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Ma H, Wei Y, Fei F, Gao M, Wang Q. Whether biorefinery is a promising way to support waste source separation? From the life cycle perspective. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 912:168731. [PMID: 38007136 DOI: 10.1016/j.scitotenv.2023.168731] [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: 09/13/2023] [Revised: 11/06/2023] [Accepted: 11/18/2023] [Indexed: 11/27/2023]
Abstract
Since the implementation of the waste separation policy, the disposal of source-separated food waste (FW) has been more strictly required. Traditional source-separated FW treatment technologies, such as anaerobic digestion (AD) and aerobic composting (AC), suffer from low resource utilization efficiency and poor economic benefits. It is one of the main limiting factors for the promotion of waste separation. Life cycle assessment (LCA) was conducted for five municipal solid waste (MSW) treatment technologies, compared their environmental impacts, and analyzed the impact of waste separation ratios to determine whether biorefinery is a promising way to support waste source separation. The results showed that black soldier fly (BSF) treatment had the lowest net global warming potential (GWP) of all technologies, reduced by 40.8 % relative to the non-source-separated treatment. Ethanol production had the second-lowest net environmental impact potential because bioethanol replaces fossil fuel to avoid the emission of pollutants from its combustion. When two biorefinery technologies with excellent efficiency to avoid environmental impact are used to treat source-separated FW, the increase in the percentage of waste separation will help reduce the environmental impact of MSW treatment. The application of biorefinery technologies is considered a viable option for source-separated FW treatment. AC should not be widely promoted because it showed the worst net environmental benefits, and waste separation will elevate the environmental impact of its treatment process.
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Affiliation(s)
- Hongzhi Ma
- Department of Environmental Science and Engineering, University of Science and Technology, Beijing 100083, China; Beijing Key Laboratory of Resource-oriented Treatment of Industrial Pollutants, Beijing 100083, China; Nanchang Institute of Science and Technology, Nanchang 330108, China
| | - Yulian Wei
- Department of Environmental Science and Engineering, University of Science and Technology, Beijing 100083, China; Beijing Key Laboratory of Resource-oriented Treatment of Industrial Pollutants, Beijing 100083, China
| | - Fan Fei
- Department of Environmental Science and Engineering, University of Science and Technology, Beijing 100083, China; Beijing Key Laboratory of Resource-oriented Treatment of Industrial Pollutants, Beijing 100083, China.
| | - Ming Gao
- Department of Environmental Science and Engineering, University of Science and Technology, Beijing 100083, China; Beijing Key Laboratory of Resource-oriented Treatment of Industrial Pollutants, Beijing 100083, China
| | - Qunhui Wang
- Department of Environmental Science and Engineering, University of Science and Technology, Beijing 100083, China; Beijing Key Laboratory of Resource-oriented Treatment of Industrial Pollutants, Beijing 100083, China
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2
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Garg S, Behera S, Ruiz HA, Kumar S. A Review on Opportunities and Limitations of Membrane Bioreactor Configuration in Biofuel Production. Appl Biochem Biotechnol 2023; 195:5497-5540. [PMID: 35579743 DOI: 10.1007/s12010-022-03955-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2021] [Accepted: 05/02/2022] [Indexed: 12/13/2022]
Abstract
Biofuels are a clean and renewable source of energy that has gained more attention in recent years; however, high energy input and processing cost during the production and recovery process restricted its progress. Membrane technology offers a range of energy-saving separation for product recovery and purification in biorefining along with biofuel production processes. Membrane separation techniques in combination with different biological processes increase cell concentration in the bioreactor, reduce product inhibition, decrease chemical consumption, reduce energy requirements, and further increase product concentration and productivity. Certain membrane bioreactors have evolved with the ability to deal with different biological production and separation processes to make them cost-effective, but there are certain limitations. The present review describes the advantages and limitations of membrane bioreactors to produce different biofuels with the ability to simplify upstream and downstream processes in terms of sustainability and economics.
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Affiliation(s)
- Shruti Garg
- Biochemical Conversion Division, Sardar Swaran Singh National Institute of Bio-Energy, Kapurthala, Punjab, 144601, India
- Department of Microbiology, Guru Nanak Dev University, Grand Trunk Road, Amritsar, Punjab, 143040, India
| | - Shuvashish Behera
- Biochemical Conversion Division, Sardar Swaran Singh National Institute of Bio-Energy, Kapurthala, Punjab, 144601, India.
- Department of Alcohol Technology and Biofuels, Vasantdada Sugar Institute, Manjari (Bk.), Pune, 412307, India.
| | - Hector A Ruiz
- Biorefinery Group, Food Research Department, School of Chemistry, Autonomous University of Coahuila, 25280, Saltillo, Coahuila, Mexico
| | - Sachin Kumar
- Biochemical Conversion Division, Sardar Swaran Singh National Institute of Bio-Energy, Kapurthala, Punjab, 144601, India.
