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Computational Modeling toward Full Chain of Polypropylene Production: From Molecular to Industrial Scale. Chem Eng Sci 2023. [DOI: 10.1016/j.ces.2023.118448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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2
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Modelling of Propylene Polymerization in a Loop Reactor on the Titanium–Magnesium Catalyst Taking into Account the Transformation of Active Centers. Processes (Basel) 2022. [DOI: 10.3390/pr10122705] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022] Open
Abstract
The volume of consumed and produced polymers is increasing in the market every day. This is due to the indispensability and convenience of polymers in all industries. The article presents the distinctive features of the use of titanium–magnesium catalysts in the process of propylene polymerization. A mathematical model of the polypropylene polymerization is presented. This model is the basis of creating an expert control complex of the propylene–ethylene block copolymer (PEBC) synthesis process and allowing a quantitative connection to be made between technological parameters of reactors, which allows control of the technological mode with the acceptable accuracy. The experiment catalytic system is microspheric titanium trichloride (MS-TiCl3) and co-catalyst-diethylaluminum chloride. Dependences of different parameters on others are illustrated. The result of the research is as follows: according to the calculations, when increasing the number of blocks in the chain, the average values of molecular weights increase and the polydispersity index decreases; changing the values of the transformation rate coefficients of active centers by the donor k 12 and k 21 allows research into the effect of the donor type.
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3
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Krallis A, Al‐haj Ali M, Kanellopoulos V. Dynamic Modelling of Industrial Loop Reactors for Catalytic Ethylene (Co)polymerization: Pressure Safety Valves. MACROMOL REACT ENG 2022. [DOI: 10.1002/mren.202200009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Apostolos Krallis
- Science and Engineering Borealis Innovation & Technology Borealis Polymers Oy, P.O. Box Linz 330 Finland
| | - Mohammad Al‐haj Ali
- Science and Engineering Borealis Innovation & Technology Borealis Polymers Oy, P.O. Box Linz 330 Finland
| | - Vasileios Kanellopoulos
- Science and Engineering Borealis Innovation & Technology Borealis Polyolefine GmbH Linz 4021 Austria
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4
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Multi-objective optimization of an industrial slurry phase ethylene polymerization reactor. INTERNATIONAL JOURNAL OF CHEMICAL REACTOR ENGINEERING 2021. [DOI: 10.1515/ijcre-2021-0196] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
Slurry polymerization processes using Zeigler–Natta catalysts are most widely used for the production of polyethylene due to their several advantages over other processes. Optimal operating conditions are required to obtain the maximum productivity of the polymer at minimal cost while ensuring operational safety in the slurry phase ethylene polymerization reactors. The main focus of this multi-objective optimization study is to obtain the optimal operating conditions corresponding to the maximization of productivity and yield at a minimal operating cost. The tuned reactor model has been optimized. The single objective optimization (SOO) and multi-objective optimization (MOO) problems are solved using non-dominating sorting genetic algorithm-II (NSGA-II). A complete range of Pareto optimal solutions are obtained to obtain the maximum productivity and polymer yield at different input costs.
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Varshouee GH, Heydarinasab A, Vaziri A, Roozbahani B. Predicting Molecular Weight Distribution, Melt Flow Index, and Bulk Density in a Polypropylene Reactor via a Validated Mathematical Model. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2021. [DOI: 10.1134/s0040579521010152] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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6
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Two-phase multi-scale modeling of a tubular loop propylene polymerization reactor. CHEMICAL ENGINEERING JOURNAL ADVANCES 2021. [DOI: 10.1016/j.ceja.2020.100072] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
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Gholam Hossain Varshouee, Seyed Mehdi Ghafelebashi Zarand. Determination of Catalyst Residence Time, Heat Generation, and Monomer Conversion via Process Variables during Propylene Polymerization by a Mathematical Model. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2021. [DOI: 10.1134/s0040579521010164] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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8
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Thakur AK, Gupta SK, Chaudhari P. Slurry-phase ethylene polymerization processes: a review on multiscale modeling and simulations. REV CHEM ENG 2020. [DOI: 10.1515/revce-2020-0048] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
Slurry polymerization processes using Zeigler–Natta catalysts, are most widely used for the production of polyethylene due to their several advantages over other processes. Significant advancements have been made in the modeling of these processes to obtain high-quality final products. The modeling work in this field has a very wide scope due to the great diversity of the catalyst types, polymerization processes, polymerization conditions, product qualities and microstructures that exist at the commercial scale. In this article, we have reviewed and discussed the slurry polymerization processes for the production of polyethylene and the multiscale modeling and simulation framework in slurry reactors. The multiscale modeling framework mainly comprises of the kinetic model, single-particle diffusion models, multiphase hydrodynamics, phase equilibria, reactor residence time distribution and the overall mass and heat balances. Guidelines to implement the multiscale mathematical modeling and simulation in slurry-phase olefin polymerization processes are proposed. Special focus is given on the need to reduce the computational effort for the simulation of industrial reactors so that the models can be used as an effective tool-kit for optimization studies using state-of-art algorithms.
