This paper reviews the recent and most impactful advancements in the application of artificial neural networks in modeling the properties of ionic liquids. As salts that are liquid at temperatures below 100 degrees C, ionic liquids possess unique properties beneficial for various industrial applications such as carbon capture, catalytic solvents, and lubricant additives. The study emphasizes the challenges in selecting appropriate ILs due to the vast variability in their properties, which depend significantly on their cation and anion structures. The review discusses the advantages of using ANNs, including feed-forward, cascade-forward, convolutional, recurrent, and graph neural networks, over traditional machine learning algorithms for predicting the thermodynamic and physical properties of ILs. The paper also highlights the importance of data preparation, including data collection, feature engineering, and data cleaning, in developing accurate predictive models. Additionally, the review covers the interpretability of these models using techniques such as SHapley Additive exPlanations to understand feature importance. The authors conclude by discussing future opportunities and the potential of combining ANNs with other computational methods to design new ILs with targeted properties.
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Abdullah, Mariam
Lethesh, Kallidanthiyil Chellappan
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Lethesh, Kallidanthiyil Chellappan
Baloch, Ahmer A. B.
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Baloch, Ahmer A. B.
Bamgbopa, Musbaudeen O.
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
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Calif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
Acar, Zafer
Nguyen, Phu
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Calif State Univ Northridge, Dept Comp Sci, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
Nguyen, Phu
Lau, Kah Chun
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Calif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
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Ton Duc Thang Univ, Inst Computat Sci, Div Computat Math & Engn, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, VietnamSonatrach, Div Laboratoires, Dept Etud Thermodynam, Ave 1Er Novembre, Boumerdes 35000, Algeria
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Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Baskin, Igor
Epshtein, Alon
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Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Epshtein, Alon
Ein-Eli, Yair
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Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Technion Israel Inst Technol, Grand Technion Energy Program GTEP, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
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Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Res Ctr Capture CO2 RCCO2C, Bandar Seri Iskandar, Perak, Malaysia
Univ Mines & Technol, Chem & Petrochem Engn Dept, Tarkwa, Ghana
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar 32610, Perak, MalaysiaUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Bavoh, Cornelius Borecho
Sambo, Chico
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Univ Louisiana, Petro Engn Dept, Lafayette, LA USAUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Sambo, Chico
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Quainoo, Ato Kwamena
Lal, Bhajan
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Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Res Ctr Capture CO2 RCCO2C, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar 32610, Perak, MalaysiaUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Abdullah, Mariam
Lethesh, Kallidanthiyil Chellappan
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Lethesh, Kallidanthiyil Chellappan
Baloch, Ahmer A. B.
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
Baloch, Ahmer A. B.
Bamgbopa, Musbaudeen O.
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h-index: 0
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Res & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab EmiratesRes & Dev Ctr, Dubai Elect & Water Author DEWA, POB 564, Dubai, U Arab Emirates
机构:
Calif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
Acar, Zafer
Nguyen, Phu
论文数: 0引用数: 0
h-index: 0
机构:
Calif State Univ Northridge, Dept Comp Sci, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
Nguyen, Phu
Lau, Kah Chun
论文数: 0引用数: 0
h-index: 0
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Calif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USACalif State Univ Northridge, Dept Phys & Astron, Los Angeles, CA 91330 USA
机构:
Ton Duc Thang Univ, Inst Computat Sci, Div Computat Math & Engn, Ho Chi Minh City, Vietnam
Ton Duc Thang Univ, Fac Civil Engn, Ho Chi Minh City, VietnamSonatrach, Div Laboratoires, Dept Etud Thermodynam, Ave 1Er Novembre, Boumerdes 35000, Algeria
机构:
Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Baskin, Igor
Epshtein, Alon
论文数: 0引用数: 0
h-index: 0
机构:
Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Epshtein, Alon
Ein-Eli, Yair
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机构:
Technion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
Technion Israel Inst Technol, Grand Technion Energy Program GTEP, IL-3200003 Haifa, IsraelTechnion Israel Inst Technol, Dept Mat Sci & Engn, IL-3200003 Haifa, Israel
机构:
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Res Ctr Capture CO2 RCCO2C, Bandar Seri Iskandar, Perak, Malaysia
Univ Mines & Technol, Chem & Petrochem Engn Dept, Tarkwa, Ghana
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar 32610, Perak, MalaysiaUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Bavoh, Cornelius Borecho
Sambo, Chico
论文数: 0引用数: 0
h-index: 0
机构:
Univ Louisiana, Petro Engn Dept, Lafayette, LA USAUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Sambo, Chico
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Quainoo, Ato Kwamena
Lal, Bhajan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Res Ctr Capture CO2 RCCO2C, Bandar Seri Iskandar, Perak, Malaysia
Univ Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar 32610, Perak, MalaysiaUniv Teknol PETRONAS, Chem Engn Dept, Bandar Seri Iskandar, Perak, Malaysia