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Xu LH, Li SH, Mao H, Li Y, Zhang AS, Wang S, Liu WM, Lv J, Wang T, Cai WW, Sang L, Xie WW, Pei C, Li ZZ, Feng YN, Zhao ZP. Highly flexible and superhydrophobic MOF nanosheet membrane for ultrafast alcohol-water separation. Science 2022; 378:308-313. [PMID: 36264816 DOI: 10.1126/science.abo5680] [Citation(s) in RCA: 70] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
High-performance pervaporation membranes have potential in industrial separation applications, but overcoming the permeability-selectivity trade-off is a challenge. We report a strategy to create highly flexible metal-organic framework nanosheet (MOF-NS) membranes with a faveolate structure on polymer substrates for alcohol-water separation. The controlled growth followed by a surface-coating method effectively produced flexible and defect-free superhydrophobic MOF-NS membranes. The reversible deformation of the flexible MOF-NS and the vertical interlamellar pathways were captured with electron microscopy. Molecular simulations confirmed the structure and revealed transport mechanism. The ultrafast transport channels in MOF-NS exhibited an ultrahigh flux and a separation factor of 8.9 in the pervaporation of 5 weight % ethanol-water at 40°C, which can be used for biofuel recovery. MOF-NS and polydimethylsiloxane synergistically contribute to the separation performance.
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Affiliation(s)
- Li-Hao Xu
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Shen-Hui Li
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Heng Mao
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Yan Li
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Ao-Shuai Zhang
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Sen Wang
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Wei-Min Liu
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Jing Lv
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Tao Wang
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Wei-Wei Cai
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Le Sang
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Wen-Wen Xie
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Chan Pei
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Zheng-Zheng Li
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Ying-Nan Feng
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
| | - Zhi-Ping Zhao
- School of Chemistry and Chemical Engineering, Beijing Institute of Technology, Beijing 102488, P.R. China
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Nassif AG, Ibrahim SS, Majdi HS, Alsalhy QF. Ethanol Separation from an Ethanol-Water Solution Using Vacuum Membrane Distillation. MEMBRANES 2022; 12:807. [PMID: 36005722 PMCID: PMC9412536 DOI: 10.3390/membranes12080807] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Revised: 08/16/2022] [Accepted: 08/17/2022] [Indexed: 06/15/2023]
Abstract
The vacuum membrane distillation (VMD) process was applied to separate ethanol from a simulated ethanol-water solution using a commercial polytetrafluoroethylene (PTFE) membrane. The presence of ethanol in the ethanol-water solution with a 2 wt.% ethanol concentration at a temperature above 40 °C during the MD process may result in membrane failure due to an increase in the chance of the PTFE membrane wetting at high temperatures. Therefore, the operating temperature in this study was not higher than 35 °C, with an initial ethanol concentration up to 10 wt.%. This work focuses on optimizing the VMD operating parameters using the Taguchi technique based on an analysis of variance (ANOVA). It was found that the feed temperature was the most-affected parameter, leading to a significant increase in the permeation flux of the PTFE membrane. Our results also showed that the permeate flux was reported at about 24.145 kg/m2·h, with a separation factor of 8.6 of the permeate under the operating conditions of 2 wt.%, 30 °C, 60 mm Hg(abs), and 0.6 L/min feed (concentration, temperature, permeate vacuum pressure, and flow rate, respectively). The initial feed concentration, vacuum pressure, and feed flow rate have a lower impact on the permeation flux.
