014 · Cited by 50 · see citing works
Ash Properties of Alternative Biomass
Capablo, J., Jensen, P. A., Pedersen, K., Hjuler, K., Nikolaisen, L., Backman, R., & Frandsen, F. (2009) · Energy & Fuels · doi:10.1021/ef8008426 · Cited by 49 · see citing works
Grams, J., Jankowska, A., & Gościańska, J. (2023) · Microporous and Mesoporous Materials · doi:10.1016/j.micromeso.2023.112761 · Cited by 47 · see citing works
da Rosa, M. D. H., Jansen-Alves, C., dos Santos, F. N., de Souza, A. O., Zavareze, E. D. R., Pinto, E., Noseda, M. D., Ramos, D. F., & de Pereira, C. M. P. (2023) · Energies · doi:10.3390/en16041820 · Cited by 47 · see citing works
Combustion Characteristics and Slagging during Co-Combustion of Rice Husk and Sewage Sludge Blends
Rong, H., Wang, T., Zhou, M., Wang, H., Hou, H.-B., & Xue, Y.-J. (2017) · doi:10.3390/en10040438 · Cited by 46
Naterer, G. (2018) · doi:10.1201/9781003206125 · Cited by 44 · cited 1×
“This might limit the heat and mass transfer within the biomass particle (Naterer, 2021) and subsequently affects the biomass conversion rate and products distribution and properties.”
BackgroundSelf-citationNiu, Y., Lv, Y., Zhang, X., Wang, D., Li, P., & Hui, S. (2019) · Applied Thermal Engineering · doi:10.1016/j.applthermaleng.2019.03.124 · Cited by 42 · see citing works
Acid treatment effecting the physiochemical structure and thermal degradation of biomass
Javed, M. A. (2020) · doi:10.1016/j.renene.2020.06.011 · Cited by 41 · cited 1×
“Javed (2020) applied CH 3 COOH, HCl, and H 2 SO 4 to pretreat wheat straw to remove the ash fraction.”
MethodMelikoğlu, M., Özdemir, M., & Ateş, M. (2023) · Energy Nexus · doi:10.1016/j.nexus.2023.100231 · Cited by 38 · see citing works
Valizadeh, S., Oh, D., Jae, J., Pyo, S., Jang, H., Yim, H., Rhee, G. H., Khan, M. A., Jeon, B., Lin, K. A., et al. (2021) · Fuel · doi:10.1016/j.fuel.2021.122959 · Cited by 38 · see citing works
Under-Deposit Corrosion on Steel Pipeline Surfaces: Mechanism, Mitigation and Current Challenges
Obot, I. (2021) · Journal of Bio- and Tribo-Corrosion · doi:10.1007/s40735-021-00485-9 · Cited by 37 · cited 1×
“…refers to the phenomena of accelerated decomposition, in which ash particles containing compounds such as K 2 CO 3 , K 2 SO 4 , SiO 2 , KCl, NaCl and CaSO 4 settle on the surface of process equipment (Konist, 2023; G; Song et al., 2018; Sanusi et al., 2022; Obot, 2021; H; Chen et al., 2017).”
BackgroundOsatiashtiani, A., Zhang, J., Stefanidis, S., Zhang, X., & Bridgwater, A. (2022) · Fuel · doi:10.1016/j.fuel.2022.125279 · Cited by 37
Pyrolysis of municipal solid waste: A kinetic study through multi-step reaction models.
Márquez, A., Patlaka, E., Sfakiotakis, S., Ortiz, I., & Sánchez-Hervás, J. M. (2023) · Waste Management · doi:10.1016/j.wasman.2023.10.031 · Cited by 36
Song, G., Qi, X., Yang, S., & Zhao, Y. (2017) · Fuel · doi:10.1016/j.fuel.2017.11.011 · Cited by 35 · see citing works
Co-pyrolysis of waste tyre and pine bark: Study of reaction kinetics and mechanisms
Al-Balushi, F., Burra, K. G., Chai, Y., & Wang, M.-H. (2023) · Biomass & Bioenergy · doi:10.1016/j.biombioe.2022.106654 · Cited by 34
Guo, Q., Cheng, Z.-J., Chen, G.-Y., Yan, B., Hou, L., & Ronsse, F. (2020) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2020.122529 · Cited by 34 · see citing works
Bartolucci, L., Cordiner, S., Mele, P., & Mulone, V. (2023) · Biomass & Bioenergy · doi:10.1016/j.biombioe.2023.106974 · Cited by 32
Characterization of Ashes from Pinus Sylvestris forest Biomass
Dibdiakova, J., Wang, L., & Li, H.-L. (2015) · Energy Procedia · doi:10.1016/j.egypro.2015.07.289 · Cited by 32 · cited 2× · see citing works
“SiO 3 Total ash content (wt%, dry basis) and ash composition (mg/kg, dry basis) of woody biomass (Dibdiakova et al., 2015). chips, lumps, pellets, sawdust, and other various wood species (Vassilev et al., 2010).”
