Advances, trends and challenges in the use of biochar as an improvement strategy in the anaerobic digestion of organic waste: a systematic analysis

References

• Suhartini S, Rohma NA, Elviliana S, et al. Food waste to bioenergy: current status and role in future circular economies in Indonesia. Energy, Ecology And Environment. 2022;7(4):297–23. doi: 10.1007/s40974-022-00248-3
   Google Scholar
• Margallo M, Ziegler-Rodriguez K, Vázquez-Rowe I, et al. Enhancing waste management strategies in Latin America under a holistic environmental assessment perspective: a review for policy support. Science Of The Total Environment. 2019;689:1255–1275. doi: 10.1016/j.scitotenv.2019.06.393
   PubMed Web of Science ®Google Scholar
• Rojas GAF, Flórez MC. Fruit waste valorization for combustion and pyrolysis. Revista Politécnica. 2019;15(28):42–53. doi: 10.33571/rpolitec.v15n28a4
   Google Scholar
• Ritchie H, Roser M, Rosado P. CO₂ and greenhouse gas emissions. 2020 [Accessed July 2022].
   Google Scholar
• Ampese LC, Sganzerla WG, Di Domenico Ziero H, et al. Research progress, trends, and updates on anaerobic digestion technology: a bibliometric analysis. J Clean Prod. 2022;331:130004. doi: 10.1016/j.jclepro.2021.130004
   Web of Science ®Google Scholar
• Ajibade S, Nnadozie EC, Iwai CB, et al. Biochar-based compost: a bibliometric and visualization analysis. Bioengineered. 2022;13(7–12):15013–15032. doi: 10.1080/21655979.2023.2177369
   PubMed Web of Science ®Google Scholar
• De Medina-Salas L, Castillo-González E, Giraldi-Díaz MR, et al. Valorisation of the organic fraction of municipal solid waste. Waste Manage Res. 2018;37(1):59–73. doi: 10.1177/0734242X18812651
   PubMed Web of Science ®Google Scholar
• Chhandama MVL, Chetia AC, Satyan KB, et al. Valorisation of food waste to sustainable energy and other value-added products: a review. Bioresour Technol Rep. 2022;17:100945. doi: 10.1016/j.biteb.2022.100945
   Google Scholar
• O’Connor J, Mickan BS, Rinklebe J, et al. Environmental implications, potential value, and future of food-waste anaerobic digestate management: areview. J Environ Manage. 2022;318:115519. doi: 10.1016/j.jenvman.2022.115519
   PubMed Web of Science ®Google Scholar
• Pan J, Sun J, Ao N, et al. Factors Influencing biochar-Strengthened anaerobic digestion of Cow manure. BioEnergy Res. 2022. doi:10.1007/s12155-022-10396-3.
   Google Scholar
• Deng C, Lin R, Kang X, et al. What physicochemical properties of biochar facilitate interspecies electron transfer in anaerobic digestion: a case study of digestion of whiskey by-products. Fuel. 2021;306:121736. doi: 10.1016/j.fuel.2021.121736
   Web of Science ®Google Scholar
• Zhang C, Su H, Baeyens J, et al. Reviewing the anaerobic digestion of food waste for biogas production. Renew Sust Energ Rev. 2014;38:383–392. doi: 10.1016/j.rser.2014.05.038
   Web of Science ®Google Scholar
• Thi NBD, Kumar G, Lin C-Y. An overview of food waste management in developing countries: current status and future perspective. J Environ Manage. 2015;157:220–229. doi: 10.1016/j.jenvman.2015.04.022
   PubMed Web of Science ®Google Scholar
• Parra-Orobio BA, Donoso-Bravo A, Ruiz-Sánchez JC, et al. Effect of inoculum on the anaerobic digestion of food waste accounting for the concentration of trace elements. Waste Manage. 2018;71:342–349. doi: 10.1016/j.wasman.2017.09.040
   PubMed Web of Science ®Google Scholar
• Casallas-Ojeda MR, Marmolejo-Rebellón LF, Torres-Lozada P. Identification of factors and variables that Influence the anaerobic digestion of municipal biowaste and food waste. Waste Biomass Valorization. 2021;12(6):2889–2904. doi: 10.1007/s12649-020-01150-x
   Web of Science ®Google Scholar
• Assis TI, Gonçalves RF. Valorization of food waste by anaerobic digestion: a bibliometric and systematic review focusing on optimization. J Environ Manage. 2022;320:115763. doi: 10.1016/j.jenvman.2022.115763
   PubMed Web of Science ®Google Scholar
• Lukitawesa PR, Millati R, Sárvári-Horváth I, et al. Factors influencing volatile fatty acids production from food wastes via anaerobic digestion. Bioengineered. 2020;11(1):39–52. doi: 10.1080/21655979.2019.1703544
   PubMed Web of Science ®Google Scholar