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Affiliation(s)
- Abeer G. Nassif
- Membrane Technology Research Unit, Department of Chemical Engineering, University of Technology-Iraq, Alsinaa Street, Baghdad 10066, Iraq
| | - Salah S. Ibrahim
- Membrane Technology Research Unit, Department of Chemical Engineering, University of Technology-Iraq, Alsinaa Street, Baghdad 10066, Iraq
| | - Hasan Sh. Majdi
- Department of Chemical Engineering and Petroleum Industries, Al-Mustaqbal University College, Babylon 51001, Iraq
| | - Qusay F. Alsalhy
- Membrane Technology Research Unit, Department of Chemical Engineering, University of Technology-Iraq, Alsinaa Street, Baghdad 10066, Iraq
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Wang Y, Qiu B, Fan S, Liu J, Qin Y, Jian S, Wang Y, Xiao Z. Membrane Distillation of Butanol from Aqueous Solution with Polytetrafluoroethylene Membrane. Chem Eng Technol 2020. [DOI: 10.1002/ceat.201900484] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Yuyang Wang
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Boya Qiu
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Senqing Fan
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Jingyun Liu
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Yangmei Qin
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Shizhao Jian
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Yinan Wang
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
| | - Zeyi Xiao
- Sichuan UniversitySchool of Chemical Engineering No. 24 South Section 1, Yihuan Road 610065 Chengdu China
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6
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Economic Assessment of Bioethanol Recovery Using Membrane Distillation for Food Waste Fermentation. Bioengineering (Basel) 2020; 7:bioengineering7010015. [PMID: 32053924 PMCID: PMC7148445 DOI: 10.3390/bioengineering7010015] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Revised: 02/01/2020] [Accepted: 02/03/2020] [Indexed: 11/25/2022] Open
Abstract
Ethanol is a material that has a high demand from different industries such as fuel, beverages, and other industrial applications. Commonly, ethanol has been produced from yeast fermentation using sugar crops as a feedstock. However, food waste (FW) was found to be one of the promising resources to produce ethanol because it contained a higher amount of glucose. Generally, column distillation has been used to separate ethanol from the fermentation broth, but this operation is considered an energy-intensive process. On the contrary, membrane distillation is expected to be more practical and cost-effective because of its lower energy requirement. Therefore, this study aims to make a comparison of economic performance on FW fermentation with membrane distillation and a conventional distillation system using techno-economy analysis (TEA) method. A commercial-scale FW fermentation plant was modeled using SuperPro Designer V9.0 Modeling. Discounted cash flow analysis was employed to determine ethanol minimum selling price (MSP) for both distillation systems at 10% of the internal rate of return. Results from this analysis showed that membrane distillation has a higher MSP than a conventional process, $6.24 and $2.41 per gallon ($1.65 and $0.64 per liter) respectively. Hence, this study found that membrane distillation is not economical to be implemented in commercial-scale ethanol production.
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Fan S, Liu J, Tang X, Wang W, Xiao Z, Qiu B, Wang Y, Jian S, Qin Y, Wang Y. Process operation performance of PDMS membrane pervaporation coupled with fermentation for efficient bioethanol production. Chin J Chem Eng 2019. [DOI: 10.1016/j.cjche.2018.12.005] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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8
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Linzmeyer P, Ramlow H, Souza O, Sellin N, Marangoni C. Effects of by-products of fermentation of banana pseudostem on ethanol separation by pervaporation. Biotechnol Prog 2019; 35:e2830. [PMID: 31050199 DOI: 10.1002/btpr.2830] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2019] [Revised: 03/26/2019] [Accepted: 04/25/2019] [Indexed: 11/09/2022]
Abstract
In this work, we performed recovery of ethanol from a fermentation broth of banana pseudostem by pervaporation (PV) as a lower-energy-cost alternative to traditional separation processes such as distillation. As real fermentation systems generally contain by-products, it was investigated the effects of different components from the fermentation broth of banana pseudostem on PV performance for ethanol recovery through commercial flat sheet polydimethylsiloxane (PDMS) membrane. The experiments were compared to a binary solution (ethanol/water) to determine differences in the results due to the presence of fermentation by-products. A real fermented broth of banana pseudostem was also used as feed for the PV experiments. Seven by-products from fermented broth were identified: propanol, isobutanol, methanol, isoamyl alcohol, 1-pentanol, acetic acid, and succinic acid. Moreover, the residual sugar content of 3.02 g/L1 was obtained. The presence of methanol showed the best results for total permeate flux (0.1626 kg·m-2 ·h-1 ) and ethanol permeate flux (0.0391 kg·m-2 ·h-1 ) during PV at 25°C and 3 wt% ethanol, also demonstrated by the selectivity and enrichment factor. The lowest total fluxes of permeate were observed in the experiments containing the acids. Better permeance of 0.1171 from 0.0796 kg·m-2 ·h-1 and membrane selectivity of 9.77 from 9.30 were obtained with real fermentation broth than with synthetic solutions, possibly due to the presence of by-products in the multicomponent mixtures, which contributed to ethanol permeation. The results of this work indicate that by-products influence pervaporation of ethanol with hydrophobic flat sheet membrane produced from the fermented broth of banana pseudostem.
