1
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Wu G, Yion WTG, Dang KLNQ, Wu Z. Physics-Informed Machine Learning for MPC: Application to a Batch Crystallization Process. Chem Eng Res Des 2023. [DOI: 10.1016/j.cherd.2023.02.048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/08/2023]
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2
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Sitapure N, Kwon JSI. Neural network-based model predictive control for thin-film chemical deposition of quantum dots using data from a multiscale simulation. Chem Eng Res Des 2022. [DOI: 10.1016/j.cherd.2022.05.041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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3
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An Q, Nie Q, Liu S, Fang H. Study of Dislocation Bending During Film Growth by a Multiscale Scheme. CRYSTAL RESEARCH AND TECHNOLOGY 2022. [DOI: 10.1002/crat.202100214] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Qiaoru An
- School of Energy and Power Engineering Huazhong University of Science & Technology Wuhan Hubei 430074 China
| | - Qichun Nie
- School of Energy and Power Engineering Huazhong University of Science & Technology Wuhan Hubei 430074 China
| | - Sheng Liu
- School of Power and Mechanical Engineering Wuhan University Wuhan Hubei 430072 China
| | - Haisheng Fang
- School of Energy and Power Engineering Huazhong University of Science & Technology Wuhan Hubei 430074 China
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4
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Pahari S, Bhadriraju B, Akbulut M, Kwon JSI. A slip-spring framework to study relaxation dynamics of entangled wormlike micelles with kinetic Monte Carlo algorithm. J Colloid Interface Sci 2021; 600:550-560. [PMID: 34062344 DOI: 10.1016/j.jcis.2021.05.032] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Revised: 04/21/2021] [Accepted: 05/06/2021] [Indexed: 01/18/2023]
Abstract
HYPOTHESIS Wormlike micelles (WLMs) formed due to the self-assembly of amphiphiles in aqueous solution have similar viscoelastic properties as polymers. Owing to this similarity, in this work, it is postulated that kinetic Monte Carlo (kMC) sampling of slip-springs dynamics, which is able to model the rheology of polymers, can also be extended to capture the relaxation dynamics of WLMs. THEORY The proposed modeling framework considers the following relaxation mechanisms: reptation, union-scission, and constraint release. Specifically, each of these relaxation mechanisms is simulated as separate kMC events that capture the relaxation dynamics while considering the living nature of WLMs within the slip-spring framework. As a case study, the model is implemented to a system of sodium oleate and sodium chloride to predict the linear rheology and the characteristic relaxation times associated with the individual relaxation mechanisms at different pH and salt concentrations. FINDINGS Linear rheology predictions were found to be in good agreement with experimental data. Furthermore, the calculated relaxation times highlighted that reptation contributed to a continuous increase in viscosity while union-scission contributed to the decrease in viscosity of WLM solutions at a higher salinity and pH. This manifests the proposed model's capability to provide insights into the key processes governing WLM's rheology.
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Affiliation(s)
- Silabrata Pahari
- Artie McFerrin Department of Chemical Engineering, Texas A& M University, College Station, TX 77845, USA; Texas A&M Energy Institute, Texas A&M University, College Station, TX 77845, USA
| | - Bhavana Bhadriraju
- Artie McFerrin Department of Chemical Engineering, Texas A& M University, College Station, TX 77845, USA; Texas A&M Energy Institute, Texas A&M University, College Station, TX 77845, USA
| | - Mustafa Akbulut
- Artie McFerrin Department of Chemical Engineering, Texas A& M University, College Station, TX 77845, USA
| | - Joseph Sang-Il Kwon
- Artie McFerrin Department of Chemical Engineering, Texas A& M University, College Station, TX 77845, USA; Texas A&M Energy Institute, Texas A&M University, College Station, TX 77845, USA.