BackgroundNair, R. R., Kißling, P. A., Marchanka, A., Lecinski, J., Turcios, A. E., Shamsuyeva, M., Rajendiran, N., Ganesan, S., Srinivasan, S. V., Papenbrock, J., et al. (2023) · Sustainable Environment Research · doi:10.1186/s42834-023-00176-9 · Cited by 31 · see citing works
Techno-economic analysis of ash removal in biomass harvested from algal turf scrubbers
Hess, D., Wendt, L. M., Wahlen, B. D., Aston, J. E., Hu, H., & Quinn, J. C. (2019) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2019.02.010 · Cited by 31 · cited 2× · see citing works
“Hess et al. (2019) conducted a techno-economic analysis for ash removal from high ash containing microalgae.”
BackgroundGenuino, H. C., Contucci, L., Velasco, J. O., Sridharan, B., Wilbers, E., Akın, O., Winkelman, J., Venderbosch, R. H., & Heeres, H. (2023) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2023.106005 · Cited by 30 · see citing works
Shao, Y., Li, C., Fan, M., Gao, G., Inkoua, S., Zhang, L., Zhang, S., Xiang, J. H., Hu, S. J., & Hu, X. (2023) · Green Chemical Engineering · doi:10.1016/j.gce.2023.04.004 · Cited by 30 · see citing works
A molecular investigation on the mechanism of co-pyrolysis of ammonia and biodiesel surrogates
Xing, Z., Chen, C., & Jiang, X. (2023) · Energy Conversion and Management · doi:10.1016/j.enconman.2023.117164 · Cited by 29 · cited 1× · see citing works
“Past review papers have been previously reported by (Osatiashtiani et al., 2022; Al-Balushi et al., 2023; Sierra et al., 2023; Silos-Llamas et al., 2023; Xing et al., 2023).”
BackgroundAsh fouling, deposition and slagging in ultra-supercritical coal power plants
Zhang, D. (2013) · Elsevier eBooks · doi:10.1533/9780857097514.2.133 · Cited by 29 · cited 1× · see citing works
“This further causes issues relating to the deposit formation (Zhang, 2013).”
BackgroundHu, B., Zhang, W., Guo, X., Ji, L., Yang, X. Z., & Lü, Q. (2023) · Fuel Processing Technology · doi:10.1016/j.fuproc.2023.107989 · Cited by 24 · see citing works
Bulatov, I., & Klemeš, J. (2009) · Clean Technologies and Environmental Policy · doi:10.1007/s10098-008-0177-0 · Cited by 24 · see citing works
Einvall, J., Albertazzi, S., Hulteberg, C., Malik, A. I., Basile, F., Larsson, A., Brandin, J., & Sanati, M. (2007) · doi:10.1021/ef060633k · Cited by 23
Silos-Llamas, A. K., Sudibyo, H., Hernández‐Montoya, V., Meredith, W., & Durán-Jiménez, G. (2023) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2023.106217 · Cited by 22 · see citing works
Methods and Applications of Deoxygenation for the Conversion of Biomass to Petrochemical Products
Duminda, A., & Sandun, D. (2013) · InTech eBooks · doi:10.5772/53983 · Cited by 21 · see citing works
Influence of kaolin and coal fly ash addition on biomass ash deposition in an entrained flow reactor
Wang, G., Poulsen, J., Poulsen, S. N., Jensen, P. A., & Frandsen, F. (2022) · Fuel · doi:10.1016/j.fuel.2021.123041 · Cited by 21
Production of pyrolytic lignin for the phenolic resin synthesis via fast pyrolysis
Pienihäkkinen, E., Stamatopoulos, I., Krassa, P., Svensson, I., Ohra‐aho, T., Lindfors, C., & Oasmaa, A. (2023) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2023.106239 · Cited by 21 · see citing works
Co-pyrolysis of plastics and food waste mixture under flue gas condition for bio-oil production
Lim, H. Y., Tang, S. H., Chai, Y. H., Yusup, S. B., & Lim, M. (2022) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2022.102826 · Cited by 20 · see citing works
Sierra, I., Ayastuy, J. L., Gutiérrez-Ortiz, M. A., & Iriarte‐Velasco, U. (2023) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2023.105973 · Cited by 20 · see citing works
Investigation of Fouling and Corrosion of Low-Temperature Reheater in a Cfbc Boiler
Konist, A. (2023) · Social Science Research Network · doi:10.2139/ssrn.4238446 · Cited by 18 · cited 2×
“…refers to the phenomena of accelerated decomposition, in which ash particles containing compounds such as K 2 CO 3 , K 2 SO 4 , SiO 2 , KCl, NaCl and CaSO 4 settle on the surface of process equipment (Konist, 2023; G; Song et al., 2018; Sanusi et al., 2022; Obot, 2021; H; Chen et al., 2017).”
