Energy consumption from biofuels against fossil fuels over the past few years has increased. This is due to the availability of these resources for production of different forms of energy, and the environmental benefit in the utilization of these resources. Ethanol fuel production from biomass is a complex process of known challenges in the area of handling, optimizing, and future forecasting. The existence of modelling techniques like artificial intelligence (AI) is, therefore, necessary in the design, handling, and optimization of bioethanol production. The flexibility and high accuracy of artificial neural network (ANN), a machine learning technique, to solve intricate processes is beneficial in modelling pretreatment, fermentation, and conversion stages of a bioethanol production system. This paper reviews various AI techniques in bioethanol production giving emphasis on published articles in the past decade.
机构:
Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Univ Thiqar, Minist Higher Educ, Al Nasiriya, IraqUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Ethaib, Saleem
Omar, Rozita
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Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Omar, Rozita
Mazlina, Mustapa Kamal Siti
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h-index: 0
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Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Mazlina, Mustapa Kamal Siti
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Radiah, Awang Biak Dayang
Syafiie, S.
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h-index: 0
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Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
机构:
Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Fed Univ Ndufu Alike Ikwo, Dept Chem Biochem Mol Biol, Ebonyi, NigeriaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Ezeilo, Uchenna Regina
Zakaria, Iffah Izzati
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h-index: 0
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Minist Sci Technol & Innovat, Natl Inst Biotechnol Malaysia, Malaysian Inst Pharmaceut & Nutraceut, Nat Prod & Drug Discovery Ctr, George Town, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Zakaria, Iffah Izzati
Huyop, Fahrul
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Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Huyop, Fahrul
Wahab, Roswanira Abdul
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h-index: 0
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Univ Teknol Malaysia, Fac Sci, Dept Chem, Johor Baharu, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
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Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Fischer, J.
Lopes, V. S.
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Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Lopes, V. S.
Cardoso, S. L.
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Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Cardoso, S. L.
Coutinho Filho, U.
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Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Coutinho Filho, U.
Cardoso, V. L.
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Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Grahovac, Jovana
Jokic, Aleksandar
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Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Jokic, Aleksandar
Dodic, Jelena
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h-index: 0
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Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Dodic, Jelena
Vucurovic, Damjan
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h-index: 0
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Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Vucurovic, Damjan
Dodic, Sinisa
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h-index: 0
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Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
机构:
Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Univ Thiqar, Minist Higher Educ, Al Nasiriya, IraqUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Ethaib, Saleem
Omar, Rozita
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Omar, Rozita
Mazlina, Mustapa Kamal Siti
论文数: 0引用数: 0
h-index: 0
机构:
Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
Mazlina, Mustapa Kamal Siti
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h-index:
机构:
Radiah, Awang Biak Dayang
Syafiie, S.
论文数: 0引用数: 0
h-index: 0
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Univ Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Chem & Environm Engn, Serdang 43400, Selangor, Malaysia
机构:
Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Fed Univ Ndufu Alike Ikwo, Dept Chem Biochem Mol Biol, Ebonyi, NigeriaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Ezeilo, Uchenna Regina
Zakaria, Iffah Izzati
论文数: 0引用数: 0
h-index: 0
机构:
Minist Sci Technol & Innovat, Natl Inst Biotechnol Malaysia, Malaysian Inst Pharmaceut & Nutraceut, Nat Prod & Drug Discovery Ctr, George Town, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Zakaria, Iffah Izzati
Huyop, Fahrul
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h-index: 0
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Univ Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
Huyop, Fahrul
Wahab, Roswanira Abdul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol Malaysia, Fac Sci, Dept Chem, Johor Baharu, MalaysiaUniv Teknol Malaysia, Fac Biosci & Med Engn, Dept Biotechnol & Med Engn, Johor Baharu, Malaysia
机构:
Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Fischer, J.
Lopes, V. S.
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h-index: 0
机构:
Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Lopes, V. S.
Cardoso, S. L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Cardoso, S. L.
Coutinho Filho, U.
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h-index: 0
机构:
Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
Coutinho Filho, U.
Cardoso, V. L.
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h-index: 0
机构:
Univ Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, BrazilUniv Fed Uberlandia, Fac Chem Engn, POB 593,Av Joao Naves de Avila 2121, BR-38400902 Uberlandia, MG, Brazil
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Grahovac, Jovana
Jokic, Aleksandar
论文数: 0引用数: 0
h-index: 0
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Jokic, Aleksandar
Dodic, Jelena
论文数: 0引用数: 0
h-index: 0
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Dodic, Jelena
Vucurovic, Damjan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia
Vucurovic, Damjan
Dodic, Sinisa
论文数: 0引用数: 0
h-index: 0
机构:
Univ Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, SerbiaUniv Novi Sad, Fac Technol, Dept Biotechnol & Pharmaceut Engn, RS-21000 Novi Sad, Serbia