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For: Wang Z, Peng X, Xia A, Shah AA, Huang Y, Zhu X, Zhu X, Liao Q. The role of machine learning to boost the bioenergy and biofuels conversion. Bioresour Technol 2022;343:126099. [PMID: 34626766 DOI: 10.1016/j.biortech.2021.126099] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 10/04/2021] [Accepted: 10/05/2021] [Indexed: 06/13/2023]
Number Cited by Other Article(s)
1
Yang CT, Kristiani E, Leong YK, Chang JS. Machine learning in microalgae biotechnology for sustainable biofuel production: Advancements, applications, and prospects. BIORESOURCE TECHNOLOGY 2024;413:131549. [PMID: 39349125 DOI: 10.1016/j.biortech.2024.131549] [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: 05/19/2024] [Revised: 09/27/2024] [Accepted: 09/27/2024] [Indexed: 10/02/2024]
2
Anbarasu K, Thanigaivel S, Sathishkumar K, Alam MM, Al-Sehemi AG, Devarajan Y. Harnessing artificial intelligence for sustainable Bioenergy: Revolutionizing Optimization, waste Reduction, and environmental sustainability. BIORESOURCE TECHNOLOGY 2024:131893. [PMID: 39608419 DOI: 10.1016/j.biortech.2024.131893] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2024] [Revised: 11/05/2024] [Accepted: 11/25/2024] [Indexed: 11/30/2024]
3
Chen H, Xia A, Yan H, Huang Y, Zhu X, Zhu X, Liao Q. Mass transfer in heterogeneous biofilms: Key issues in biofilm reactors and AI-driven performance prediction. ENVIRONMENTAL SCIENCE AND ECOTECHNOLOGY 2024;22:100480. [PMID: 39309319 PMCID: PMC11416670 DOI: 10.1016/j.ese.2024.100480] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Revised: 08/23/2024] [Accepted: 08/26/2024] [Indexed: 09/25/2024]
4
Xu P, Liu H, Liu C, Zhu G. Syntrophic methane production from volatile fatty acids: Focus on interspecies electron transfer. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024;946:174410. [PMID: 38960157 DOI: 10.1016/j.scitotenv.2024.174410] [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: 03/22/2024] [Revised: 06/28/2024] [Accepted: 06/29/2024] [Indexed: 07/05/2024]
5
Yu KL, Ong HC, Zaman HB. Integrated energy informatics technology on microalgae-based wastewater treatment to bioenergy production: A review. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024;368:122085. [PMID: 39142099 DOI: 10.1016/j.jenvman.2024.122085] [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: 02/13/2024] [Revised: 06/19/2024] [Accepted: 07/31/2024] [Indexed: 08/16/2024]
6
Saha R, Chauhan A, Rastogi Verma S. Machine learning: an advancement in biochemical engineering. Biotechnol Lett 2024;46:497-519. [PMID: 38902585 DOI: 10.1007/s10529-024-03499-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 02/24/2024] [Accepted: 05/18/2024] [Indexed: 06/22/2024]
7
Wang R, He Z, Chen H, Guo S, Zhang S, Wang K, Wang M, Ho SH. Enhancing biomass conversion to bioenergy with machine learning: Gains and problems. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024;927:172310. [PMID: 38599406 DOI: 10.1016/j.scitotenv.2024.172310] [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: 01/18/2024] [Revised: 03/20/2024] [Accepted: 04/06/2024] [Indexed: 04/12/2024]
8
Ganeshan P, Bose A, Lee J, Barathi S, Rajendran K. Machine learning for high solid anaerobic digestion: Performance prediction and optimization. BIORESOURCE TECHNOLOGY 2024;400:130665. [PMID: 38582235 DOI: 10.1016/j.biortech.2024.130665] [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: 01/20/2024] [Revised: 04/02/2024] [Accepted: 04/04/2024] [Indexed: 04/08/2024]
9
Ling JYX, Chan YJ, Chen JW, Chong DJS, Tan ALL, Arumugasamy SK, Lau PL. Machine learning methods for the modelling and optimisation of biogas production from anaerobic digestion: a review. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024;31:19085-19104. [PMID: 38376778 DOI: 10.1007/s11356-024-32435-6] [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: 02/06/2023] [Accepted: 02/07/2024] [Indexed: 02/21/2024]