BackgroundLago, A., Sanz, M. E. V., Pidal, J. M. G., Fermoso, J., Pizarro, P., Serrano, D. P., & Moreno, I. (2022) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2022.107738 · Cited by 17 · see citing works
Folgueras, M. B., Gómez-Martín, J. M., & Diez, M. A. (2023) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2023.105861 · Cited by 17 · see citing works
Cruz-Reina, L. J., Flórez-Rojas, J. S., López, G.-D., Herrera-Orozco, I., Carazzone, C., & Sierra, R. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e18632 · Cited by 16
Miccio, F., Murri, A., Medri, V., & Landi, E. (2019) · doi:10.1021/acs.iecr.9b06253 · Cited by 16
Effect of kaolin addition on alkali capture capability during combustion of olive residue
Batir, O., Selçuk, N., & Kulah, G. (2019) · doi:10.1080/00102202.2018.1452376 · Cited by 16
Richardson, Y., Tanoh, S., Julbe, A., & Blin, J. (2015) · doi:10.1016/j.fuel.2015.03.059 · Cited by 16
Influence of Segregated Mineral Matter in Coal on Slagging
Bryers, R. (1986) · doi:10.1021/bk-1986-0301.ch025 · Cited by 16 · cited 2×
“Slagging is also related to sintering, which forms molten ash and, has glassy properties during cooling (Bryers, 1986).”
BackgroundKittivech, T., & Fukuda, S. (2019) · doi:10.3390/en13010056 · Cited by 14
Kim, H., Sriram, S., Fang, T., Kelley, S. S., & Park, S. (2021) · Renewable Energy · doi:10.1016/j.renene.2021.08.033 · Cited by 14 · see citing works
Fliri, L., Guizani, C., Miranda-Valdez, I., Pitkänen, L., & Hummel, M. (2023) · Social Science Research Network · doi:10.1016/j.jaap.2023.106153 · Cited by 13
Integrated technique to produce sustainable bioethanol from lignocellulosic biomass
Monir, M. U., Aziz, A., & Yousuf, A. (2022) · Materials Letters: X · doi:10.1016/j.mlblux.2022.100127 · Cited by 13
Role of glycosidic bond in initial cellulose pyrolysis: Investigation by machine learning simulation
Hu, B., Zhang, W., Zhang, B., Wang, X.-G., Yang, Y., Ma, S.-W., Liu, J., Wang, S., & Lü, Q. (2022) · Applications in Energy and Combustion Science · doi:10.1016/j.jaecs.2021.100055 · Cited by 10 · cited 1× · see citing works
“Previous studies have used characteristic biomass compounds like cellulose (Hu et al., 2022; Fliri et al., 2023; Shao et al., 2023), hemicellulose (D. Chen et al., 2022; Hu et al., 2024), lignin (Folgueras et al., 2023; Genuino et al., 2023; Pienihäkkinen et al., 2023), lipid (Bartoli et al., 2021;…”
BackgroundA comparative evaluation of waste wood and herbaceous biomass fireside corrosion behaviours
Sanusi, T., Sumner, J., & Simms, N. J. (2022) · Fuel · doi:10.1016/j.fuel.2022.124070 · Cited by 10 · see citing works
Obernberger, I., & Biedermann, F. (2002) · doi:10.1007/0-306-46920-0_44 · Cited by 4
Bartoli, M., Asomaning, J., Xia, L., Chae, M. S., & Bressler, D. C. (2021) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2021.106233 · Cited by 3 · see citing works
Flagged first, then by citations
5 of the 156 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Atadana, (2010). "Catalytic pyrolysis of cellulose, hemicellulose and lignin model compounds," (Virginia: Virginia Polytechnic Institute and State University). MSc thesis.
- ch025 · DOI
Cited by
Sorted by citations
Biomass to biofuel: Impacts and mitigation of environmental, health, and socioeconomic challenges
Chowdhury, P., Mahi, N. A., Yeassin, R., Chowdhury, N.-U.-R., & Farrok, O. (2025) · Energy Conversion and Management X · doi:10.1016/j.ecmx.2025.100889 · Cited by 98 · see citing works
Khlifi, S., Pozzobon, V., & Lâjili, M. (2024) · Energies · doi:10.3390/en17153646 · Cited by 61 · see citing works
“The di ff erence between the two curves’ behavior is likely due to variations in the biomass source type [51].”
Review of Advanced Technologies and Circular Pathways for Food Waste Valorization
Arvelli, S., Jia, L., Zhang, M., & Zhao, J. (2025) · Journal of Agricultural and Food Chemistry · doi:10.1021/acs.jafc.5c03394 · Cited by 52 · see citing works
Ding, L., Cheng, M., Lin, Y., Lin, K.-T., Sale, K. L., Sun, N., Donohoe, B. S., Ray, A. E., & Li, C. (2025) · Energy · doi:10.1016/j.energy.2025.135697 · Cited by 45 · see citing works
Catalytic pyrolysis of bio-waste in synthesis of value-added products: A systematic review
Awodun, K., He, Y.-H., Wu, C., & Soltani, S. M. (2025) · Fuel processing technology · doi:10.1016/j.fuproc.2025.108258 · Cited by 31 · see citing works
Mpungu, I. L., Maube, O., Nziu, P., Mwasiagi, J. I., Dulo, B., & Bongomin, O. (2024) · International Journal of Energy Research · doi:10.1155/2024/4311062 · Cited by 28 · see citing works
“Additionally, high ash content can negatively impact the quality of biochar by reducing its surface area and porosity, thereby hindering its effectiveness in applications like soil amendment [73].”