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5
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Lee D, Green A, Wu H, Kwon JS. Hybrid
PDE‐kMC
modeling approach to simulate multivalent lectin‐glycan binding process. AIChE J 2021. [DOI: 10.1002/aic.17453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Dongheon Lee
- Department of Biomedical Engineering Duke University Durham North Carolina USA
| | - Aaron Green
- Artie McFerrin Department of Chemical Engineering Texas A&M University Texas USA
| | - Hung‐Jen Wu
- Artie McFerrin Department of Chemical Engineering Texas A&M University Texas USA
| | - Joseph Sang‐Il Kwon
- Artie McFerrin Department of Chemical Engineering Texas A&M University Texas USA
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6
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Lee H, Sitapure N, Hwang S, Kwon JSI. Multiscale modeling of dendrite formation in lithium-ion batteries. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107415] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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7
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A Framework for Economically Optimal Operation of Explosive Waste Incineration Process to Reduce NOx Emission Concentration. MATHEMATICS 2021. [DOI: 10.3390/math9172174] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Explosives, especially those used for military weapons, have a short lifespan and their performance noticeably deteriorates over time. These old explosives need to be disposed of safely. Fluidized bed incinerators (FBIs) are safe for disposal of explosive waste (such as TNT) and produce fewer gas emissions compared to conventional methods, such as the rotary kiln. However, previous studies on this FBI process have only focused on minimizing the amount of NOx emissions without considering the operating and unitality costs (i.e., total cost) associated with the process. It is important to note that, in general, a number of different operating conditions are available to achieve a target NOx emission concentration and, thus, it requires a significant computational requirement to compare the total costs among those candidate operating conditions using a computational fluid dynamics simulation. To this end, a novel framework is proposed to quickly determine the most economically viable FBI process operating condition for a target NOx concentration. First, a surrogate model was developed to replace the high-fidelity model of an FBI process, and utilized to determine a set of possible operating conditions that may lead to a target NOx emission concentration. Second, the candidate operating conditions were fed to the Aspen Plus™ process simulation program to determine the most economically competitive option with respect to its total cost. The developed framework can provide operational guidelines for a clean and economical incineration process of explosive waste.
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Na J, Bak JH, Sahinidis NV. Efficient Bayesian inference using adversarial machine learning and low-complexity surrogate models. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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9
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Yun S, Ding Y, Zhang Y, Christofides PD. Integration of feedback control and run-to-run control for plasma enhanced atomic layer deposition of hafnium oxide thin films. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2021.107267] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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10
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Machine learning-based modeling and operation of plasma-enhanced atomic layer deposition of hafnium oxide thin films. Comput Chem Eng 2021. [DOI: 10.1016/j.compchemeng.2020.107148] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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11
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Sitapure N, Lee H, Ospina‐Acevedo F, Balbuena PB, Hwang S, Kwon JS. A computational approach to characterize formation of a passivation layer in lithium metal anodes. AIChE J 2020. [DOI: 10.1002/aic.17073] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Niranjan Sitapure
- Artie McFerrin Department of Chemical Engineering Texas A&M University College station Texas USA
| | - Hyeonggeon Lee
- Department of Chemical Engineering Inha University Incheon Republic of South Korea
| | - Francisco Ospina‐Acevedo
- Artie McFerrin Department of Chemical Engineering Texas A&M University College station Texas USA
| | - Perla B. Balbuena
- Artie McFerrin Department of Chemical Engineering Texas A&M University College station Texas USA
| | - Sungwon Hwang
- Department of Chemical Engineering Inha University Incheon Republic of South Korea
| | - Joseph Sang‐II Kwon
- Artie McFerrin Department of Chemical Engineering Texas A&M University College station Texas USA
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12