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Affiliation(s)
- Poliana Linzmeyer
- Graduate Program in Process Engineering, University of the Region of Joinville, Joinville, Santa Catarina, Brazil
| | - Heloisa Ramlow
- Graduate Program in Chemical Engineering, Federal University of Santa Catarina, Campus Universitário Reitor João David Ferreira Lima, Florianópolis, Santa Catarina, Brazil
| | - Ozair Souza
- Graduate Program in Process Engineering, University of the Region of Joinville, Joinville, Santa Catarina, Brazil
| | - Noeli Sellin
- Graduate Program in Process Engineering, University of the Region of Joinville, Joinville, Santa Catarina, Brazil
| | - Cintia Marangoni
- Graduate Program in Chemical Engineering, Federal University of Santa Catarina, Campus Universitário Reitor João David Ferreira Lima, Florianópolis, Santa Catarina, Brazil.,Department of Engineering, Federal University of Santa Catarina, Blumenau Campus, Blumenau, Santa Catarina, Brazil
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Li J, Zhou W, Fan S, Xiao Z, Liu Y, Liu J, Qiu B, Wang Y. Bioethanol production in vacuum membrane distillation bioreactor by permeate fractional condensation and mechanical vapor compression with polytetrafluoroethylene (PTFE) membrane. BIORESOURCE TECHNOLOGY 2018; 268:708-714. [PMID: 30145378 DOI: 10.1016/j.biortech.2018.08.055] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2018] [Revised: 08/13/2018] [Accepted: 08/15/2018] [Indexed: 06/08/2023]
Abstract
A vacuum membrane distillation bioreactor (VMDBR) by permeate fractional condensation and mechanical vapor compression with PTFE membrane was developed for bioethanol production. Cell concentration of 11.5 g/L, glucose consumption rate of 5.2 g/L/h and ethanol productivity of 2.3 g/L/h could be obtained with fermentation continues lasting for 140 h. Membrane flux of over 10 kg/m2/h could be obtained for model solution separation. Higher temperature and flow rate could promote membrane separation. Membrane flux could be reduced to about 2000 g/m2/h with fermentation proceeding owing to the deposited cell on membrane surface. The membrane separation performance could be resumed by water rinse. High ethanol concentration of 421 g/L could be obtained by permeate fractional condensation with the process separation factor increased to 19.2. Energy of only 14 MJ/kg was required in VMDBR and the energy consumption would be reduced further if the compressed vapor could be used to heat the feed.
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Affiliation(s)
- Jianfeng Li
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Wencan Zhou
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Senqing Fan
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China.
| | - Zeyi Xiao
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Yicai Liu
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Jingyun Liu
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Boya Qiu
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
| | - Yuyang Wang
- School of Chemical Engineering, Sichuan University, 610065 Chengdu, China
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Cardoso VM, Bernardo A, Giulietti M. Ethanol absorption from CO2 using solutions of glycerol and glycols. CHEM ENG COMMUN 2018. [DOI: 10.1080/00986445.2018.1458027] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Valdemir M. Cardoso
- Graduate Program in Chemical Engineering (PPGEQ), Federal University of São Carlos (UFSCar), São Carlos, Brazil
| | - André Bernardo
- Graduate Program in Chemical Engineering (PPGEQ), Federal University of São Carlos (UFSCar), São Carlos, Brazil
| | - Marco Giulietti
- Graduate Program in Chemical Engineering (PPGEQ), Federal University of São Carlos (UFSCar), São Carlos, Brazil
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Cinelli BA, Freire DMG, Kronemberger FA. Membrane distillation and pervaporation for ethanol removal: are we comparing in the right way? SEP SCI TECHNOL 2018. [DOI: 10.1080/01496395.2018.1498518] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Bernardo A. Cinelli
- Chemical Engineering Program, COPPE, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Denise M. G. Freire
- Institute of Chemistry, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
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Cai D, Hu S, Chen C, Wang Y, Zhang C, Miao Q, Qin P, Tan T. Immobilized ethanol fermentation coupled to pervaporation with silicalite-1/polydimethylsiloxane/polyvinylidene fluoride composite membrane. BIORESOURCE TECHNOLOGY 2016; 220:124-131. [PMID: 27569576 DOI: 10.1016/j.biortech.2016.08.036] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2016] [Revised: 08/10/2016] [Accepted: 08/11/2016] [Indexed: 06/06/2023]
Abstract
A novel silicalite-1/polydimethylsiloxane/polyvinylidene fluoride hybrid membrane was used in ethanol fermentation-pervaporation integration process. The sweet sorghum bagasse was used as the immobilized carrier. Compared with the conventional suspend cells system, the immobilized fermentation system could provide higher ethanol productivity when coupled with pervaporation. In the long-term of operations, the ethanol productivity, separation factor, total flux and permeate ethanol concentration in the fed-batch fermentation-pervaporation integration scenario were 1.6g/Lh, 8.2-9.9, 319-416g/m(2)h and 426.9-597.2g/L, respectively. Correspondingly, 1.6g/Lh, 7.8-9.8, 227.8-395g/m(2)h and 410.9-608.1g/L were achieved in the continuous fermentation-pervaporation integration scenario, respectively. The results indicated that the integration process could greatly improve the ethanol production and separation performances.
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Affiliation(s)
- Di Cai
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Song Hu
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Changjing Chen
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Yong Wang
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Changwei Zhang
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Qi Miao
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
| | - Peiyong Qin
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China.
| | - Tianwei Tan
- National Energy R&D Center for Biorefinery, Beijing University of Chemical Technology, Beijing 100029, PR China
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