• Saif I, Thakur N, Zhang P, et al. Biochar assisted anaerobic digestion for biomethane production: microbial symbiosis and electron transfer. J Environ Chem Eng. 2022;10(3):107960. doi: 10.1016/j.jece.2022.107960
   Web of Science ®Google Scholar
• Shin D-C, Kim IT, Jung J, et al. Increasing anaerobic digestion efficiency using food-waste-based biochar. Fermentation. 2022. doi: 10.3390/fermentation8060282
   Google Scholar
• Jin H-Y, He Z-W, Ren Y-X, et al. Role and significance of co-additive of biochar and nano-magnetite on methane production from waste activated sludge: non-synergistic rather than synergistic effects. Chem Eng J. 2022;439:135746. doi: 10.1016/j.cej.2022.135746
   Web of Science ®Google Scholar
• Kizito S, Jjagwe J, Mdondo SW, et al. Synergetic effects of biochar addition on mesophilic and high total solids anaerobic digestion of chicken manure. J Environ Manage. 2022;315:115192. doi: 10.1016/j.jenvman.2022.115192
   PubMed Web of Science ®Google Scholar
• Leithaeuser A, Gerber M, Span R, et al. Comparison of pyrochar, hydrochar and lignite as additive in anaerobic digestion and NH4+ adsorbent. Biores Technol. 2022;361:127674. doi: 10.1016/j.biortech.2022.127674
   PubMed Web of Science ®Google Scholar
• de Quadros TCF, Mangerino Sicchieri I, Fernandes F, et al. Selection of additive materials for anaerobic co-digestion of fruit and vegetable waste and layer chicken manure. Biores Technol. 2022;361:127659. doi: 10.1016/j.biortech.2022.127659
   PubMed Web of Science ®Google Scholar
• Chen L, Fang W, Liang J, et al. Biochar application in anaerobic digestion: performances, mechanisms, environmental assessment and circular economy. ResouConserv Recycl. 2023;188:106720. doi: 10.1016/j.resconrec.2022.106720
   Web of Science ®Google Scholar
• Ngo T, Khudur LS, Hakeem IG, et al. Wood biochar enhances the Valorisation of the anaerobic digestion of chicken manure. Clean Technologies. 2022. doi: 10.3390/cleantechnol4020026
   Google Scholar
• Cavali M, Libardi Junior N, Mohedano R, et al. Biochar and hydrochar in the context of anaerobic digestion for a circular approach: an overview. Sci Total Environ. 2022;822:153614. doi: 10.1016/j.scitotenv.2022.153614
   PubMed Web of Science ®Google Scholar
• Jeswani HK, Saharudin DM, Azapagic A. Environmental sustainability of negative emissions technologies: a review. Sustainable Prod Consumption. 2022;33:608–635. doi: 10.1016/j.spc.2022.06.028
   Web of Science ®Google Scholar
• Gahane D, Biswal D, Mandavgane SA. Life cycle assessment of biomass pyrolysis. BioEnergy Res. 2022;15(3):1387–1406. doi: 10.1007/s12155-022-10390-9
   Web of Science ®Google Scholar
• Das SK, Ghosh GK, Avasthe R. Valorizing biomass to engineered biochar and its impact on soil, plant, water, and microbial dynamics: a review. Biomass Convers Biorefin. 2022;12(9):4183–4199. doi: 10.1007/s13399-020-00836-5
   Web of Science ®Google Scholar
• Liu H, Kumar V, Yadav V, et al. Bioengineered biochar as smart candidate for resource recovery toward circular bio-economy: a review. Bioengineered. 2021;12(2):10269–10301. doi: 10.1080/21655979.2021.1993536
   PubMed Web of Science ®Google Scholar
• Khoei S, Stokes A, Kieft B, et al. Biochar amendment rapidly shifts microbial community structure with enhanced thermophilic digestion activity. Biores Technol. 2021;341:125864. doi: 10.1016/j.biortech.2021.125864
   PubMed Web of Science ®Google Scholar
• Lu Y, Liu Q, Fu L, et al. The effect of modified biochar on methane emission and succession of methanogenic archaeal community in paddy soil. Chemosphere. 2022;304:135288. doi: 10.1016/j.chemosphere.2022.135288
   PubMed Web of Science ®Google Scholar
• Qi C, Wang R, Jia S, et al. Biochar amendment to advance contaminant removal in anaerobic digestion of organic solid wastes: a review. Biores Technol. 2021;341:125827. doi: 10.1016/j.biortech.2021.125827
   PubMed Web of Science ®Google Scholar
• Saif I, Salama E-S, Usman M, et al. Improved digestibility and biogas production from lignocellulosic biomass: biochar addition and microbial response. Ind Crops Prod. 2021;171:113851. doi: 10.1016/j.indcrop.2021.113851
   Web of Science ®Google Scholar