Supriyadi, D., Damayanti, D., Veigel, S., Hansmann, C., & Gindl‐Altmutter, W. (2025) · Materials Today Sustainability · doi:10.1016/j.mtsust.2025.101074 · Cited by 17 · see citing works
Technical challenges and corrosion research progress in bio-crude co-processing
Liaqat, S., Sun, Z., Zeng, Y., Maeda, N., & Liu, J. (2024) · Chemical Engineering Journal · doi:10.1016/j.cej.2024.155981 · Cited by 28 · see citing works
Armanu, E. G., Secula, M. S., Tofanica, B.-M., & Volf, I. (2024) · Polymers · doi:10.3390/polym16162334 · Cited by 23 · see citing works
“During thermal conversion, these minerals can contribute to ash formation, which may lead to operational challenges, such as slagging, fouling, and corrosion in combustion or gasification systems [47].”
BackgroundSenapati, S., Giri, J., Mallick, L., Biswal, P., Mohapatra, S. D., Behera, D., Rath, P., & Panda, A. K. (2025) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-025-06540-6 · Cited by 22 · see citing works
“Silicon is considered as one of the major components of ash in biochar [32].”
Gohar, H., Beggio, G., Schiavon, M., & Lavagnolo, M. C. (2025) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2025.108047 · Cited by 22 · see citing works
Hybrid heroes of water treatment: The rise of biochar-modified metal organic frameworks
Gungormus, E., Goren, A. Y., & KHATAEE, A. (2025) · Coordination Chemistry Reviews · doi:10.1016/j.ccr.2025.217508 · Cited by 22 · see citing works
Biomass Demineralization: A Critical Need for Future Biorefineries
Santiago-Martínez, L., Avraamidou, S., Ayala-Cortés, A., Azike, R., Bakshi, S., Banik, C., Bar‐Ziv, E., Canales, E., Carlson, T. R., Dumesic, J. A., et al. (2026) · Chemical Reviews · doi:10.1021/acs.chemrev.5c00784 · Cited by 17 · see citing works
Biomass torrefaction coupled gasification technology: A critical review
Yan, B.-B., Chen, W., Sun, X.-Y., Zhu, X.-C., Hou, D., Yang, K.-D., Zhou, S.-Q., & Chen, G.-Y. (2025) · Journal of the Energy Institute · doi:10.1016/j.joei.2025.102224 · Cited by 15 · see citing works
Fazi, M., Rosa, D., & Palma, L. D. (2026) · Journal of Analytical and Applied Pyrolysis · doi:10.1016/j.jaap.2026.107772 · Cited by 14 · see citing works
Zhu, Z., Yuan, J., Qi, B., Luo, J.-Q., & Wan, Y. (2025) · Journal of Environmental Chemical Engineering · doi:10.1016/j.jece.2025.115369 · Cited by 14
Singh, A. K., & Chakraborty, J. P. (2025) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-025-06655-w · Cited by 13
“These biomass components break down at various temperatures during pyrolysis [7].”
Mbasabire, P., Murindangabo, Y. T., Frouz, J., & Brom, J. (2024) · Chemosphere · doi:10.1016/j.chemosphere.2024.143565 · Cited by 13 · see citing works
Valorization of rice straw via torrefaction and its effect on the physicochemical properties
Rafey, A., Pal, K., & Pant, K. (2025) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-024-06472-7 · Cited by 11
Walozi, R., George, O. S., Sanusi, Y. S., Babiker, O. E., Dennison, M. S., Candia, A., & Okurut, S. (2026) · Discover Sustainability · doi:10.1007/s43621-026-03045-8 · Cited by 6 · see citing works
Huang, W.-Y., Li, K.-Q., & Miao, S.-S. (2025) · Bioresource Technology · doi:10.1016/j.biortech.2025.133742 · Cited by 10
A comprehensive review of biomass and biofuels and their progress using digital technologies
Yeassin, R., Adnan, M. M. R., Chowdhury, M. M. A., Mia, A., Enan, M. A. J. C., & Fuad, M. H. (2025) · Energy Conversion and Management X · doi:10.1016/j.ecmx.2025.101254 · Cited by 10 · see citing works
Huang, M., Cui, P., Liu, C., Sun, Q. Y., Wu, T., Xu, L.-L., & Wang, Y. (2025) · Environmental Science & Technology · doi:10.1021/acs.est.5c04926 · Cited by 12 · see citing works
Hussain, M., Zeng, X., Wang, F., Yue, J., Raza, A., Khoja, A., Khan, W. U. H., Alam, N., & Sun, D. (2026) · Fuel · doi:10.1016/j.fuel.2025.137421 · Cited by 10
Mohammad, O., Khan, M. A., Ünyay, H., Ślężak, R., Szufa, S., & Onwudili, J. A. (2025) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2025.108302 · Cited by 8 · see citing works
Haq, Z. U., Akintunde, S. B., & Salaudeen, S. A. (2025) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2025.03.089 · Cited by 9 · see citing works
Thermochemical Conversion of Biomass into 2nd Generation Biofuel
Giertl, T., Vitázek, I., Gaduš, J., Kollárik, R., & Przydatek, G. (2024) · Processes · doi:10.3390/pr12122658 · Cited by 9 · see citing works
Nobre, C., Santos, S. M., Rey, J. C., Longo, A., Rijo, B., Mota-Panizio, R., Brito, P., & Mateos-Pedrero, C. (2026) · Recycling · doi:10.3390/recycling11020030 · Cited by 8 · see citing works
“Elevated ash levels may also catalyze secondary cracking reactions, adversely affecting bio-oil yield and stability [53–55].”
