Characterization and Artificial Neural Networks Modelling of methylene blue adsorption of biochar derived from agricultural residues: Effect of biomass type, pyrolysis temperature, particle size

Schellekens, 2018, Molecular characterization of biochar from five Brazilian agricultural residues obtained at different charring temperatures, J. Anal. Appl. Pyrolysis, 130, 249, 10.1016/j.jaap.2018.01.020 Mahdi, 2016, Influence of pyrolysis conditions on surface characteristics and methylene blue adsorption of biochar derivedfrom date seed biomass, waste and biomass, Valorization, 1 Askeland, 2019, Comparative characterization of biochars produced at three selected pyrolysis temperatures from common woody and herbaceous waste streams, PeerJ, 7, 1, 10.7717/peerj.6784 Yu, 2019, Characterization of biochar and byproducts from slow pyrolysis of hinoki cypress, Bioresour. Technol. Rep., 6, 217, 10.1016/j.biteb.2019.03.009 Zavalloni, 2011, Microbial mineralization of biochar and wheat straw mixture in soil: a short-term study, Appl. Soil Ecol., 50, 45, 10.1016/j.apsoil.2011.07.012 Zhao, 2018, Effect of pyrolysis temperature, heating rate, and residence time on rapeseed stem derived biochar, J. Clean. Prod., 174, 977, 10.1016/j.jclepro.2017.11.013 J. Lehmann, S. Joseph, Biochar for environmental management: science and technology, (2009). Yang, 2019, Characterization and ecotoxicological investigation of biochar produced via slow pyrolysis: effect of feedstock composition and pyrolysis conditions, J. Hazard. Mater., 365, 178, 10.1016/j.jhazmat.2018.10.047 El Hanandeh, 2017, Phosphorus removal from wastewater in biofilters with biochar augmented geomedium: effect of biochar particle size, Clean - Soil Air Water, 10.1002/clen.201600123 El Hanandeh, 2018, Phosphorus removal efficiency from wastewater under different loading conditions using sand biofilters augmented with biochar, Int. J. Environ. Sci. Technol., 15, 10.1007/s13762-017-1474-0 Sarkhot, 2012, Impact of biochar enriched with dairy manure effluent on carbon and nitrogen dynamics, J. Environ. Qual., 41, 1107, 10.2134/jeq2011.0123 Sarkhot, 2013, Effectiveness of biochar for sorption of ammonium and phosphate from dairy effluent, J. Environ. Qual., 42, 1545, 10.2134/jeq2012.0482 Agegnehu, 2015, Biochar and biochar-compost as soil amendments: effects on peanut yield, soil properties and greenhouse gas emissions in tropical North Queensland, Australia, Agric. Ecosyst. Environ., 213, 72, 10.1016/j.agee.2015.07.027 Uzoma, 2011, Influence of biochar application on sandy soil hydraulic properties and nutrient retention, J. Food Agric. Environ., 9, 1137 Li, 2018, Thermogravimetric, thermochemical, and infrared spectral characterization of feedstocks and biochar derived at different pyrolysis temperatures, Waste Manag., 78, 198, 10.1016/j.wasman.2018.05.048 Novak, 2009, Characterization of designer biochar produced at different temperatures, Ann. Environ. Sci., 3, 195 Ahmad, 2014, Biochar as a sorbent for contaminant management in soil and water: a review, Chemosphere, 99, 19, 10.1016/j.chemosphere.2013.10.071 Gascó, 2018, Biochars and hydrochars prepared by pyrolysis and hydrothermal carbonisation of pig manure, Waste Manag., 79, 395, 10.1016/j.wasman.2018.08.015 Lu, 2018, Use of magnetic biochars for the immobilization of heavy metals in a multi-contaminated soil, Sci. Total Environ., 622–623, 892, 10.1016/j.scitotenv.2017.12.056 Hanandeh, 2016, Characterization of biochar prepared from slow pyrolysis of Jordanian olive oil processing solid waste and adsorption efficiency of Hg2+ ions in aqueous solutions, Water Sci. Technol., 10.2166/wst.2016.378 Yuan, 2011, The forms of alkalis in the biochar produced from crop residues at different temperatures, Bioresour. Technol., 102, 3488, 10.1016/j.biortech.2010.11.018 Zama, 2017, The role of biochar properties in influencing the sorption and desorption of Pb(II), Cd(II) and As(III) in aqueous solution, J. Clean. Prod., 148, 127, 10.1016/j.jclepro.2017.01.125 Alburquerque, 2016, Slow pyrolysis of relevant biomasses in the Mediterranean basin. Part 2. Char characterisation for carbon sequestration and agricultural uses, J. Clean. Prod., 120, 191, 10.1016/j.jclepro.2014.10.080 Ghezzehei, 2014, Biochar can be used to capture essential nutrients from dairy wastewater and improve soil physico-chemical properties, Solid Earth, 5, 953, 10.5194/se-5-953-2014 Intani, 2018, Characterisation of biochar from maize residues produced in a self-purging pyrolysis reactor, Bioresour. Technol., 265, 224, 10.1016/j.biortech.2018.05.103 Jin, 2016, Manure biochar influence upon soil properties, phosphorus distribution and phosphatase activities: a microcosm incubation study, Chemosphere, 142, 128, 10.1016/j.chemosphere.2015.07.015 Chan, 2008, Using poultry litter biochars as soil amendments, Aust. J. Soil Res., 46, 437, 10.1071/SR08036 Gul, 2015, Physico-chemical properties and microbial responses in biochar-amended soils: mechanisms and future directions, Agric. Ecosyst. Environ., 206, 46, 10.1016/j.agee.2015.03.015 Jindo, 2014, Physical and chemical characterization of biochars derived from different agricultural residues, Biogeosciences, 11, 6613, 10.5194/bg-11-6613-2014 Raposo, 2009, Methylene blue number as useful indicator to evaluate the adsorptive capacity of granular activated carbon in batch mode: Influence of adsorbate/adsorbent mass ratio and particle size, J. Hazard. Mater., 165, 291, 10.1016/j.jhazmat.2008.09.106 Islam, 2017, Mesoporous activated coconut shell-derived hydrochar prepared via hydrothermal carbonization-NaOH activation for methylene blue adsorption, J. Environ. Manage., 203, 237, 10.1016/j.jenvman.2017.07.029 Wang, 2017, Comparison of characteristics of twenty-one types of biochar and their ability to remove multi-heavy metals and methylene blue in solution, Fuel Process. Technol., 160, 55, 10.1016/j.fuproc.2017.02.019 Ghaedi, 2017, Applications of artificial neural networks for adsorption removal of dyes from aqueous solution: a review, Adv. Colloid Interface Sci., 245, 20, 10.1016/j.cis.2017.04.015 Karimi, 2014, Application of artificial neural network and genetic algorithm to modeling and optimization of removal of methylene blue using activated carbon, J. Ind. Eng. Chem., 20, 2471, 10.1016/j.jiec.2013.10.028 Mahmoodi-Babolan, 2019, Removal of methylene blue via bioinspired catecholamine/starch superadsorbent and the efficiency prediction by response surface methodology and artificial neural network-particle swarm optimization, Bioresour. Technol., 294, 10.1016/j.biortech.2019.122084 Jun, 2020, Modeling and optimization by particle swarm embedded neural network for adsorption of methylene blue by jicama peroxidase immobilized on buckypaper/polyvinyl alcohol membrane, Environ. Res., 183, 10.1016/j.envres.2020.109158 Souza, 2018, Artificial neural network (ANN) and adaptive neuro-fuzzy interference system (ANFIS) modelling for nickel adsorption onto agro-wastes and commercial activated carbon, J. Environ. Chem. Eng., 6, 7152, 10.1016/j.jece.2018.11.013 Rajkovich, 2012, Corn growth and nitrogen nutrition after additions of biochars with varying properties to a temperate soil, Biol. Fertil. Soils, 48, 271, 10.1007/s00374-011-0624-7 Fiol, 2008, Determination of sorbent point zero charge: usefulness in sorption studies, Environ. Chem. Lett., 7, 79, 10.1007/s10311-008-0139-0 Méndez, 2014, Biochar from pyrolysis of deinking paper sludge and its use in the treatment of a nickel polluted soil, J. Anal. Appl. Pyrolysis, 107, 46, 10.1016/j.jaap.2014.02.001 Nunes, 2011, Estimation of surface area and pore volume of activated carbons by methylene blue and iodine numbers, Quimica, 10.1590/S0100-40422011000300020 Moreno-Pérez, 2018, Artificial neural network-based surrogate modeling of multi-component dynamic adsorption of heavy metals with a biochar, J. Environ. Chem. Eng., 6, 5389, 10.1016/j.jece.2018.08.038 Hmid, 2014, Production and characterization of biochar from three-phase olive mill waste through slow pyrolysis, Biomass, 330, 10.1016/j.biombioe.2014.09.024 El Hanandeh, 2016, Characterization of biochar prepared from slow pyrolysis of Jordanian olive oil processing solid waste and adsorption efficiency of Hg2+ ions in aqueous solutions, Water Sci. Technol., 74, 1899, 10.2166/wst.2016.378 Tran, 2016, Effect of pyrolysis temperatures and times on the adsorption of cadmium onto orange peel derived biochar, Waste Manag. Res., 34, 129, 10.1177/0734242X15615698 Kim, 2013, Characterization of cadmium removal from aqueous solution by biochar produced from a giant Miscanthus at different pyrolytic temperatures, Bioresour. Technol., 138, 266, 10.1016/j.biortech.2013.03.186 Keiluweit, 2010, Dynamic molecular structure of plant biomass-derived black carbon (biochar), Environ. Sci. Technol., 44, 1247, 10.1021/es9031419 Liu, 2012, Characterization of bio-char from pyrolysis of wheat straw and its evaluation on methylene blue adsorption, Desalin. Water Treat., 46, 115, 10.1080/19443994.2012.677408 Kumar, 2017, Cleaner production of iron by using waste macadamia biomass as a carbon resource, J. Clean. Prod., 158, 218, 10.1016/j.jclepro.2017.04.115 Usman, 2015, Biochar production from date palm waste: charring temperature induced changes in composition and surface chemistry, J. Anal. Appl. Pyrolysis, 115, 392, 10.1016/j.jaap.2015.08.016