1
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Su Y, Wang Z, Jin S, Shen W, Ren J, Eden MR. An architecture of deep learning in QSPR modeling for the prediction of critical properties using molecular signatures. AIChE J 2019. [DOI: 10.1002/aic.16678] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Yang Su
- School of Chemistry and Chemical EngineeringChongqing University Chongqing China
| | - Zihao Wang
- School of Chemistry and Chemical EngineeringChongqing University Chongqing China
| | - Saimeng Jin
- School of Chemistry and Chemical EngineeringChongqing University Chongqing China
| | - Weifeng Shen
- School of Chemistry and Chemical EngineeringChongqing University Chongqing China
| | - Jingzheng Ren
- Department of Industrial and Systems EngineeringThe Hong Kong Polytechnic University Hong Kong SAR China
| | - Mario R. Eden
- Department of Chemical EngineeringAuburn University Auburn Alabama
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2
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Mathieu D. Power Law Expressions for Predicting Lower and Upper Flammability Limit Temperatures. Ind Eng Chem Res 2013. [DOI: 10.1021/ie4002348] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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3
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Dearden JC, Rotureau P, Fayet G. QSPR prediction of physico-chemical properties for REACH. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2013; 24:279-318. [PMID: 23521394 DOI: 10.1080/1062936x.2013.773372] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
For registration of a chemical, European Union REACH legislation requires information on the relevant physico-chemical properties of the chemical. Predicted property values can be used when the predictions can be shown to be valid and adequate. The relevant physico-chemical properties that are amenable to prediction are: melting/freezing point, boiling point, relative density, vapour pressure, surface tension, water solubility, n-octanol-water partition coefficient, flash point, flammability, explosive properties, self-ignition temperature, adsorption/desorption, dissociation constant, viscosity, and air-water partition coefficient (Henry's law constant). Published quantitative structure-property relationship (QSPR) methods for all of these properties are discussed, together with relevant property prediction software, as an aid for those wishing to use predicted property values in submissions to the European Chemicals Agency (ECHA).
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Affiliation(s)
- J C Dearden
- School of Pharmacy and Biomolecular Sciences, Liverpool John Moores University, Liverpool, UK.
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4
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Gharagheizi F, Ilani-Kashkouli P, Mohammadi AH, Ramjugernath D, Richon D. Development of a group contribution method for determination of viscosity of ionic liquids at atmospheric pressure. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2012.06.045] [Citation(s) in RCA: 49] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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5
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Gharagheizi F, Ilani-Kashkouli P, Mohammadi AH. Corresponding States Method for Estimation of Upper Flammability Limit Temperature of Chemical Compounds. Ind Eng Chem Res 2012. [DOI: 10.1021/ie300375k] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Farhad Gharagheizi
- Department
of Chemical Engineering, Buinzahra Branch, Islamic Azad University, Buinzahra, Iran
| | | | - Amir H. Mohammadi
- MINES ParisTech, CEP/TEP-Centre Énergétique et Procédés, 35 Rue Saint Honoré,
77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus,
King George V Avenue, Durban 4041, South Africa
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6
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Parhizgar H, Dehghani MR, Khazaei A, Dalirian M. Application of Neural Networks in the Prediction of Surface Tensions of Binary Mixtures. Ind Eng Chem Res 2012. [DOI: 10.1021/ie2016416] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Hossein Parhizgar
- Thermodynamics Research Labratoary, School of Chemical Engineering, Iran University of Science & Technology, Narmak, Tehran 16846, Iran
| | - Mohammad Reza Dehghani
- Thermodynamics Research Labratoary, School of Chemical Engineering, Iran University of Science & Technology, Narmak, Tehran 16846, Iran
| | - Ali Khazaei
- Thermodynamics Research Labratoary, School of Chemical Engineering, Iran University of Science & Technology, Narmak, Tehran 16846, Iran
| | - Maryam Dalirian
- Thermodynamics Research Labratoary, School of Chemical Engineering, Iran University of Science & Technology, Narmak, Tehran 16846, Iran
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7
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Gharagheizi F. Determination of Diffusion Coefficient of Organic Compounds in Water Using a Simple Molecular-Based Method. Ind Eng Chem Res 2012. [DOI: 10.1021/ie201944h] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Farhad Gharagheizi
- Department of Chemical
Engineering, Buinzahra
Branch, Islamic Azad University, Buinzahra,
Iran
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8
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Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D. Group contribution model for determination of molecular diffusivity of non-electrolyte organic compounds in air at ambient conditions. Chem Eng Sci 2012. [DOI: 10.1016/j.ces.2011.09.035] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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9
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Mohammadi AH, Eslamimanesh A, Richon D, Gharagheizi F, Yazdizadeh M, Javanmardi J, Hashemi H, Zarifi M, Babaee S. Gas Hydrate Phase Equilibrium in Porous Media: Mathematical Modeling and Correlation. Ind Eng Chem Res 2011. [DOI: 10.1021/ie201904r] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Amir H. Mohammadi
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Ali Eslamimanesh
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
| | - Dominique Richon
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
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10
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Handling a very large data set for determination of surface tension of chemical compounds using Quantitative Structure–Property Relationship strategy. Chem Eng Sci 2011. [DOI: 10.1016/j.ces.2011.06.052] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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11