Al-Ghafri, A., Hussain, M., Ghani, M., Inayat, A., Al-Muhtaseb, A. H., Al‐Haj, L., & Jamil, F. (2025) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2025.152733 · Cited by 11 · see citing works
Determination of the Pyrolytic Characteristics of Various Biomass Pellets
Bi̇lgi̇n, S., Yılmaz, H., Topakcı, M., Gürdil, G., Çanakcı, M., & Karayel, D. (2025) · Sustainability · doi:10.3390/su17209003 · Cited by 8
Agrawal, M., & Yadav, S. (2025) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2025.116111 · Cited by 9 · see citing works
Ullah, S., Naeem, A., Praspaliauskas, M., Vaškevičienė, I., Hosney, A., & Barčauskaitė, K. (2025) · Water environment research · doi:10.1002/wer.70001 · Cited by 8
“Furthermore, WW also contains a variety of compounds that are organic in nature (Puri et al., 2024).”
Chen, Z., Bai, X., Chen, Y., Xu, D., & Li, W. (2025) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2025.108594 · Cited by 10 · see citing works
Abdullah, M., Baig, S., Martinez, M. P. H., & Sajjadi, B. (2025) · Sustainability · doi:10.3390/su172310813 · Cited by 6 · see citing works
Singh, G., Mishra, R. K., & Kumar, N. (2025) · RSC Advances · doi:10.1039/d5ra06424d · Cited by 11 · see citing works
Glazyrin, S. A., Aibuldinov, Y., Kopishev, E., Zhumagulov, M. G., & Bimurzina, Z. A. (2024) · Energies · doi:10.3390/en17246426 · Cited by 7 · see citing works
“Ash content has a direct impact on biomass pyrolysis [40].”
Kristanto, J., Azis, M. M., & Purwono, S. (2026) · Biomass & Bioenergy · doi:10.1016/j.biombioe.2025.108524 · Cited by 6
Lichinga, K. N., Sikazwe, K., Elibariki, R., Masse, A. A., Kayumba, H. I., & Shija, H. (2025) · Scientific African · doi:10.1016/j.sciaf.2025.e03056 · Cited by 6
Othmani, A., Selatnia, A., Hamitouche, A., & Bacharı, K. (2025) · Journal of Water Process Engineering · doi:10.1016/j.jwpe.2025.108103 · Cited by 6
Nurhafizah, M. D., Akinnawo, O., Abdullah, N., & Suriani, A. (2024) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-024-05830-9 · Cited by 6
Green Preparations of Nanolignin from Acid-Saccharification-Treated Sugarcane Trash
Karimah, A., Wistara, N. J., Fatriasari, W., Watanabe, T., & Hussin, M. H. (2024) · Process Biochemistry · doi:10.1016/j.procbio.2024.06.009 · Cited by 6
Enzyme immobilization on biochar: Prospects for recycling agro-food waste by pyrolysis
Ionov, Y. A., Freinkman, O. V., Tracey, C., Krivoshapkina, E. F., & Nazarova, E. A. (2025) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2025.108816 · Cited by 7 · see citing works
Senthilkumar, G., Nagarajan, D., Chen, L., Chen, C.-W., Chang, J.-S., & Dong, C. (2026) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2026.109070 · Cited by 6 · see citing works
A robust hybrid data driven approach to model biochar yield in terms of biomass pyrolysis
Yadav, K., Alkwai, L., Almansour, S., & Mottaghi, M. (2026) · Bioresources and Bioprocessing · doi:10.1186/s40643-026-01058-9 · Cited by 5
Othmani, A., Hammouche, I., & Selatnia, A. (2026) · Journal of Environmental Management · doi:10.1016/j.jenvman.2026.128613 · Cited by 5
Flores-Izquierdo, M. A., Carrera, C. O., Gaviria, J., & Flores-Espinoza, B. C. (2025) · Bioresource Technology Reports · doi:10.1016/j.biteb.2025.102418 · Cited by 2 · see citing works
Low-energy microalgae harvesting using electrocoagulation and its process optimization
Pratama, W. D., Hadiyanto, H., Aziz, M., Widiasa, I. N., Saputra, A. R., & Azhar, R. F. (2025) · Results in Engineering · doi:10.1016/j.rineng.2025.108576 · Cited by 5
Huynh, K., & Shende, R. V. (2025) · Sustainable Chemistry for Energy Materials · doi:10.1016/j.scenem.2025.100030 · Cited by 4 · see citing works
Żołnowski, A. C., Janeczek, K., Rolka, E., & Żołnowska, B. (2025) · Energies · doi:10.3390/en18215714 · Cited by 5 · see citing works
Leghari, A., Laghari, A., Kumar, A., Rizwan, M., Latif, A., Kumari, L., Laghari, M., Ding, L., & Yu, G.-S. (2025) · International journal of hydrogen energy · doi:10.1016/j.ijhydene.2025.150682 · Cited by 5
Ferreira, R. M., de Souza, L. S., dos Santos, G. R., de Sousa, F. D., Duarte, J. B. F., Carneiro, F. O. M., de Andrade, C. F., Serra, D. S., & de Oliveira, M. L. M. (2025) · Biofuels Bioproducts and Biorefining · doi:10.1002/bbb.2798 · Cited by 4 · see citing works
“21 The fixed carbon content was higher in D1, likely due to its lower compaction, which preserved carbon-rich materials and reduced intense volatilization during pyrolysis.”