• Ferrari G, Andrea P, Abdul-Sattar N, et al. Bibliometric analysis of trends in biomass for bioenergy research. Energies. 2020;13(14):3714. doi: 10.3390/en13143714
   Web of Science ®Google Scholar
• Obileke K, Onyeaka H, Omoregbe O, et al. Bioenergy from bio-waste: a bibliometric analysis of the trend in scientific research from 1998–2018. Biomass Convers Biorefin. 2022;12(4):1077–1092. doi: 10.1007/s13399-020-00832-9
   Web of Science ®Google Scholar
• Zhang Y, Yu Q, Li J. Bioenergy research under climate change: a bibliometric analysis from a country perspective. Environ Sci Pollut Res. 2021;28(21):26427–26440. doi: 10.1007/s11356-021-12448-1
   PubMed Web of Science ®Google Scholar
• He P, Zhang H, Duan H, et al. Continuity of biochar-associated biofilm in anaerobic digestion. Chemical Engineering Journal. 2020;390:124605. doi: 10.1016/j.cej.2020.124605
   Web of Science ®Google Scholar
• Altamirano-Corona MF, Anaya-Reza O, Durán-Moreno A. Biostimulation of food waste anaerobic digestion supplemented with granular activated carbon, biochar and magnetite: a comparative analysis. Biomass Bioenergy. 2021;149:106105. doi: 10.1016/j.biombioe.2021.106105
   Web of Science ®Google Scholar
• Leininger A, Ren ZJ. Circular utilization of food waste to biochar enhances thermophilic co-digestion performance. Biores Technol. 2021;332:125130. doi: 10.1016/j.biortech.2021.125130
   PubMed Web of Science ®Google Scholar
• Sun Z, Feng L, Li Y, et al. The role of electrochemical properties of biochar to promote methane production in anaerobic digestion. J Clean Prod. 2022;362:132296. doi: 10.1016/j.jclepro.2022.132296
   Web of Science ®Google Scholar
• Wang Z, Zhang C, Watson J, et al. Adsorption or direct interspecies electron transfer? A comprehensive investigation of the role of biochar in anaerobic digestion of hydrothermal liquefaction aqueous phase. Chem Eng J. 2022;435:135078. doi: 10.1016/j.cej.2022.135078
   Web of Science ®Google Scholar
• Khashaba NH, Ettouney RS, Abdelaal MM, et al. Artificial neural network modeling of biochar enhanced anaerobic sewage sludge digestion. J Environ Chem Eng. 2022;10(4):107988. doi: 10.1016/j.jece.2022.107988
   Web of Science ®Google Scholar
• Lü F, Liu Y, Shao L, et al. Powdered biochar doubled microbial growth in anaerobic digestion of oil. Appl Energy. 2019;247:605–614. doi: 10.1016/j.apenergy.2019.04.052
   Web of Science ®Google Scholar
• York L, Heffernan C, Rymer C. A systematic review of policy approaches to dairy sector greenhouse gas (GHG) emission reduction. Green Open Access. 2018;172:2216–2224. doi: 10.1016/j.jclepro.2017.11.190
   Google Scholar
• Boloy RAM, da Cunha Reis A, Rios EM, et al. Waste-to-Energy technologies towards circular economy: a systematic literature review and bibliometric analysis. Water Air Soil Pollut. 2021;232(7):306. doi: 10.1007/s11270-021-05224-x
   Web of Science ®Google Scholar
• Casallas-Ojeda M, Torres-Guevara LE, Caicedo-Concha DM, et al. Opportunities for waste to Energy in the milk production Industry: perspectives for the circular economy. Sustainability. 2021. doi: 10.3390/su132212892
   Google Scholar
• Oviedo-Ocaña ER, Soto-Paz J, Domínguez I, et al. A systematic review on the application of bacterial inoculants and microbial consortia during green waste composting. Waste Biomass Valorization. 2022;13(8):3423–3444. doi: 10.1007/s12649-022-01687-z
   Web of Science ®Google Scholar
• Chadegani A, Salehi H, Yunus M, et al. A Comparison between two main academic literature collections: web of Science and Scopus databases. Asian Social Sci. 2013;9(5):18–26. doi: 10.5539/ass.v9n5p18
   Google Scholar
• Aria M, Cuccurullo C. Bibliometrix: an R-tool for comprehensive science mapping analysis. J Informetrics. 2017;11(4):959–975. doi: 10.1016/j.joi.2017.08.007
   Web of Science ®Google Scholar
• Nigussie A, Dume B, Ahmed M, et al. Effect of microbial inoculation on nutrient turnover and lignocellulose degradation during composting: a meta-analysis. Waste Manage. 2021;125:220–234. doi: 10.1016/j.wasman.2021.02.043
   PubMed Web of Science ®Google Scholar
• Yu Y, Shen Y, Zhu N, et al. Effect of electrochemical properties of biochar and graphite on methane production in anaerobic digestion of excess activated sludge. Chin J Environ Eng. 2020;14(3):807–820.