10
Yu T, Fan F, Huang L, Wang W, Wan M, Li Y. Artificial neural networks prediction and optimization based on four light regions for light utilization from Synechocystis sp. PCC 6803. BIORESOURCE TECHNOLOGY 2024;394:130166. [PMID: 38072072 DOI: 10.1016/j.biortech.2023.130166] [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: 10/30/2023] [Revised: 12/05/2023] [Accepted: 12/05/2023] [Indexed: 12/19/2023]
11
Olawuni OA, Sadare OO, Moothi K. The adsorption routes of 4IR technologies for effective desulphurization using cellulose nanocrystals: Current trends, challenges, and future perspectives. Heliyon 2024;10:e24732. [PMID: 38312585 PMCID: PMC10835247 DOI: 10.1016/j.heliyon.2024.e24732] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 01/12/2024] [Indexed: 02/06/2024]  Open
12
Yue L, Song L, Zhu S, Fu X, Li X, He C, Li J. Machine learning assisted rational design of antimicrobial peptides based on human endogenous proteins and their applications for cosmetic preservative system optimization. Sci Rep 2024;14:947. [PMID: 38200054 PMCID: PMC10781772 DOI: 10.1038/s41598-023-50832-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Accepted: 12/26/2023] [Indexed: 01/12/2024]  Open
13
Piadeh F, Offie I, Behzadian K, Bywater A, Campos LC. Real-time operation of municipal anaerobic digestion using an ensemble data mining framework. BIORESOURCE TECHNOLOGY 2024;392:130017. [PMID: 37967795 DOI: 10.1016/j.biortech.2023.130017] [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: 08/23/2023] [Revised: 11/05/2023] [Accepted: 11/10/2023] [Indexed: 11/17/2023]
14
Chong JWR, Tang DYY, Leong HY, Khoo KS, Show PL, Chew KW. Bridging artificial intelligence and fucoxanthin for the recovery and quantification from microalgae. Bioengineered 2023;14:2244232. [PMID: 37578162 PMCID: PMC10431731 DOI: 10.1080/21655979.2023.2244232] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 07/30/2023] [Accepted: 07/31/2023] [Indexed: 08/15/2023]  Open
15
Roberto JA, Costa Júnior EFDA, Costa AOSDA. Analysis of the conversion of cellulose present in lignocellulosic biomass for biofuel production. AN ACAD BRAS CIENC 2023;95:e20220635. [PMID: 37909561 DOI: 10.1590/0001-3765202320220635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 12/19/2022] [Indexed: 11/03/2023]  Open
16
Wang W, Xu Y, Zhu B, Ge H, Wang S, Li B, Xu H. Exploration of the interaction mechanism of lignocellulosic hybrid systems based on deep eutectic solvents. BIORESOURCE TECHNOLOGY 2023:129401. [PMID: 37380035 DOI: 10.1016/j.biortech.2023.129401] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Revised: 06/23/2023] [Accepted: 06/25/2023] [Indexed: 06/30/2023]
17
Oruganti RK, Biji AP, Lanuyanger T, Show PL, Sriariyanun M, Upadhyayula VKK, Gadhamshetty V, Bhattacharyya D. Artificial intelligence and machine learning tools for high-performance microalgal wastewater treatment and algal biorefinery: A critical review. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023;876:162797. [PMID: 36907394 DOI: 10.1016/j.scitotenv.2023.162797] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 02/23/2023] [Accepted: 03/07/2023] [Indexed: 06/18/2023]
18
Yildirim O, Ozkaya B. Prediction of biogas production of industrial scale anaerobic digestion plant by machine learning algorithms. CHEMOSPHERE 2023:138976. [PMID: 37230302 DOI: 10.1016/j.chemosphere.2023.138976] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Revised: 04/25/2023] [Accepted: 05/16/2023] [Indexed: 05/27/2023]
19