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Affiliation(s)
- Amit K. Thakur
- Department of Chemical Engineering , University of Petroleum and Energy Studies (UPES) , Dehradun , 248007 , Uttarakhand , India
| | - Santosh K. Gupta
- Department of Chemical Engineering , University of Petroleum and Energy Studies (UPES) , Dehradun , 248007 , Uttarakhand , India
| | - Pranava Chaudhari
- Department of Chemical Engineering , University of Petroleum and Energy Studies (UPES) , Dehradun , 248007 , Uttarakhand , India
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Varshouee G, Heydarinasab A, Vaziri A, Zarand SMG. Investigating Growth of Molecular Weight and Its Dispersity of Polypropylene during Polymerization by a Validated Mathematical Model. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING 2020. [DOI: 10.1134/s0040579520050450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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10
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Georgakis C, Chin ST, Wang Z, Hayot P, Chiang L, Wassick J, Castillo I. Data-Driven Optimization of an Industrial Batch Polymerization Process Using the Design of Dynamic Experiments Methodology. Ind Eng Chem Res 2020. [DOI: 10.1021/acs.iecr.0c01952] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Christos Georgakis
- Process Cybernetics LLC, Waban, Massachusetts 02468, United States
- Systems Research Institute, Tufts University, Medford, Massachusetts 02155, United States
| | - Swee-Teng Chin
- Chemometrics and AI, Dow Inc., Lake Jackson, Texas 77566, United States
| | - Zhenyu Wang
- Chemometrics and AI, Dow Inc., Lake Jackson, Texas 77566, United States
| | - Philippe Hayot
- PU/PS&F Tech. Center, Dow Inc., Terneuzen 4542, Netherlands
| | - Leo Chiang
- Chemometrics and AI, Dow Inc., Lake Jackson, Texas 77566, United States
| | - John Wassick
- Digital Fulfillment Center, Dow Inc., Midland, Michigan 48642, United States
| | - Ivan Castillo
- Chemometrics and AI, Dow Inc., Lake Jackson, Texas 77566, United States
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11
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Varshouee GH, Zarand SMG. Investigating the effect of co-catalyst on the final product properties and the yield of ziegler–natta catalyst in propylene polymerization in optimum temperature reaction in absence of hydrogen via mathematical model. SN APPLIED SCIENCES 2020. [DOI: 10.1007/s42452-020-2436-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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12
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Bashir MA, Kanellopoulos V, Al‐haj Ali M, McKenna TF. Applied Thermodynamics for Process Modeling in Catalytic Gas Phase Olefin Polymerization Reactors. MACROMOL REACT ENG 2019. [DOI: 10.1002/mren.201900029] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Muhammad Ahsan Bashir
- Laboratoire de Chimie Catalyse Polymères et Procédés (C2P2) UMR 5265, CNRS, Université de Lyon Bat 308F, 43 Bd du 11 novembre 1918 F‐69616 Villeurbanne France
| | - Vasileios Kanellopoulos
- Process Development GroupInnovation Process Technology Borealis Polymers Oy, P. O. Box 330 06101 Porvoo Finland
| | - Mohammad Al‐haj Ali
- Process Development GroupInnovation Process Technology Borealis Polymers Oy, P. O. Box 330 06101 Porvoo Finland
| | - Timothy F.L. McKenna
- Laboratoire de Chimie Catalyse Polymères et Procédés (C2P2) UMR 5265, CNRS, Université de Lyon Bat 308F, 43 Bd du 11 novembre 1918 F‐69616 Villeurbanne France
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Mastan E, He J. Continuous Production of Multiblock Copolymers in a Loop Reactor: When Living Polymerization Meets Flow Chemistry. Macromolecules 2017. [DOI: 10.1021/acs.macromol.7b01662] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Erlita Mastan
- State Key Laboratory of Molecular Engineering
of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, China 200433
| | - Junpo He
- State Key Laboratory of Molecular Engineering
of Polymers, Department of Macromolecular Science, Fudan University, Shanghai, China 200433
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14
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Dias ACSR, da Silva WB, Dutra JCS. Propylene Polymerization Reactor Control and Estimation Using a Particle Filter and Neural Network. MACROMOL REACT ENG 2017. [DOI: 10.1002/mren.201700010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Ana Carolina Spindola Rangel Dias
- Programa de Engenharia Química/PPEQ; Universidade Federal do Espírito Santo; UFES, Alto Universitário, s/n° - CP 16 Alegre-ES, CEP 29500-000 Brazil