   Google Scholar
• Dalke R, Demro D, Khalid Y, et al. Current status of anaerobic digestion of food waste in the United States. Renew Sust Energ Rev. 2021;151:111554. doi: 10.1016/j.rser.2021.111554
   Web of Science ®Google Scholar
• Singh B, Macdonald LM, Kookana RS, et al. Opportunities and constraints for biochar technology in Australian agriculture: looking beyond carbon sequestration. Soil Res. 2014;52(8):739–750. doi: 10.1071/SR14112
   Web of Science ®Google Scholar
• Mohammadi A, Sandberg M, Venkatesh G, et al. Environmental performance of end-of-life handling alternatives for paper-and-pulp-mill sludge: using digestate as a source of energy or for biochar production. Energy. 2019;182:594–605. doi: 10.1016/j.energy.2019.06.065
   Web of Science ®Google Scholar
• van der Velden R, da Fonseca-Zang W, Zang J, et al. Closed-loop organic waste management systems for family farmers in Brazil. Environ Technol. 2022;43(15):2252–2269. doi: 10.1080/09593330.2021.1871660
   PubMed Web of Science ®Google Scholar
• Anand A, Kumar V, Kaushal P. Biochar and its twin benefits: crop residue management and climate change mitigation in India. Renew Sust Energ Rev. 2022;156:111959. doi: 10.1016/j.rser.2021.111959
   Web of Science ®Google Scholar
• López-Robles J-R, Guallar J, Otegi-Olaso J-R, et al. El Profesional de la Información (EPI): análisis bibliométrico y temático (2006-2017). Profesional de la información. 2019;28(4). doi: 10.3145/epi.2019.jul.17
   Web of Science ®Google Scholar
• Dutta S, He M, Xiong X, et al. Sustainable management and recycling of food waste anaerobic digestate: a review. Biores Technol. 2021;341:125915. doi: 10.1016/j.biortech.2021.125915
   PubMed Web of Science ®Google Scholar
• Wang W, Lee D-J. Valorization of anaerobic digestion digestate: a prospect review. Biores Technol. 2021;323:124626. doi: 10.1016/j.biortech.2020.124626
   PubMed Web of Science ®Google Scholar
• Shao Z, Chen H, Zhao Z, et al. Combined effects of liquid digestate recirculation and biochar on methane yield, enzyme activity, and microbial community during semi-continuous anaerobic digestion. Biores Technol. 2022;364:128042. doi: 10.1016/j.biortech.2022.128042
   PubMed Web of Science ®Google Scholar
• Li X, Chu S, Wang P, et al. Potential of biogas residue biochar modified by ferric chloride for the enhancement of anaerobic digestion of food waste. Biores Technol. 2022;360:127530. doi: 10.1016/j.biortech.2022.127530
   PubMed Web of Science ®Google Scholar
• Wang S, Shi F, Li P, et al. Effects of rice straw biochar on methanogenic bacteria and metabolic function in anaerobic digestion. Sci Rep. 2022;12(1):6971. doi: 10.1038/s41598-022-10682-2
   PubMed Web of Science ®Google Scholar
• Quintana-Najera J, Blacker AJ, Fletcher LA, et al. Influence of augmentation of biochar during anaerobic co-digestion of chlorella vulgaris and cellulose. Biores Technol. 2022;343:126086. doi: 10.1016/j.biortech.2021.126086
   PubMed Web of Science ®Google Scholar
• Xu S, Duan Y, Zou S, et al. Evaluations of biochar amendment on anaerobic co-digestion of pig manure and sewage sludge: waste-to-methane conversion, microbial community, and antibiotic resistance genes. Biores Technol. 2022;346. doi: 10.1016/j.biortech.2021.126400
   Web of Science ®Google Scholar
• Basinas P, Rusín J, Chamrádová K. Assessment of high-solid mesophilic and thermophilic anaerobic digestion of mechanically-separated municipal solid waste. Environ Res. 2021;192. doi: 10.1016/j.envres.2020.110202
   PubMed Web of Science ®Google Scholar
• Parra-Orobio BA, Cruz-Bournazou MN, Torres-Lozada P. Single-stage and two-stage anaerobic digestion of food waste: effect of the organic loading rate on the methane production and volatile fatty acids. Water Air Soil Pollut. 2021;232(3):105. doi: 10.1007/s11270-021-05064-9
   Web of Science ®Google Scholar
• Scrinzi D, Bona D, Denaro A, et al. Hydrochar and hydrochar co-compost from OFMSW digestate for soil application: 1. production and chemical characterization. J Environ Manage. 2022;309. doi: 10.1016/j.jenvman.2022.114688
   PubMed Web of Science ®Google Scholar
• Singh R, Paritosh K, Pareek N, et al. Integrated system of anaerobic digestion and pyrolysis for valorization of agricultural and food waste towards circular bioeconomy: review. Biores Technol. 2022;360. doi: 10.1016/j.biortech.2022.127596
   Web of Science ®Google Scholar
• Deena SR, Vickram AS, Manikandan S, et al. Enhanced biogas production from food waste and activated sludge using advanced techniques – a review. Biores Technol. 2022;355. doi: 10.1016/j.biortech.2022.127234.
   PubMed Web of Science ®Google Scholar
• Liu J, Zhang W, Mei M, et al. A Ca-rich biochar derived from food waste digestate with exceptional adsorption capacity for arsenic (III) removal via a cooperative mechanism. Sep Purif Technol. 2022;295. doi: 10.1016/j.seppur.2022.121359
   Web of Science ®Google Scholar
• Jiang B, Tian J, Chen H, et al. Heavy metals migration and antibiotics removal in anaerobic digestion of swine manure with biochar addition. Environ Technol Innov. 2022;27. doi: 10.1016/j.eti.2022.102735
   Web of Science ®Google Scholar
• Rodríguez AD, Tyler AC, Trabold TA. Phosphate adsorption using biochar derived from solid digestate. Bioresour Technol Rep. 2021;16. doi: 10.1016/j.biteb.2021.100864
   Google Scholar
• Lorick D, Macura B, Ahlström M, et al. Effectiveness of struvite precipitation and ammonia stripping for recovery of phosphorus and nitrogen from anaerobic digestate: a systematic review. Environmental Evidence. 2020;9(1): doi: 10.1186/s13750-020-00211-x
   Web of Science ®Google Scholar
• Yang S, Wen Q, Chen Z. Biochar induced inhibitory effects on intracellular and extracellular antibiotic resistance genes in anaerobic digestion of swine manure. Environ Res. 2022;212. doi: 10.1016/j.envres.2022.113530
   Web of Science ®Google Scholar
• Zhu Y, Jin Z, Yu Q, et al. Alleviating acid inhibition in anaerobic digestion of food waste: Coupling ethanol-type fermentation with biochar addition. Environ Res. 2022;212. doi: 10.1016/j.envres.2022.113355
   Web of Science ®Google Scholar
• Wang X, Wang P, Meng X, et al. Performance and metagenomics analysis of anaerobic digestion of food waste with adding biochar supported nano zero-valent iron under mesophilic and thermophilic condition. Sci Total Environ. 2022;820. doi: 10.1016/j.scitotenv.2022.153244
   Web of Science ®Google Scholar
• Mickan BS, Ren AT, Buhlmann CH, et al. Closing the circle for urban food waste anaerobic digestion: the use of digestate and biochar on plant growth in potting soil. J Clean Prod. 2022;347. doi: 10.1016/j.jclepro.2022.131071.
