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Wu JQ, Gong XQ, Wang Q, Yan F, Li JJ. A QSPR study for predicting θ(LCST) and θ(UCST) in binary polymer solutions. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2022.118326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Ethier JG, Casukhela RK, Latimer JJ, Jacobsen MD, Shantz AB, Vaia RA. Deep Learning of Binary Solution Phase Behavior of Polystyrene. ACS Macro Lett 2021; 10:749-754. [PMID: 35549100 DOI: 10.1021/acsmacrolett.1c00117] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Predicting binary solution phase behavior of polymers has remained a challenge since the early theory of Flory-Huggins, hindering the processing, synthesis, and design of polymeric materials. Herein, we take a complementary data-driven approach by building a machine learning framework to make fast and accurate predictions of polymer solution cloud point temperatures. Using polystyrene, both upper and lower critical solution temperatures are predicted within experimental uncertainty (1-2 °C) with a deep neural network, Gaussian process regression (GPR) model, and a combination of polymer, solvent, and state features. The GPR model also enables intelligent exploration of solution phase space, where as little as 25 cloud points are required to make predictions within 2 °C for polystyrene of arbitrary molecular weight in cyclohexane. This study demonstrates the effectiveness of machine learning for the prediction of liquid-liquid equilibrium of polymer solutions and establishes a framework to incorporate other polymers and complex macromolecular architectures.
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Affiliation(s)
- Jeffrey G. Ethier
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
- UES, Inc., Dayton, Ohio 45431, United States
| | - Rohan K. Casukhela
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
- UES, Inc., Dayton, Ohio 45431, United States
| | - Joshua J. Latimer
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
- UES, Inc., Dayton, Ohio 45431, United States
| | - Matthew D. Jacobsen
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
| | - Allen B. Shantz
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
| | - Richard A. Vaia
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Ohio 45433, United States
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Gharagheizi F, Ilani-Kashkouli P, Mirkhani SA, Mohammadi AH. Computation of Upper Flash Point of Chemical Compounds Using a Chemical Structure-Based Model. Ind Eng Chem Res 2012. [DOI: 10.1021/ie202868v] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Farhad Gharagheizi
- Department
of Chemical Engineering, Science and Research Branch, Islamic Azad University,
Tehran, Iran
| | | | - Seyyed Alireza Mirkhani
- Department
of Chemical Engineering, Science and Research Branch, Islamic Azad University,
Tehran, 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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4
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Gharagheizi F, Ilani-Kashkouli P, Mirkhani SA, Farahani N, Mohammadi AH. QSPR Molecular Approach for Estimating Henry’s Law Constants of Pure Compounds in Water at Ambient Conditions. Ind Eng Chem Res 2012. [DOI: 10.1021/ie202646u] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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
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Mirkhani SA, Gharagheizi F. Predictive Quantitative Structure–Property Relationship Model for the Estimation of Ionic Liquid Viscosity. Ind Eng Chem Res 2012. [DOI: 10.1021/ie2025823] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Seyyed Alireza Mirkhani
- Department of Chemical
Engineering, Buinzahra Branch, Islamic Azad University, Buinzahra, Iran
| | - Farhad Gharagheizi
- Department of Chemical
Engineering, Buinzahra Branch, Islamic Azad University, Buinzahra, Iran
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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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Thermoreversible UCST-type phase behavior of comb-like poly(N-phenyl maleimide-co-n-octadecyl vinyl ether) in organic media. Colloid Polym Sci 2011. [DOI: 10.1007/s00396-011-2514-9] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
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8
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Gharagheizi F, Eslamimanesh A, Mohammadi AH, Richon D. QSPR approach for determination of parachor of non-electrolyte organic compounds. Chem Eng Sci 2011. [DOI: 10.1016/j.ces.2011.03.039] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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9
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Gharagheizi F, Sattari M. Prediction of Triple-Point Temperature of Pure Components Using their Chemical Structures. Ind Eng Chem Res 2009. [DOI: 10.1021/ie901029m] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Farhad Gharagheizi
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, and Division of Polymer Science and Technology, Research Institute of Petroleum Industry (RIPI), P.O. Box 14665-1998, Tehran, Iran
| | - Mehdi Sattari
- Department of Chemical Engineering, Faculty of Engineering, University of Tehran, P.O. Box 11365-4563, Tehran, Iran, and Division of Polymer Science and Technology, Research Institute of Petroleum Industry (RIPI), P.O. Box 14665-1998, Tehran, Iran
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