Nguyen, H. N., Le, P. T., Phương, N. T., Do, T. H., Nguyen, T. D., Dinh, T. M. T., & Tran, Q. M. (2024) · Environmental Progress & Sustainable Energy · doi:10.1002/ep.14512 · Cited by 5 · see citing works
“25,26 Lastly, the high heterogeneity of agricultural residues, characterized by variations in composition, structure, and density, can complicate the pyrolysis process and result in biochar with inconsistent properties.”
Aliyu, A., Lee, J. G. M., & Harvey, A. (2025) · Next Sustainability · doi:10.1016/j.nxsust.2025.100141 · Cited by 4 · see citing works
Potential mechanisms and application of biochar in electrochemical systems
Pandit, C., Wang, C., & Ong, H. C. (2025) · Applied Energy · doi:10.1016/j.apenergy.2025.126351 · Cited by 5 · see citing works
Laemlaksakul, V., Ngamrungroj, D., Nilgumhang, K., Thusanaphoom, P., Srijunruk, S., & Sukhawipat, N. (2026) · Journal of wood chemistry and technology · doi:10.1080/02773813.2026.2635363 · Cited by 4
Sandov, O., Krasteva, L., Naydenova, I., Kralov, I., Todorov, G., & Petrova, T. (2026) · Molecules · doi:10.3390/molecules31030540 · Cited by 4
“The obtained XRF data were consistent with the results reported elsewhere [47,53–55, 60”
Silva, P. D. S., Mubai, N., Ndi, P. A. N., Goveia, J. V., Monte, M. D. O., Colussi, R., Vanier, N. L., & Elias, M. (2026) · Journal of Stored Products Research · doi:10.1016/j.jspr.2025.102871 · Cited by 4
Zhao, J., Wang, J., Wang, Z., Zhao, J., Yan, B., Li, J., Zhou, S., & Chen, G. (2025) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2025.104752 · Cited by 3 · see citing works
Sikarwar, V. S., Pohořelý, M., Vuppaladadiyam, A. K., Frilund, C., Staf, M., Pfeifer, C., Ronsse, F., Simell, P. A., Kaviti, A. K., & Jeremiáš, M. (2026) · Resources Chemicals and Materials · doi:10.1016/j.recm.2026.100172 · Cited by 3 · see citing works
Rao, R., Pena, L., Haque, N., Salas, M., Bera, S., Mittal, A., Yarbrough, J. M., & Pal, L. (2025) · Journal of Environmental Management · doi:10.1016/j.jenvman.2025.128341 · Cited by 5 · see citing works
Wang, D., Yang, J., Huo, X., Wang, G., & Ma, S. (2025) · Journal of environmental chemical engineering · doi:10.1016/j.jece.2025.120315 · Cited by 3 · see citing works
Yao, H., Xiong, Y., Koskela, A., Fabritius, T. M. J., & Omran, M. (2025) · Thermochimica Acta · doi:10.1016/j.tca.2025.180208 · Cited by 3 · see citing works
Murali, G. (2025) · Journal of Building Engineering · doi:10.1016/j.jobe.2025.114386 · Cited by 4
Mtshali, B., Kassim, A., Sibanda, S., & Workneh, T. S. (2025) · Energies · doi:10.3390/en18081919 · Cited by 3 · see citing works
Effect of torrefaction on the physiochemical and fuel properties of major Indian waste biomasses
Santhosh, K., Mohit, A., & Singh, G. V. P. B. (2025) · Sustainable Energy Technologies and Assessments · doi:10.1016/j.seta.2025.104277 · Cited by 4
Khanal, C. K., Kafle, S., & Adhikari, S. (2026) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2026.108985 · Cited by 4 · see citing works
Life-cycle greenhouse gas mitigation of biomass technologies for various bioproducts
Lin, Y.-I., Aranha, D. J., Negi, S., Pan, S.-Y., & Fan, L.-S. (2026) · Industrial Crops and Products · doi:10.1016/j.indcrop.2026.123556 · Cited by 3 · see citing works
Gavande, V., Gaikwad, A. S., Mahanwar, P., Siva, I., Radhakrishnan, S., Mathew, J. T., & Kulkarni, M. B. (2026) · Results in Engineering · doi:10.1016/j.rineng.2026.110896 · Cited by 3 · see citing works
Adeniji, A. T., Beda, A., & Ghimbeu, C. M. (2026) · Advanced Science · doi:10.1002/advs.202523038 · Cited by 6 · see citing works
Das, J., Amoh, D. D., Subedi, K., & Wang, L. (2025) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2025.108530 · Cited by 2 · see citing works
