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Culaba AB, Mayol AP, San Juan JLG, Vinoya CL, Concepcion RS, Bandala AA, Vicerra RRP, Ubando AT, Chen WH, Chang JS. Smart sustainable biorefineries for lignocellulosic biomass. BIORESOURCE TECHNOLOGY 2022; 344:126215. [PMID: 34728355 DOI: 10.1016/j.biortech.2021.126215] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 10/18/2021] [Accepted: 10/21/2021] [Indexed: 06/13/2023]
Abstract
Lignocellulosic biomass (LCB) is considered as a sustainable feedstock for a biorefinery to generate biofuels and other bio-chemicals. However, commercialization is one of the challenges that limits cost-effective operation of conventional LCB biorefinery. This article highlights some studies on the sustainability of LCB in terms of cost-competitiveness and environmental impact reduction. In addition, the development of computational intelligence methods such as Artificial Intelligence (AI) as a tool to aid the improvement of LCB biorefinery in terms of optimization, prediction, classification, and decision support systems. Lastly, this review examines the possible research gaps on the production and valorization in a smart sustainable biorefinery towards circular economy.
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Affiliation(s)
- Alvin B Culaba
- Department of Mechanical Engineering, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines.
| | - Andres Philip Mayol
- Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Department of Manufacturing Engineering and Management, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines
| | - Jayne Lois G San Juan
- Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Department of Industrial and Systems Engineering, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines
| | - Carlo L Vinoya
- Department of Mechanical Engineering, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; School of Sciences and Engineering, University of Asia and the Pacific, Pearl Dr, Ortigas Center, Pasig, 1605 Metro Manila, Philippines
| | - Ronnie S Concepcion
- Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Department of Manufacturing Engineering and Management, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines
| | - Argel A Bandala
- Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Department of Electronics and Computer Engineering, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines
| | - Ryan Rhay P Vicerra
- Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Department of Manufacturing Engineering and Management, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines
| | - Aristotle T Ubando
- Department of Mechanical Engineering, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Center for Engineering Sustainable Development Research, De La Salle University, 2401 Taft Avenue, 0922 Manila, Philippines; Thermomechanical Analysis Laboratory, De La Salle University, Laguna Campus, LTI Spine Road, Laguna Blvd, Biñan, Laguna 4024, Philippines
| | - Wei-Hsin Chen
- Department of Aeronautics and Astronautics, National Cheng Kung University, Tainan 701, Taiwan; Research Center for Smart Sustainable Circular Economy, Tunghai University, Taichung 407, Taiwan; Department of Mechanical Engineering, National Chin-Yi University of Technology, Taichung 411, Taiwan
| | - Jo-Shu Chang
- Department of Chemical and Materials Engineering, Tunghai University, Taichung 407, Taiwan; Research Center for Smart Sustainable Circular Economy, Tunghai University, Taichung 407, Taiwan; Department of Chemical Engineering, National Cheng Kung University, Tainan 701, Taiwan
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Nag A, Sprague MA, Griggs AJ, Lischeske JJ, Stickel JJ, Mittal A, Wang W, Johnson DK. Parameter determination and validation for a mechanistic model of the enzymatic saccharification of cellulose-Iβ. Biotechnol Prog 2015; 31:1237-48. [PMID: 26081044 DOI: 10.1002/btpr.2122] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2015] [Revised: 05/08/2015] [Indexed: 11/08/2022]
Affiliation(s)
- Ambarish Nag
- Computational Science Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - Michael A. Sprague
- Computational Science Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - Andrew J. Griggs
- National Bioenergy Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - James J. Lischeske
- National Bioenergy Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - Jonathan J. Stickel
- National Bioenergy Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - Ashutosh Mittal
- Biosciences Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - Wei Wang
- Biosciences Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
| | - David K. Johnson
- Biosciences Center; National Renewable Energy Laboratory; 15013 Denver West Parkway Golden CO 80401
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