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Gharagheizi F, Eslamimanesh A, Farjood F, Mohammadi AH, Richon D. Solubility Parameters of Nonelectrolyte Organic Compounds: Determination Using Quantitative Structure–Property Relationship Strategy. Ind Eng Chem Res 2011. [DOI: 10.1021/ie200962w] [Citation(s) in RCA: 88] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Affiliation(s)
| | - Ali Eslamimanesh
- MINES ParisTech, CEP/TEP - Centre Energétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
| | - Farhad Farjood
- School of Chemical Engineering, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Amir H. Mohammadi
- MINES ParisTech, CEP/TEP - Centre Energétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Dominique Richon
- MINES ParisTech, CEP/TEP - Centre Energétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
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12
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Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D. Group Contribution-Based Method for Determination of Solubility Parameter of Nonelectrolyte Organic Compounds. Ind Eng Chem Res 2011. [DOI: 10.1021/ie201002e] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Affiliation(s)
| | - Ali Eslamimanesh
- MINES ParisTech, CEP/TEP−Centre Énergetique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
| | - Amir H. Mohammadi
- MINES ParisTech, CEP/TEP−Centre Énergetique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Dominique Richon
- MINES ParisTech, CEP/TEP−Centre Énergetique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
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13
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Artificial Neural Network modeling of solubility of supercritical carbon dioxide in 24 commonly used ionic liquids. Chem Eng Sci 2011. [DOI: 10.1016/j.ces.2011.03.016] [Citation(s) in RCA: 112] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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14
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Gharagheizi F. An accurate model for prediction of autoignition temperature of pure compounds. JOURNAL OF HAZARDOUS MATERIALS 2011; 189:211-221. [PMID: 21388737 DOI: 10.1016/j.jhazmat.2011.02.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/14/2010] [Revised: 02/08/2011] [Accepted: 02/09/2011] [Indexed: 05/30/2023]
Abstract
Accurate prediction of pure compounds autoignition temperature (AIT) is of great importance. In this study, the Artificial Neural Network-Group Contribution (ANN-GC) method is applied to evaluate the AIT of pure compounds. 1025 pure compounds from various chemical families are investigated to propose a comprehensive and predictive model. The obtained results show the squared correlation coefficient of 0.984, root mean square error of 15.44K, and average percent error of 1.6% for the experimental values.
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15
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Prediction of flammability limit temperatures from molecular structures using a neural network–particle swarm algorithm. J Taiwan Inst Chem Eng 2011. [DOI: 10.1016/j.jtice.2010.08.005] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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16
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Gharagheizi F, Babaie O, Mazdeyasna S. Prediction of Vaporization Enthalpy of Pure Compounds using a Group Contribution-Based Method. Ind Eng Chem Res 2011. [DOI: 10.1021/ie2001764] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Omid Babaie
- Saman Energy Giti Co., Postal Code 3331619636, Tehran, Iran
| | - Sahar Mazdeyasna
- Department of Chemical Engineering, Iran University of Science and Technology, Tehran, Iran
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17
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Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D. Determination of Parachor of Various Compounds Using an Artificial Neural Network−Group Contribution Method. Ind Eng Chem Res 2011. [DOI: 10.1021/ie102464t] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Ali Eslamimanesh
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
| | - Amir H. Mohammadi
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
- Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Dominique Richon
- MINES ParisTech, CEP/TEP—Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France
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18
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Gharagheizi F, Sattari M, Tirandazi B. Prediction of Crystal Lattice Energy Using Enthalpy of Sublimation: A Group Contribution-Based Model. Ind Eng Chem Res 2011. [DOI: 10.1021/ie101672j] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
| | - Mehdi Sattari
- Saman Energy Giti Co., Postal Code: 3331619636, Tehran, Iran
| | - Behnam Tirandazi
- Department of Chemical Engineering, Iran University of Science and Technology,Tehran, Iran
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19
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Gharagheizi F, Abbasi R. A New Neural Network Group Contribution Method for Estimation of Upper Flash Point of Pure Chemicals. Ind Eng Chem Res 2010. [DOI: 10.1021/ie1011273] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
| | - Reza Abbasi
- Saman Energy Giti Co., Postal Code 3331619636, Tehran, Iran
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20
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Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D. Artificial Neural Network Modeling of Solubilities of 21 Commonly Used Industrial Solid Compounds in Supercritical Carbon Dioxide. Ind Eng Chem Res 2010. [DOI: 10.1021/ie101545g] [Citation(s) in RCA: 77] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Farhad Gharagheizi
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, MINES ParisTech, CEP/TEP - Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France, and Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Ali Eslamimanesh
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, MINES ParisTech, CEP/TEP - Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France, and Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Amir H. Mohammadi
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, MINES ParisTech, CEP/TEP - Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France, and Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
| | - Dominique Richon
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, MINES ParisTech, CEP/TEP - Centre Énergétique et Procédés, 35 Rue Saint Honoré, 77305 Fontainebleau, France, and Thermodynamics Research Unit, School of Chemical Engineering, University of KwaZulu-Natal, Howard College Campus, King George V Avenue, Durban 4041, South Africa
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