Energy recovery of solid agro-industrial waste: byproduct in the form of briquettes
Lima, P., de Paiva, N. S., da Silva, M. F., Santos, A. C., de Moraes, M. D. A., Pereira, G. S. J., Silva, C. E. B., & Sette-Júnior, C. R. (2026) · Biomass & Bioenergy · doi:10.1016/j.biombioe.2025.108520 · Cited by 3
Chijioke, A. M., Letshwenyo, M. W., & Parida, B. P. (2025) · Biofuels · doi:10.1080/17597269.2025.2600760 · Cited by 3
Cabrera-Casadiego, L. B., Garcia-Martinez, J. B., Contreras-Ropero, J. E., Zuorro, A., & Barajas-Solano, A. F. (2025) · Phycology · doi:10.3390/phycology5040073 · Cited by 2 · see citing works
“Moreover, the presence of alkali and alkaline earth metals lowers the slag melting point, favoring sintering and fouling in heat transfer equipment [46].”
Industrial hemp solid hydro-distillation residue-properties and diversity
Dudziec, P., Warmiński, K., & Stolarski, M. J. (2025) · Industrial Crops and Products · doi:10.1016/j.indcrop.2025.121800 · Cited by 3 · see citing works
Circular biorefineries for rural India: turning rice straw and bagasse into biofuels
Yadav, A., & Yadav, K. (2025) · Academia green energy. · doi:10.20935/acadenergy7949 · Cited by 2 · see citing works
García-Nieto, P. J., García-Gonzalo, E., Paredes-Sánchez, J. P., & Menéndez-García, L. A. (2025) · Journal of the Energy Institute · doi:10.1016/j.joei.2025.102322 · Cited by 3
Ramesh, K., Babu, A., Kabekkodu, S. P., Santiago, R., & Manisseri, C. (2025) · Renewable Energy · doi:10.1016/j.renene.2025.124092 · Cited by 3
Hossain, S. M. Z., Shams, M. B., Alfaihani, A. F., Alkowari, M. A., Alromaihi, T. A., Rahman, G. A. N., Khan, W. U., Naser, H. A., Hossain, M. M., & Razzak, S. A. (2025) · Next Energy · doi:10.1016/j.nxener.2025.100272 · Cited by 3 · see citing works
Analysis of Thermal Properties in Co-Gasification of Municipal Solid Waste and Woody Biomass
Ajona, C., & Saravanakumar, A. (2025) · Green Energy and Fuel Research · doi:10.53941/gefr.2025.100011 · Cited by 3
“The ash softening and melting points hold particular importance, as operation above these temperatures can cause slag formation, bed agglomeration, or equipment fouling [8].”
Singh, R. K., Soni, B., Patel, U., Joshi, A. K., & Patel, S. K. S. (2025) · Fuels · doi:10.3390/fuels6010003 · Cited by 5 · see citing works
Thermal Decomposition Behavior and Characterization of Automotive Paint Sludge
Kalani, P., Oliver, I., Molto-Berenguer, J., Conesa, J., Yapi, L., Nofemele, Z., & Mavukwana, A. (2025) · International Journal of Chemical Engineering · doi:10.1155/ijce/2208949 · Cited by 3
Jiang, S.-Y., Wang, D.-S., & Lou, Z. (2026) · Acta Physico-Chimica Sinica · doi:10.1016/j.actphy.2026.100415 · Cited by 2
Rao, R., Sarker, A. B., Kumar, R., Salas, M., Pena, L., Haque, N., Rahman, S., Srinivasan, V., Thiyagarajan, R., & Pal, L. (2026) · Recycling · doi:10.3390/recycling11060110 · Cited by 3 · see citing works
Crotty, S. M., Reiners, P. W., Clayton, L. K., Young, E., Jones, A., Cregger, M. A., Starace, A. K., & Harman-Ware, A. E. (2026) · Chemical Reviews · doi:10.1021/acs.chemrev.5c00618 · Cited by 2 · see citing works
Threshold-Dependent Synergy and Kinetics in the Co-Pyrolysis of Soma Lignite and Sugar Beet Pulp
Özbaş, K. E. (2026) · Processes · doi:10.3390/pr14071184 · Cited by 2
Plant and Seed Shell Waste-derived Porous Carbon for Supercapacitor Electrode: A Review
Liu, J., Askaruly, K., Shakenov, K., Lee, J., & Azat, S. (2026) · Carbon Trends · doi:10.1016/j.cartre.2026.100647 · Cited by 2
Passing, J. W., Christian, W., wu, J., Ako, A. E., Daniel, S., & Zheng, L. (2026) · Journal of Material Cycles and Waste Management · doi:10.1007/s10163-026-02541-3 · Cited by 1 · see citing works