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Urrea-Quintero JH, Marino M, Hernandez H, Ochoa S. Multiscale modeling of a free-radical emulsion polymerization process: Numerical approximation by the Finite Element Method. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106974] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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13
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Kimaev G, Ricardez-Sandoval LA. Artificial Neural Networks for dynamic optimization of stochastic multiscale systems subject to uncertainty. Chem Eng Res Des 2020. [DOI: 10.1016/j.cherd.2020.06.017] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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14
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Sitapure N, Qiao T, Son DH, Kwon JSI. Kinetic Monte Carlo modeling of the equilibrium-based size control of CsPbBr3 perovskite quantum dots in strongly confined regime. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106872] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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15
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Urrea-Quintero JH, Hernandez H, Ochoa S. Towards a controllability analysis of multiscale systems: Application of the set-theoretic approach to a semi-batch emulsion polymerization process. Comput Chem Eng 2020. [DOI: 10.1016/j.compchemeng.2020.106833] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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16
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Kimaev G, Chaffart D, Ricardez‐Sandoval LA. Multilevel Monte Carlo applied for uncertainty quantification in stochastic multiscale systems. AIChE J 2020. [DOI: 10.1002/aic.16262] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Affiliation(s)
- Grigoriy Kimaev
- Deparment of Chemical EngineeringUniversity of Waterloo Waterloo Ontario Canada
| | - Donovan Chaffart
- Deparment of Chemical EngineeringUniversity of Waterloo Waterloo Ontario Canada
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17
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Kimaev G, Ricardez-Sandoval LA. Nonlinear model predictive control of a multiscale thin film deposition process using artificial neural networks. Chem Eng Sci 2019. [DOI: 10.1016/j.ces.2019.07.044] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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18
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Kinetic Monte Carlo simulations of plasma-surface reactions on heterogeneous surfaces. Front Chem Sci Eng 2019. [DOI: 10.1007/s11705-019-1837-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
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19
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Urrea-Quintero JH, Ochoa S, Hernández H. A reduced-order multiscale model of a free-radical semibatch emulsion polymerization process. Comput Chem Eng 2019. [DOI: 10.1016/j.compchemeng.2019.04.029] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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20
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Multiscale computational fluid dynamics modeling of thermal atomic layer deposition with application to chamber design. Chem Eng Res Des 2019. [DOI: 10.1016/j.cherd.2019.05.049] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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21
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Choi H, Kwon JS. Multiscale modeling and control of Kappa number and porosity in a batch‐type pulp digester. AIChE J 2019. [DOI: 10.1002/aic.16589] [Citation(s) in RCA: 28] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Affiliation(s)
- Hyun‐Kyu Choi
- Artie McFerrin Department of Chemical Engineering Texas A&M University Texas
| | - Joseph Sang‐Il Kwon
- Artie McFerrin Department of Chemical Engineering Texas A&M University Texas
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22
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Kimaev G, Ricardez-Sandoval LA. Multilevel Monte Carlo for noise estimation in stochastic multiscale systems. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.10.006] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
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23
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Optimization and control of a thin film growth process: A hybrid first principles/artificial neural network based multiscale modelling approach. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.08.029] [Citation(s) in RCA: 57] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
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24
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Efficient reduced order controller design for dissipative PDE systems with strong convective phenomena. Chem Eng Res Des 2018. [DOI: 10.1016/j.cherd.2018.09.025] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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25
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Crose M, Zhang W, Tran A, Christofides PD. Run‐to‐run control of PECVD systems: Application to a multiscale three‐dimensional CFD model of silicon thin film deposition. AIChE J 2018. [DOI: 10.1002/aic.16400] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Marquis Crose