   Web of Science ®Google Scholar
• Gao M, Du P, Zhi B, et al. Magnetic biochar affects the metabolic pathway in methanogenesis of anaerobic digestion of food waste. GCB Bioenergy. 2022;14(5):572–584. doi: 10.1111/gcbb.12931
   Google Scholar
• Ovi D, Chang SW, Wong JWC, et al. Effect of rice husk and palm tree-based biochar addition on the anaerobic digestion of food waste/sludge. Fuel. 2022;315. doi: 10.1016/j.fuel.2022.123188.
   Web of Science ®Google Scholar
• Jiang Q, Wu P, Zhang X, et al. Deciphering the effects of engineered biochar on methane production and the mechanisms during anaerobic digestion: Surface functional groups and electron exchange capacity. Energy Convers Manag. 2022;258. doi: 10.1016/j.enconman.2022.115417.
   Web of Science ®Google Scholar
• Wang Y, Li Y, Zhang Y, et al. Hydrothermal carbonization of garden waste by pretreatment with anaerobic digestion to improve hydrohcar performance and energy recovery. Sci Total Environ. 2022;807. doi: 10.1016/j.scitotenv.2021.151014.
   Web of Science ®Google Scholar
• Zhao L, Su C, Wang A, et al. Evaluation of biochar addition and circulation control strengthening measures on efficiency and microecology of food waste treatment in anaerobic reactor. J Environ Manage. 2021;297. doi: 10.1016/j.jenvman.2021.113215.
   Web of Science ®Google Scholar
• Jiang B, Lin Y, Lun Y, et al. Optimization of methane production in a swine manure–rice straw anaerobic co-digestion process with sycamore sawdust biochar application. Int J Environ Sci Technol. 2021;18(8):2197–2208. doi: 10.1007/s13762-020-02950-3
   Web of Science ®Google Scholar
• Zhang J, Cui Y, Zhang T, et al. Food waste treating by biochar-assisted high-solid anaerobic digestion coupled with steam gasification: enhanced bioenergy generation and porous biochar production. Biores Technol. 2021;331. doi: 10.1016/j.biortech.2021.125051
   Google Scholar
• Leininger A, Ren ZJ. Circular utilization of food waste to biochar enhances thermophilic co-digestion performance. Biores Technol. 2021;332. doi: 10.1016/j.biortech.2021.125130
   PubMed Web of Science ®Google Scholar
• Cui Y, Mao F, Zhang J, et al. Biochar enhanced high-solid mesophilic anaerobic digestion of food waste: Cell viability and methanogenic pathways. Chemosphere. 2021;272. doi: 10.1016/j.chemosphere.2021.129863
   Web of Science ®Google Scholar
• Sánchez E, Herrmann C, Maja W, et al. Effect of organic loading rate on the anaerobic digestion of swine waste with biochar addition. Environ Sci Pollut Res. 2021;28(29):38455–38465. doi: 10.1007/s11356-021-13428-1
   PubMed Web of Science ®Google Scholar
• Chen M, Liu S, Yuan X, et al. Methane production and characteristics of the microbial community in the co-digestion of potato pulp waste and dairy manure amended with biochar. Renewable Energy. 2021;163:357–367. doi: 10.1016/j.renene.2020.09.006
   Web of Science ®Google Scholar
• Lim EY, Tian H, Chen Y, et al. Methanogenic pathway and microbial succession during start-up and stabilization of thermophilic food waste anaerobic digestion with biochar. Biores Technol. 2020;314. doi: 10.1016/j.biortech.2020.123751
   PubMed Web of Science ®Google Scholar
• Li C, Li J, Pan L, et al. Treatment of digestate residues for energy recovery and biochar production: From lab to pilot-scale verification. J Clean Prod. 2020;265:121852. doi: 10.1016/j.jclepro.2020.121852
   Web of Science ®Google Scholar
• Xu Q, Liao Y, Cho E, et al. Effects of biochar addition on the anaerobic digestion of carbohydrate-rich, protein-rich, and lipid-rich substrates. Journal Of The Air And Waste Management Association. 2020;70(4):455–467. doi: 10.1080/10962247.2020.1733133
   PubMedGoogle Scholar
• Zhang L, Lim EY, Loh KC, et al. Biochar enhanced thermophilic anaerobic digestion of food waste: Focusing on biochar particle size, microbial community analysis and pilot-scale application. Energy Convers Manag. 2020;209. doi: 10.1016/j.enconman.2020.112654
   Google Scholar
• Zhang L, Li F, Kuroki A, et al. Methane yield enhancement of mesophilic and thermophilic anaerobic co-digestion of algal biomass and food waste using algal biochar: Semi-continuous operation and microbial community analysis. Biores Technol. 2020;302. doi: 10.1016/j.biortech.2020.122892.