Martins, T., de Sá, M. S., Silva, M. G., da Silva, W. R., & Wisniewski, A. (2026) · Energy & Fuels · doi:10.1021/acs.energyfuels.5c06504 · Cited by 2 · see citing works
Singh, G., Mishra, R. K., & Kumar, N. (2026) · Energy Nexus · doi:10.1016/j.nexus.2026.100669 · Cited by 2
Kamdem, B. M., Nikiema, J., & Lemaire, R. (2026) · International Journal of Sustainable Engineering · doi:10.1080/19397038.2026.2619203 · Cited by 2 · see citing works
Cipoli, Y. A., Vicente, E. D., Charres, I., Evtyugina, M. G., Alfosea‐Simón, M., Lucarelli, F., Kováts, N., Ryšavý, J., Feliciano, M., & Alves, C. A. (2025) · Atmospheric Environment · doi:10.1016/j.atmosenv.2025.121700 · Cited by 2 · see citing works
Haq, Z. U., Akintunde, S. B., & Salaudeen, S. A. (2025) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2025.108215 · Cited by 2 · see citing works
Martins, R., Masarin, F., & Brienzo, M. (2026) · Biomass Conversion and Biorefinery · doi:10.1007/s13399-025-06981-z · Cited by 2
Mahadevan, V., Subramani, R., Rusho, M. A., & Yishak, S. (2025) · ACS Omega · doi:10.1021/acsomega.5c09245 · Cited by 1 · see citing works
Singh, A., Panwar, D., Maurya, S., Oraon, A., Srivastava, S., Siddiqui, M. H., Dixit, S., Chan, C. K., & Sonawane, C. (2025) · Scientific Reports · doi:10.1038/s41598-025-12065-9 · Cited by 2
Processing spent yerba mate by pyrolysis to methoxyphenol-rich oil.
Palazzolo, M., van de Bovenkamp, H. H., Hoff, J., Heeres, H., & Deuss, P. (2025) · Waste Management · doi:10.1016/j.wasman.2025.115030 · Cited by 2
Maaoui, A., Chagtmi, R., Cerciello, F., Hassen, A. B., Stanzione, F., Oliano, M. M., Senneca, O., & Apicella, B. (2025) · Thermal Science and Engineering Progress · doi:10.1016/j.tsep.2025.103651 · Cited by 4 · see citing works
Mendes, J. F., Silva, M. J., Evangelista, N. C., Lopes, L. D. P., Martins, M. A., Mendes, R. F., & Mattoso, L. (2025) · International Journal of Biological Macromolecules · doi:10.1016/j.ijbiomac.2025.143905 · Cited by 2 · see citing works
Study of the Pyrolysis of Ayous and Kambala Co-Products: Kinetic Modeling of the Two Species
Akodzi, M. C. A., Girods, P., Andzi-Barhé, T., & Rogaume, Y. (2024) · Thermo · doi:10.3390/thermo4040027 · Cited by 2
“Highlighting Ash’s Puri et al. [32] con fi rmed this hypothesis in their studies.”
InfluentialSophiana, I. C., Liem, C. A., Raga, A. F., Safira, F. Y., Baharin, N. S. K., Steven, S., Hara, H., Tamio, I. D. A., & Riyadi, F. A. (2026) · Biomass and Bioenergy · doi:10.1016/j.biombioe.2026.109094 · Cited by 2 · see citing works
- Authors
- Puri, L., Hu, Y., & Naterer, G.
- Affiliations
- University of Prince Edward Island (CA)
- Corresponding author
- Hu, Yulin
- Naterer, Greg
- Venue
- Frontiers in Fuels
- Publisher
- Frontiers Media SA
- Published
- 2024-03-08
- Volume
- 2
- ISSN
- 2813-6217 (ISSN-L)
- OpenAlex
- W4392626943
- Cited by
- 226
- References
- 156
- Citations by year
- 2026: 123 · 2025: 89 · 2024: 14
- FWCI
- 24.82
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Fuels (publishedVersion, cc-by)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Topics
- Physical Sciences › Engineering › Biomedical Engineering › Thermochemical Biomass Conversion Processes
- Physical Sciences › Materials Science › Materials Chemistry › Thermal and Kinetic Analysis
- Physical Sciences › Engineering › Mechanical Engineering › Mining and Gasification Technologies
- Keywords
- biomass pyrolysis, ash content, ash composition, bio-oil, biochar, syngas, thermal degradation, catalytic pyrolysis, biomass fuel, agricultural waste, forestry waste, municipal solid waste, aquaculture waste
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review