| | - Wellington Betencurte da Silva
- Programa de Engenharia Química/PPEQ; Universidade Federal do Espírito Santo; UFES, Alto Universitário, s/n° - CP 16 Alegre-ES, CEP 29500-000 Brazil
| | - Julio Cesar Sampaio Dutra
- Programa de Engenharia Química/PPEQ; Universidade Federal do Espírito Santo; UFES, Alto Universitário, s/n° - CP 16 Alegre-ES, CEP 29500-000 Brazil
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Marchetti PA, Zamarripa MA, Reyes-Labarta JA, Grossmann IE, Bucey W, Majewski RA. Optimal planning and feedstock-mix selection for multiproduct polymer production. Comput Chem Eng 2016. [DOI: 10.1016/j.compchemeng.2016.09.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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16
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Shi J, Biegler LT, Hamdan I. Optimization of grade transitions in polyethylene solution polymerization processes. AIChE J 2015. [DOI: 10.1002/aic.15113] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Jun Shi
- Chemical Engineering Department; Carnegie Mellon University; Pittsburgh PA 15213 USA
| | - Lorenz T. Biegler
- Chemical Engineering Department; Carnegie Mellon University; Pittsburgh PA 15213 USA
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17
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Lou H, Su H, Gu Y, Xie L, Rong G, Hou W. Simultaneous optimization and control for polypropylene grade transition with two-layer hierarchical structure. Chin J Chem Eng 2015. [DOI: 10.1016/j.cjche.2015.08.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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18
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Krallis A, Kanellopoulos V, Ali MAH. Comprehensive Study of Reactants Depletion in Catalytic Olefin Polymerization Industrial Loop Reactors. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b02228] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Apostolos Krallis
- InnoTech Process Technology, Borealis
Polymers PO PDO, Borealis Polymers Oy, P.O. Box 330, Kulloo, Finland
| | - Vasileios Kanellopoulos
- InnoTech Process Technology, Borealis
Polymers PO PDO, Borealis Polymers Oy, P.O. Box 330, Kulloo, Finland
| | - Mohammad Al-haj Ali
- InnoTech Process Technology, Borealis
Polymers PO PDO, Borealis Polymers Oy, P.O. Box 330, Kulloo, Finland
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19
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Tian Z, Chen KR, Liu BP, Luo N, Du WL, Qian F. Short-chain branching distribution oriented model development for Borstar bimodal polyethylene process and its correlation with product performance of slow crack growth. Chem Eng Sci 2015. [DOI: 10.1016/j.ces.2015.03.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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20
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Touloupidis V. Catalytic Olefin Polymerization Process Modeling: Multi-Scale Approach and Modeling Guidelines for Micro-Scale/Kinetic Modeling. MACROMOL REACT ENG 2014. [DOI: 10.1002/mren.201300188] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Vasileios Touloupidis
- Modeling & Simulation Department; Borealis Polyolefine GmbH; St.-Peter-Straße 25 4021 Linz Austria
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21
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Modeling the Industrial Propylene–Ethylene Copolymerization FBR at Emergency Accidents. INTERNATIONAL JOURNAL OF CHEMICAL REACTOR ENGINEERING 2014. [DOI: 10.1515/ijcre-2014-0031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Abstract
In order to quantitatively describe the pressure change during the copolymerization in industrial fluidized bed reactors, a dynamic reactor model was developed according to the mass and energy balances as well as real gas state-equation and copolymerization kinetics. Furthermore, in order to inspect the performance of pressure relief devices in response to the accident conditions, a set of pressure relief equations were also incorporated into the dynamic reactor model. Therefore, the extended reactor model is able to calculate the relief pressure besides other variables in the reactors such as temperature, slurry density and solid hold-up, which provides an important guidance for selecting pressure relief device and safe production. Dynamic data from certain industrial reactor were used to verify the above model. Finally, the application of the extended model was demonstrated by simulating several typical emergency accidents.