   Web of Science ®Google Scholar
• Ambaye TG, Rene ER, Dupont C, et al. Anaerobic digestion of Fruit waste mixed with sewage sludge digestate biochar: Influence on biomethane production. Front Energy Res. 2020;8. doi: 10.3389/fenrg.2020.00031.
   PubMed Web of Science ®Google Scholar
• Indren M, Birzer CH, Kidd SP, et al. Effects of biochar parent material and microbial pre-loading in biochar-amended high-solids anaerobic digestion. Biores Technol. 2020;298. doi: 10.1016/j.biortech.2019.122457
   PubMed Web of Science ®Google Scholar
• Indren M, Birzer CH, Kidd SP, et al. Effect of total solids content on anaerobic digestion of poultry litter with biochar. J Environ Manage. 2020;255. doi: 10.1016/j.jenvman.2019.109744
   PubMed Web of Science ®Google Scholar
• Rasapoor M, Young B, Asadov A, et al. Effects of biochar and activated carbon on biogas generation: A thermogravimetric and chemical analysis approach. Energy Convers Manag. 2020;203. doi: 10.1016/j.enconman.2019.112221
   Web of Science ®Google Scholar
• Mota-Panizio R, Hermoso-Orzáez MJ, Carmo-Calado L, et al. Co-carbonization of a mixture of waste insulation electric cables (WIEC) and lignocellulosic waste, for the removal of chlorine: Biochar properties and their behaviors. Fuel. 2022;320. doi: 10.1016/j.fuel.2022.123932
   PubMed Web of Science ®Google Scholar
• Omoriyekomwan JE, Tahmasebi A, Dou J, et al. A review on the recent advances in the production of carbon nanotubes and carbon nanofibers via microwave-assisted pyrolysis of biomass. Fuel Process Technol. 2021;214. doi: 10.1016/j.fuproc.2020.106686
   Web of Science ®Google Scholar
• Soffian MS, Abdul Halim FZ, Aziz F A, et al. Carbon-based material derived from biomass waste for wastewater treatment. Environ Adv. 2022;9:100259. doi: 10.1016/j.envadv.2022.100259
   Google Scholar
• Battista F, Strazzera G, Valentino F, et al. New insights in food waste, sewage sludge and green waste anaerobic fermentation for short-chain volatile fatty acids production: A review. J Environ Chem Eng. 2022;10(5). doi: 10.1016/j.jece.2022.108319
   Web of Science ®Google Scholar
• Parra-Orobio BA, Angulo-Mosquera LS, Loaiza-Gualtero JS, et al. Inoculum mixture optimization as strategy for to improve the anaerobic digestion of food waste for the methane production. J Environ Chem Eng. 2018;6(1):1529–1535. doi: 10.1016/j.jece.2018.01.048
   Web of Science ®Google Scholar
• Tsigkou K, Zagklis D, Parasoglou M, et al. Proposed protocol for rate-limiting step determination during anaerobic digestion of complex substrates. Biores Technol. 2022;361:127660. doi: 10.1016/j.biortech.2022.127660
   PubMed Web of Science ®Google Scholar
• Holliger C, Alves M, Andrade D, et al. Towards a standardization of biomethane potential tests. Water Sci Technol. 2016;74(11):2515–2522. doi: 10.2166/wst.2016.336
   PubMed Web of Science ®Google Scholar
• Castro-Molano L, Parrales-Ramírez YA, Escalante-Hernández H. Co-digestión anaerobia de estiércoles bovino, porcino y equino como alternativa para mejorar el potencial energético en digestores domésticos. Revista ION. 2019;32(2):29–39. doi: 10.18273/revion.v32n2-2019003
   Google Scholar
• Zhang J, Loh K-C, Lee J, et al. Three-stage anaerobic co-digestion of food waste and horse manure. Sci Rep. 2017;7(1):1269. doi: 10.1038/s41598-017-01408-w
   PubMedGoogle Scholar
• Ding L, Cheng J, Qiao D, et al. Continuous co-generation of biohydrogen and biomethane through two-stage anaerobic digestion of hydrothermally pretreated food waste. Energy Convers Manag. 2022;268. doi: 10.1016/j.enconman.2022.116000
   Web of Science ®Google Scholar
• Xiao B, Qin Y, Wu J, et al. Comparison of single-stage and two-stage thermophilic anaerobic digestion of food waste: Performance, energy balance and reaction process. Energy Convers Manag. 2018;156:215–223. doi: 10.1016/j.enconman.2017.10.092
   Web of Science ®Google Scholar
• Kutlar FE, Tunca B, Yilmazel YD. Carbon-based conductive materials enhance biomethane recovery from organic wastes: A review of the impacts on anaerobic treatment. Chemosphere. 2022;290. doi: 10.1016/j.chemosphere.2021.133247
   PubMed Web of Science ®Google Scholar
• Jo Y, Kim J, Hwang K, et al. A comparative study of single- and two-phase anaerobic digestion of food waste under uncontrolled pH conditions. Waste Manage. 2018;78:509–520. doi: 10.1016/j.wasman.2018.06.017
   PubMed Web of Science ®Google Scholar
• Zhao W, Yang H, He S, et al. A review of biochar in anaerobic digestion to improve biogas production: Performances, mechanisms and economic assessments. Biores Technol. 2021;341. doi: 10.1016/j.biortech.2021.125797
   Web of Science ®Google Scholar
• Shi Y, Liu M, Li J, et al. The dosage-effect of biochar on anaerobic digestion under the suppression of oily sludge: Performance variation, microbial community succession and potential detoxification mechanisms. J Hazard Mater. 2022;421. doi: 10.1016/j.jhazmat.2021.126819
   Web of Science ®Google Scholar
• Pytlak A, Kasprzycka A, Szafranek-Nakonieczna A, et al. Biochar addition reinforces microbial interspecies cooperation in methanation of sugar beet waste (pulp). Sci Total Environ. 2020;730. doi: 10.1016/j.scitotenv.2020.138921.