- Dept. of Chemical and Biomolecular EngineeringUniversity of California Los Angeles CA, 90095
| | - Weiqi Zhang
- Dept. of Chemical and Biomolecular EngineeringUniversity of California Los Angeles CA, 90095
| | - Anh Tran
- Dept. of Chemical and Biomolecular EngineeringUniversity of California Los Angeles CA, 90095
| | - Panagiotis D. Christofides
- Dept. of Chemical and Biomolecular Engineering and Department of Electrical and Computer EngineeringUniversity of California Los Angeles CA, 90095
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26
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Lee D, Mohr A, Kwon JSI, Wu HJ. Kinetic Monte Carlo modeling of multivalent binding of CTB proteins with GM1 receptors. Comput Chem Eng 2018. [DOI: 10.1016/j.compchemeng.2018.08.011] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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27
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Ponton S, Vergnes H, Samelor D, Sadowski D, Vahlas C, Caussat B. Development of a kinetic model for the moderate temperature chemical vapor deposition of SiO2
films from tetraethyl orthosilicate and oxygen. AIChE J 2018. [DOI: 10.1002/aic.16222] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Simon Ponton
- LGC; Université de Toulouse, CNRS; Toulouse France
- CIRIMAT; Université de Toulouse, CNRS; Toulouse France
| | | | - Diane Samelor
- CIRIMAT; Université de Toulouse, CNRS; Toulouse France
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28
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29
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Li P, Cheng L, Yan X, Jiao S, Li Y. A conductive grating sensor for online quantitative monitoring of fatigue crack. THE REVIEW OF SCIENTIFIC INSTRUMENTS 2018; 89:055001. [PMID: 29864806 DOI: 10.1063/1.5016598] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Online quantitative monitoring of crack damage due to fatigue is a critical challenge for structural health monitoring systems assessing structural safety. To achieve online quantitative monitoring of fatigue crack, a novel conductive grating sensor based on the principle of electrical potential difference is proposed. The sensor consists of equidistant grating channels to monitor the fatigue crack length and conductive bars to provide the circuit path. An online crack monitoring system is established to verify the sensor's capability. The experimental results prove that the sensor is suitable for online quantitative monitoring of fatigue crack. A finite element model for the sensor is also developed to optimize the sensitivity of crack monitoring, which is defined by the rate of sensor resistance change caused by the break of the first grating channel. Analysis of the model shows that the sensor sensitivity can be enhanced by reducing the number of grating channels and increasing their resistance and reducing the resistance of the conductive bar.
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Affiliation(s)
- Peiyuan Li
- Aeronautics and Astronautics Engineering College, Air Force Engineering University, Xi'an 710038, China
| | - Li Cheng
- Aeronautics and Astronautics Engineering College, Air Force Engineering University, Xi'an 710038, China
| | - Xiaojun Yan
- School of Energy and Power Engineering, Beihang University, Beijing 100191, China
| | - Shengbo Jiao
- Aeronautics and Astronautics Engineering College, Air Force Engineering University, Xi'an 710038, China
| | - Yakun Li
- Northwest Research Institute of Engineering Investigations and Design, Xi'an 710000, China
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30
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Chaffart D, Ricardez-Sandoval LA. Robust optimization of a multiscale heterogeneous catalytic reactor system with spatially-varying uncertainty descriptions using polynomial chaos expansions. CAN J CHEM ENG 2017. [DOI: 10.1002/cjce.22912] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Affiliation(s)
- Donovan Chaffart
- Department of Chemical Engineering; University of Waterloo; Waterloo ON N2L 3G1 Canada
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31
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Multiscale Computational Fluid Dynamics: Methodology and Application to PECVD of Thin Film Solar Cells. COATINGS 2017. [DOI: 10.3390/coatings7020022] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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32
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Marvi Z, Xu S, Foroutan G, Ostrikov K, Levchenko I. Plasma-deposited hydrogenated amorphous silicon films: multiscale modelling reveals key processes. RSC Adv 2017. [DOI: 10.1039/c7ra00478h] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Physical and chemical mechanisms and role of plasma in the synthesis of hydrogenated amorphous silicon were studied numerically to reveal the key growth processes and, hence, to ensure a higher level of control over the film structure and properties.