Lin K, Xia A, Huang Y, Zhu X, Zhu X, Cai K, Wei Z, Liao Q. How can vanillin improve the performance of lignocellulosic biomass conversion in an immobilized laccase microreactor system? BIORESOURCE TECHNOLOGY 2023;374:128775. [PMID: 36828216 DOI: 10.1016/j.biortech.2023.128775] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 02/17/2023] [Accepted: 02/19/2023] [Indexed: 06/18/2023]
20
Estimation of Acetic Acid Concentration from Biogas Samples Using Machine Learning. INTERNATIONAL JOURNAL OF CHEMICAL ENGINEERING 2023. [DOI: 10.1155/2023/2871769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/24/2023]
21
Khan M, Chuenchart W, Surendra KC, Kumar Khanal S. Applications of artificial intelligence in anaerobic co-digestion: Recent advances and prospects. BIORESOURCE TECHNOLOGY 2023;370:128501. [PMID: 36538958 DOI: 10.1016/j.biortech.2022.128501] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 12/12/2022] [Accepted: 12/14/2022] [Indexed: 06/17/2023]
22
Ren S, Wu S, Weng Q. Physics-informed machine learning methods for biomass gasification modeling by considering monotonic relationships. BIORESOURCE TECHNOLOGY 2023;369:128472. [PMID: 36509306 DOI: 10.1016/j.biortech.2022.128472] [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: 11/13/2022] [Revised: 12/05/2022] [Accepted: 12/06/2022] [Indexed: 06/17/2023]
23
Manatura K, Chalermsinsuwan B, Kaewtrakulchai N, Kwon EE, Chen WH. Machine learning and statistical analysis for biomass torrefaction: A review. BIORESOURCE TECHNOLOGY 2023;369:128504. [PMID: 36538955 DOI: 10.1016/j.biortech.2022.128504] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2022] [Revised: 12/12/2022] [Accepted: 12/14/2022] [Indexed: 06/17/2023]
24
Guo X, Xia A, Zhang W, Huang Y, Zhu X, Zhu X, Liao Q. Photoenzymatic decarboxylation: A promising way to produce sustainable aviation fuels and fine chemicals. BIORESOURCE TECHNOLOGY 2023;367:128232. [PMID: 36332862 DOI: 10.1016/j.biortech.2022.128232] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Revised: 10/25/2022] [Accepted: 10/26/2022] [Indexed: 06/16/2023]
25
Tijjani Usman IM, Ho YC, Baloo L, Lam MK, Sujarwo W. A comprehensive review on the advances of bioproducts from biomass towards meeting net zero carbon emissions (NZCE). BIORESOURCE TECHNOLOGY 2022;366:128167. [PMID: 36341858 DOI: 10.1016/j.biortech.2022.128167] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 10/13/2022] [Accepted: 10/17/2022] [Indexed: 06/16/2023]
26
Wu S, Zhang J, Xia A, Huang Y, Zhu X, Zhu X, Liao Q. Microalgae cultivation for antibiotic oxytetracycline wastewater treatment. ENVIRONMENTAL RESEARCH 2022;214:113850. [PMID: 35817165 DOI: 10.1016/j.envres.2022.113850] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/18/2022] [Revised: 06/29/2022] [Accepted: 07/05/2022] [Indexed: 06/15/2023]
27
Li Y, Gupta R, You S. Machine learning assisted prediction of biochar yield and composition via pyrolysis of biomass. BIORESOURCE TECHNOLOGY 2022;359:127511. [PMID: 35752259 DOI: 10.1016/j.biortech.2022.127511] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 06/20/2022] [Accepted: 06/21/2022] [Indexed: 06/15/2023]
28
Zhu LT, Chen XZ, Ouyang B, Yan WC, Lei H, Chen Z, Luo ZH. Review of Machine Learning for Hydrodynamics, Transport, and Reactions in Multiphase Flows and Reactors. Ind Eng Chem Res 2022. [DOI: 10.1021/acs.iecr.2c01036] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
29
Pavan PS, Arvind K, Nikhil B, Sivasankar P. Predicting performance of in-situ microbial enhanced oil recovery process and screening of suitable microbe-nutrient combination from limited experimental data using physics informed machine learning approach. BIORESOURCE TECHNOLOGY 2022;351:127023. [PMID: 35307523 DOI: 10.1016/j.biortech.2022.127023] [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: 01/24/2022] [Revised: 03/14/2022] [Accepted: 03/15/2022] [Indexed: 06/14/2023]
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