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Kanellopoulos V, Ali MAH, Sundvall S, Das S. Experimental and Theoretical Study on the Desorption of Alcohols and Ketones from Polyolefins. Ind Eng Chem Res 2013. [DOI: 10.1021/ie402479e] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Vasileios Kanellopoulos
- InnoTech Process Technology, Process Development PO PDO, Borealis Polymers Oy,
P.O. Box 330, Finland
| | - Mohammad Al-haj Ali
- InnoTech Process Technology, Process Development PO PDO, Borealis Polymers Oy,
P.O. Box 330, Finland
| | - Sabine Sundvall
- InnoTech Process Technology, Process Development PO PDO, Borealis Polymers Oy,
P.O. Box 330, Finland
| | - Shital Das
- InnoTech Process Technology, Process Development PO PDO, Borealis Polymers Oy,
P.O. Box 330, Finland
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23
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Yang XF, Zheng T, Che LM, Luo ZH. A dynamically distributed reactor model for identifying the flow fields in industrial loop propylene polymerization reactors. J Appl Polym Sci 2012. [DOI: 10.1002/app.38668] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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24
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Liu X, Zhao C. Melt index prediction based on fuzzy neural networks and PSO algorithm with online correction strategy. AIChE J 2011. [DOI: 10.1002/aic.12660] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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25
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26
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Touloupides V, Kanellopoulos V, Pladis P, Kiparissides C, Mignon D, Van-Grambezen P. Modeling and simulation of an industrial slurry-phase catalytic olefin polymerization reactor series. Chem Eng Sci 2010. [DOI: 10.1016/j.ces.2010.02.014] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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27
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Luo ZH, Wen SH, Shi DP, Zheng ZW. Coupled Single-Particle and Population Balance Modeling for Particle Size Distribution of Poly(propylene) Produced in Loop Reactors. MACROMOL REACT ENG 2009. [DOI: 10.1002/mren.200900040] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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28
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Luo ZH, Wang W, Su PL. Modeling of the propylene polymerization catalyzed by single-/multi-active site catalyst: A Monte Carlo study. J Appl Polym Sci 2008. [DOI: 10.1002/app.28952] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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29
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Kröner S, Eloranta K, Bergstra MF, Bartke M. Kinetic Study of the Copolymerisation of Ethylene with a Single Site Catalyst in Propane Slurry Polymerisation. ACTA ACUST UNITED AC 2007. [DOI: 10.1002/masy.200751333] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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30
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Luo ZH, Zheng Y, Cao ZK, Wen SH. Mathematical modeling of the molecular weight distribution of polypropylene produced in a loop reactor. POLYM ENG SCI 2007. [DOI: 10.1002/pen.20848] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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31
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Zhang M, Karjala TW, Kolthammer BWS. Delayed Dynamics of Polymer Properties in Continuous Stirred Tank Polymerization Reactors. Ind Eng Chem Res 2007. [DOI: 10.1021/ie0614935] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Min Zhang
- The Dow Chemical Company, 1500 East Lake Cook Road, Buffalo Grove, Illinois 60089-6556
| | - Thomas W. Karjala
- The Dow Chemical Company, 2301 North Brazosport Boulevard, Freeport, Texas 77541-3257
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