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Machineni L, Anupoju GR. Optimization of biomethane production from sweet sorghum bagasse using artificial neural networks combined with particle swarm algorithm. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:114095-114110. [PMID: 37855961 DOI: 10.1007/s11356-023-30451-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 10/10/2023] [Indexed: 10/20/2023]
Abstract
In the face of international movement away from fossil fuels caused pollution menace, many research labs are rushing towards next big breakthrough via effective biorefinery development employing non-edible agro-residues as feedstock. This work aims to evaluate and optimize the methane potential of underutilized full strength sweet sorghum bagasse (SSB) via anaerobic digestion (AD). Biochemical methane potential assays are set up for SSB AD under mesophilic and thermophilic conditions at four substrate-o-inoculum ratios (SIR) 3, 5, 7, and 9 with pH 6.5, 7.5, and 8.5 and with 80, 90, and 100 rpm mixing speed over 50 days. SIR 5 produced the highest cumulative biomethane yield of 4.25 L methane g-1 VS with a shorter lag time of 7.5 days and technical digestion time of 24 days. The influence of physio-chemical parameters on AD process dynamics is supported with 16s rRNA metagenomic sequencing. Based on complete experimental data sets, two artificial neural network (ANN) models are developed to identify the relevant significance of process parameters and to predict bagasse methane potential. Further, the developed ANN model is integrated with particle swarm optimization algorithm to create ideal AD process operating conditions which maximize the target variable, biomethane. The trained and cross-validated ANN-PSO model showed good-fit-accuracy with R2 > 0.995 and demonstrated satisfactory performance in the biomethane yield prediction from AD of non-edible agri-residues.
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Affiliation(s)
- Lakshmi Machineni
- Bio Engineering and Environmental Sciences (BEES) Group, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (IICT), Hyderabad, 500007, India.
| | - Gangagni Rao Anupoju
- Bio Engineering and Environmental Sciences (BEES) Group, Department of Energy and Environmental Engineering (DEEE), CSIR-Indian Institute of Chemical Technology (IICT), Hyderabad, 500007, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, 201002, India
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Upadhyay A, Singh R, Talwar P, Verma N, Ahire PD, Khatri H, Masakapalli SK, Pareek N, Kumar V, Kovalev AA, Zhuravleva EA, Litti YV, Vivekanand V. Insights into sustainable resource and energy recovery from leachate towards emission mitigation for environmental management: A critical approach. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2023; 343:118219. [PMID: 37229852 DOI: 10.1016/j.jenvman.2023.118219] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2023] [Revised: 05/02/2023] [Accepted: 05/19/2023] [Indexed: 05/27/2023]
Abstract
The exponential generation of municipal solid waste (MSW) and landfill disposal without any treatment has increased the continuous generation of landfill leachate. Improper MSW and leachate management are contributing to environmental degradation and water and soil pollution, which must be treated. Numerous works have been conducted on leachate treatments for energy and resource recovery. This review presents a comprehensive study of leachate management in which different treatment methods are discussed to analyze the suitability of processes that can be employed to treat leachate efficiently. Further, the characteristics of leachate are examined as properties of leachate may be varied depending upon the region. Still, several challenges related to leachate management and its treatments are discussed in this study. An integrated system could be a better option for treating leachate because it contains large amounts of organic and inorganic compounds. Proper leachate management would help to recover energy and value-added products (metals).
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Affiliation(s)
- Apoorva Upadhyay
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Rickwinder Singh
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Prakhar Talwar
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Nikita Verma
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Pratiksha Dadaji Ahire
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Hemant Khatri
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
| | - Shyam Kumar Masakapalli
- School of Biosciences and Bioengineering, Indian Institute of Technology Mandi, Kamand, 175075, India.
| | - Nidhi Pareek
- Department of Sports Bio-Sciences, School of Sports Sciences, Central University of Rajasthan, Ajmer, 305817, India.
| | - Vinod Kumar
- Bioenergy and Resource Management Centre, School of Water, Energy and Environment, Cranfield University, Cranfield, MK43 0AL, United Kingdom.
| | - Andrey A Kovalev
- Federal State Budgetary Scientific Institution "Federal Scientific Agroengineering Center VIM", 1st Institutskiy Proezd, 5, 109428, Moscow, Russia.
| | - Elena A Zhuravleva
- Federal Research Center "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Leninsky Prospekt 33, 2, 119071, Moscow, Russia.
| | - Yuriy V Litti
- Federal Research Center "Fundamentals of Biotechnology" of the Russian Academy of Sciences, Leninsky Prospekt 33, 2, 119071, Moscow, Russia.
| | - Vivekanand Vivekanand
- Centre for Energy and Environment, Malaviya National Institute of Technology Jaipur, Jaipur, 302017, Rajasthan, India.
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Perra M, Bacchetta G, Muntoni A, De Gioannis G, Castangia I, Rajha HN, Manca ML, Manconi M. An outlook on modern and sustainable approaches to the management of grape pomace by integrating green processes, biotechnologies and advanced biomedical approaches. J Funct Foods 2022. [DOI: 10.1016/j.jff.2022.105276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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