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Affiliation(s)
- Z. Marvi
- Plasma Sources and Applications Centre
- NIE
- Nanyang Technological University
- 637616 Singapore
- Physics Department
| | - S. Xu
- Plasma Sources and Applications Centre
- NIE
- Nanyang Technological University
- 637616 Singapore
| | - G. Foroutan
- Physics Department
- Faculty of Science
- Sahand University of Technology
- Tabriz
- Iran
| | - K. Ostrikov
- CSIRO-QUT Joint Sustainable Materials and Devices Laboratory
- CSIRO
- Lindfield
- Australia
- School of Chemistry
| | - I. Levchenko
- Plasma Sources and Applications Centre
- NIE
- Nanyang Technological University
- 637616 Singapore
- School of Chemistry
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33
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Aviziotis IG, Cheimarios N, Duguet T, Vahlas C, Boudouvis AG. Multiscale modeling and experimental analysis of chemical vapor deposited aluminum films: Linking reactor operating conditions with roughness evolution. Chem Eng Sci 2016. [DOI: 10.1016/j.ces.2016.08.039] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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34
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Chaffart D, Rasoulian S, Ricardez-Sandoval LA. Distributional uncertainty analysis and robust optimization in spatially heterogeneous multiscale process systems. AIChE J 2016. [DOI: 10.1002/aic.15215] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Donovan Chaffart
- Dept. of Chemical Engineering; University of Waterloo; Waterloo Canada N2L 3G1
| | - Shabnam Rasoulian
- Dept. of Chemical Engineering; University of Waterloo; Waterloo Canada N2L 3G1
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35
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Floudas CA, Niziolek AM, Onel O, Matthews LR. Multi‐scale systems engineering for energy and the environment: Challenges and opportunities. AIChE J 2016. [DOI: 10.1002/aic.15151] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Christodoulos A. Floudas
- Artie McFerrin Dept. of Chemical EngineeringTexas A&M UniversityCollege Station TX77843 USA
- Texas A&M Energy Institute, 302D Williams Administration Building, 3372 Texas A&M UniversityCollege Station TX77843USA
| | - Alexander M. Niziolek
- Dept. of Chemical and Biological EngineeringPrinceton UniversityPrinceton NJ08544 USA
- Artie McFerrin Dept. of Chemical EngineeringTexas A&M UniversityCollege Station TX77843 USA
- Texas A&M Energy Institute, 302D Williams Administration Building, 3372 Texas A&M UniversityCollege Station TX77843USA
| | - Onur Onel
- Dept. of Chemical and Biological EngineeringPrinceton UniversityPrinceton NJ08544 USA
- Artie McFerrin Dept. of Chemical EngineeringTexas A&M UniversityCollege Station TX77843 USA
- Texas A&M Energy Institute, 302D Williams Administration Building, 3372 Texas A&M UniversityCollege Station TX77843USA
| | - Logan R. Matthews
- Dept. of Chemical and Biological EngineeringPrinceton UniversityPrinceton NJ08544 USA
- Artie McFerrin Dept. of Chemical EngineeringTexas A&M UniversityCollege Station TX77843 USA
- Texas A&M Energy Institute, 302D Williams Administration Building, 3372 Texas A&M UniversityCollege Station TX77843USA
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36
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Kwon JSI, Nayhouse M, Christofides PD. Multiscale, Multidomain Modeling and Parallel Computation: Application to Crystal Shape Evolution in Crystallization. Ind Eng Chem Res 2015. [DOI: 10.1021/acs.iecr.5b02942] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Joseph Sang-Il Kwon
- Department of Chemical and Biomolecular Engineering and ‡Department of Electrical
Engineering, University of California, Los Angeles, California 90095, United States
| | - Michael Nayhouse
- Department of Chemical and Biomolecular Engineering and ‡Department of Electrical
Engineering, University of California, Los Angeles, California 90095, United States
| | - Panagiotis D. Christofides
- Department of Chemical and Biomolecular Engineering and ‡Department of Electrical
Engineering, University of California, Los Angeles, California 90095, United States
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