   PubMed Web of Science ®Google Scholar
• Tufaner F, Demirci Y. Prediction of biogas production rate from anaerobic hybrid reactor by artificial neural network and nonlinear regressions models. Clean Technol Envir. 2020;22(3):713–724. doi: 10.1007/s10098-020-01816-z
   Web of Science ®Google Scholar
• Batstone DJ, Puyol D, Flores-Alsina X, et al. Mathematical modelling of anaerobic digestion processes: applications and future needs. Reviews In Environmental Science And Biotechnology. 2015;14(4):595–613. doi: 10.1007/s11157-015-9376-4
   Web of Science ®Google Scholar
• Etuwe CN, Momoh YOL, Iyagba ET. Development of mathematical models and application of the modified Gompertz model for Designing Batch biogas reactors. Waste Biomass Valorization. 2016;7(3):543–550. doi: 10.1007/s12649-016-9482-8
   Web of Science ®Google Scholar
• Angelidaki I, Ellegaard L, Ahring BK. A mathematical model for dynamic simulation of anaerobic digestion of complex substrates: Focusing on ammonia inhibition. Biotechnol Bioeng. 1993;42(2):159–166. doi: 10.1002/bit.260420203
   PubMed Web of Science ®Google Scholar
• Lovato G, Alvarado-Morales M, Kovalovszki A, et al. In-situ biogas upgrading process: Modeling and simulations aspects. Biores Technol. 2017;245:332–341. doi: 10.1016/j.biortech.2017.08.181
   PubMed Web of Science ®Google Scholar
• Donoso-Bravo A, Mailier J, Martin C, et al. Model selection, identification and validation in anaerobic digestion: A review. Water Res. 2011;45(17):5347–5364. doi: 10.1016/j.watres.2011.08.059
   PubMed Web of Science ®Google Scholar
• Zhang Y, Li L, Ren Z, et al. Plant-scale biogas production prediction based on multiple hybrid machine learning technique. Biores Technol. 2022;363. doi: 10.1016/j.biortech.2022.127899.
   Web of Science ®Google Scholar
• Kazemi P, Bengoa C, Steyer JP, et al. Data-driven techniques for fault detection in anaerobic digestion process. Process SafEnviron Prot. 2021;146:905–915. doi: 10.1016/j.psep.2020.12.016
   Web of Science ®Google Scholar
• Sahni N, Simon G, Arora R. Development and Validation of machine learning models for Prediction of 1-year Mortality Utilizing Electronic Medical Record data available at the End of Hospitalization in Multicondition Patients: a Proof-of-Concept study. J Gen Intern Med. 2018;33(6):921–928. doi: 10.1007/s11606-018-4316-y
   PubMed Web of Science ®Google Scholar
• Alzubi J, Nayyar A, Kumar A. Machine learning from Theory to algorithms: An overview. J Phys Conf Ser. 2018;1142:012012. doi: 10.1088/1742-6596/1142/1/012012 1 ed.
   Google Scholar
• Andrade CI, Chuenchart W, Long F, et al. Application of machine learning in anaerobic digestion: Perspectives and challenges. Biores Technol. 2022;345. doi: 10.1016/j.biortech.2021.126433.
   PubMed Web of Science ®Google Scholar
• Zhang L, Li F, Tsui TH, et al. Microbial succession analysis reveals the significance of restoring functional microorganisms during rescue of failed anaerobic digesters by bioaugmentation of nano-biochar-amended digestate. Biores Technol. 2022;352. doi: 10.1016/j.biortech.2022.127102.
   Web of Science ®Google Scholar
• Ma J, Pan J, Qiu L, et al. Biochar triggering multipath methanogenesis and subdued propionic acid accumulation during semi-continuous anaerobic digestion. Biores Technol. 2019;293:122026. doi: 10.1016/j.biortech.2019.122026
   PubMed Web of Science ®Google Scholar
• Duan X, Chen Y, Yan Y, et al. New method for algae comprehensive utilization: Algae-derived biochar enhances algae anaerobic fermentation for short-chain fatty acids production. Biores Technol. 2019;289:121637. doi: 10.1016/j.biortech.2019.121637
   PubMed Web of Science ®Google Scholar
• Kaur G, Johnravindar D, Wong JWC. Enhanced volatile fatty acid degradation and methane production efficiency by biochar addition in food waste-sludge co-digestion: A step towards increased organic loading efficiency in co-digestion. Biores Technol. 2020;308. doi: 10.1016/j.biortech.2020.123250
   Web of Science ®Google Scholar
• Zheng X, Yang Z, Xu X, et al. Distillers’ grains anaerobic digestion residue biochar used for ammonium sorption and its effect on ammonium leaching from an Ultisol. Environ Sci Pollut Res. 2018;25(15):14563–14574. doi: 10.1007/s11356-018-1681-3
   PubMed Web of Science ®Google Scholar
• Shen Y, Linville JL, Urgun-Demirtas M, et al. Producing pipeline-quality biomethane via anaerobic digestion of sludge amended with corn stover biochar with in-situ CO2 removal. Appl Energy. 2015;158:300–309. doi: 10.1016/j.apenergy.2015.08.016
   Web of Science ®Google Scholar
• Jiao Y, Xue H, He C, et al. Effect of combined addition amount of nano zero-valent iron and biochar on methane production by anaerobic digestion of corn straw. Environ Dev Sustain. 2022;24(4):4709–4726. doi: 10.1007/s10668-021-01629-0
   Web of Science ®Google Scholar
• Casallas-Ojeda MR, Marmolejo-Rebellón LF, Torres-Lozada P, et al. Evaluation of simultaneous incidence of head space and temperature on biochemical methane potential in food waste. Cogent Eng. 2020;7(1):1729514. doi: 10.1080/23311916.2020.1729514
   Web of Science ®Google Scholar
• Liang J, Luo L, Li D, et al. Promoting anaerobic co-digestion of sewage sludge and food waste with different types of conductive materials: Performance, stability, and underlying mechanism. Biores Technol. 2021;337:125384. doi: 10.1016/j.biortech.2021.125384
   PubMed Web of Science ®Google Scholar
• Johnravindar D, Kaur G, Liang J, et al. Impact of total solids content on biochar amended co-digestion of food waste and sludge: Microbial community dynamics, methane production and digestate quality assessment. Biores Technol. 2022;361. doi: 10.1016/j.biortech.2022.127682.
   PubMed Web of Science ®Google Scholar
• Lee JY, Lee SH, Park HD. Enrichment of specific electro-active microorganisms and enhancement of methane production by adding granular activated carbon in anaerobic reactors. Biores Technol. 2016;205:205–212. doi: 10.1016/j.biortech.2016.01.054
   PubMed Web of Science ®Google Scholar
• Yenigün O, Demirel B. Ammonia inhibition in anaerobic digestion: A review. Process Biochem. 2013;48(5–6):901–911. doi: 10.1016/j.procbio.2013.04.012
   Web of Science ®Google Scholar
• Jiang Y, McAdam E, Zhang Y, et al. Ammonia inhibition and toxicity in anaerobic digestion: A critical review. Water Proc Eng. 2019;32:100899. doi: 10.1016/j.jwpe.2019.100899
   Web of Science ®Google Scholar
• Chen M, Wang F, Zhang DL, et al. Effects of acid modification on the structure and adsorption NH4±N properties of biochar. Renewable Energy. 2021;169:1343–1350. doi: 10.1016/j.renene.2021.01.098
   Web of Science ®Google Scholar
• Yin C, Shen Y, Yuan R, et al. Sludge-based biochar-assisted thermophilic anaerobic digestion of waste-activated sludge in microbial electrolysis cell for methane production. Biores Technol. 2019;284:315–324. doi: 10.1016/j.biortech.2019.03.146
   PubMed Web of Science ®Google Scholar
• Saveyn H, Eder P. End-of-waste criteria for Biodegradable waste Subjected to biological treatment (compost & digestate): technical Proposals. European Union. 2014. [cited July 2023]. Available from: https://publications.jrc.ec.europa.eu/repository/handle/JRC87124.
   Google Scholar
• Biala J, Wilkinson K. International Comparison of the Australian Standard for compost, soil Conditioners and Mulches (AS4454 - 20120). 2020 [cited 20st July 2022]. Available from: https://www.aora.org.au/sites/default/files/uploaded-content/website-content/International_Comparison_AS4454_Final.pdf.
   Google Scholar
• Cai Y, Zhu M, Meng X, et al. The role of biochar on alleviating ammonia toxicity in anaerobic digestion of nitrogen-rich wastes: A review. Biores Technol. 2022;351:126924. doi: 10.1016/j.biortech.2022.126924
   PubMed Web of Science ®Google Scholar
• Jaimes-Estévez J, Mercado EV, Jaramillo JG, et al. From laboratory to farm-scale psychrophilic anaerobic co-digestion of cheese whey and cattle manure. Bioresour Technol Rep. 2022;19:101168. doi: 10.1016/j.biteb.2022.101168
   Google Scholar
• Martí-Herrero J, Alvarez R, Cespedes R, et al. Cow, sheep and llama manure at psychrophilic anaerobic co-digestion with low cost tubular digesters in cold climate and high altitude. Biores Technol. 2015;181:238–246. doi: 10.1016/j.biortech.2015.01.063
   PubMed Web of Science ®Google Scholar
• Dev S, Saha S, Kurade MB, et al. Perspective on anaerobic digestion for biomethanation in cold environments. Renew Sust Energ Rev. 2019;103:85–95. doi: 10.1016/j.rser.2018.12.034
   Web of Science ®Google Scholar
• Garfí M, Martí-Herrero J, Garwood A, et al. Household anaerobic digesters for biogas production in Latin America: A review. Renew Sust Energ Rev. 2016;60:599–614. doi: 10.1016/j.rser.2016.01.071
   Web of Science ®Google Scholar
• Li J, Li L, Suvarna M, et al. Wet wastes to bioenergy and biochar: A critical review with future perspectives. Sci Total Environ. 2022;817:152921. doi: 10.1016/j.scitotenv.2022.152921
   PubMed Web of Science ®Google Scholar