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Hannon AF, Sunday DF, Bowen A, Khaira G, Ren J, Nealey PF, de Pablo JJ, Kline RJ. Optimizing self-consistent field theory block copolymer models with X-ray metrology. MOLECULAR SYSTEMS DESIGN & ENGINEERING 2018; 3:376-389. [PMID: 29892480 PMCID: PMC5992623 DOI: 10.1039/c7me00098g] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
A block copolymer self-consistent field theory (SCFT) model is used for direct analysis of experimental X-ray scattering data obtained from thin films of polystyrene-b-poly(methyl methacrylate) (PS-b-PMMA) made from directed self-assembly. In a departure from traditional approaches, which reconstruct the real space structure using simple geometric shapes, we build on recent work that has relied on physics-based models to determine shape profiles and extract thermodynamic processing information from the scattering data. More specifically, an SCFT model, coupled to a covariance matrix adaptation evolutionary strategy (CMAES), is used to find the set of simulation parameters for the model that best reproduces the scattering data. The SCFT model is detailed enough to capture the essential physics of the copolymer self-assembly, but sufficiently simple to rapidly produce structure profiles needed for interpreting the scattering data. The ability of the model to produce a matching scattering profile is assessed, and several improvements are proposed in order to more accurately recreate the experimental observations. The predicted parameters are compared to those extracted from model fits via additional experimental methods and with predicted parameters from direct particle-based simulations of the same model, which incorporate the effects of fluctuations. The Flory-Huggins interaction parameter for PS-b-PMMA is found to be in agreement with reported ranges for this material. These results serve to strengthen the case for relying on physics-based models for direct analysis of scattering and light signal based experiments.
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Affiliation(s)
- Adam F Hannon
- Materials Science and Engineering Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Daniel F Sunday
- Materials Science and Engineering Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
| | - Alec Bowen
- Institute for Molecular Engineering, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637, USA
| | - Gurdaman Khaira
- Mentor Graphics Corporation, 8005 Boeckman Rd, Wilsonville, OR 97070, USA
| | - Jiaxing Ren
- Institute for Molecular Engineering, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637, USA
| | - Paul F Nealey
- Institute for Molecular Engineering, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637, USA
- Argonne National Laboratory, 9700 Cass Ave, Lemont, IL 60439, USA
| | - Juan J de Pablo
- Institute for Molecular Engineering, University of Chicago, 5801 S Ellis Ave, Chicago, IL 60637, USA
- Argonne National Laboratory, 9700 Cass Ave, Lemont, IL 60439, USA
| | - R Joseph Kline
- Materials Science and Engineering Division, National Institute of Standards and Technology, 100 Bureau Drive, Gaithersburg, MD 20899, USA
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Yong C, Mei C, Guan M, Wu Q, Sun X, Xu B, Wang K. Interfacial modification mechanism of nanocellulose as a compatibilizer for immiscible binary poly(vinyl alcohol)/poly(ethylene oxide) blends. J Appl Polym Sci 2017. [DOI: 10.1002/app.45896] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Affiliation(s)
- Cheng Yong
- College of Materials Science and Engineering; Nanjing Forestry University; Nanjing Jiangsu 210037 China
| | - Changtong Mei
- College of Materials Science and Engineering; Nanjing Forestry University; Nanjing Jiangsu 210037 China
| | - Mingjie Guan
- College of Materials Science and Engineering; Nanjing Forestry University; Nanjing Jiangsu 210037 China
| | - Qinglin Wu
- School of Renewable Natural Resources; Louisiana State University; Baton Rouge Louisiana 70803
| | - Xiuxuan Sun
- School of Renewable Natural Resources; Louisiana State University; Baton Rouge Louisiana 70803
| | - Bing Xu
- College of Materials Science and Engineering; Nanjing Forestry University; Nanjing Jiangsu 210037 China
| | - Ke Wang
- College of Materials Science and Engineering; Nanjing Forestry University; Nanjing Jiangsu 210037 China
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Wu C. Phase Morphologies of Binary Polymer Blends Predicted by Systematically Coarse-Grained Models. MACROMOL THEOR SIMUL 2016. [DOI: 10.1002/mats.201500087] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
- Chaofu Wu
- College of Materials and Environment Engineering; Hunan University of Humanities Science & Technology; Dixing Road 487 Louxing DistrictLoudi 417000 Hunan Province P. R. China
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Pressure-assisted thermal sterilization effects on gas barrier, morphological, and free volume properties of multilayer EVOH films. J FOOD ENG 2014. [DOI: 10.1016/j.jfoodeng.2013.12.012] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Dhawan S, Varney C, Barbosa-Cánovas GV, Tang J, Selim F, Sablani SS. The impact of microwave-assisted thermal sterilization on the morphology, free volume, and gas barrier properties of multilayer polymeric films. J Appl Polym Sci 2014. [DOI: 10.1002/app.40376] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Affiliation(s)
- Sumeet Dhawan
- Department of Biological Systems Engineering; Washington State University; Pullman Washington 99164-6120
| | - Christopher Varney
- Department of Physics and Astronomy; Washington State University; Pullman Washington 99164-6376
| | - Gustavo V. Barbosa-Cánovas
- Department of Biological Systems Engineering; Washington State University; Pullman Washington 99164-6120
| | - Juming Tang
- Department of Biological Systems Engineering; Washington State University; Pullman Washington 99164-6120
| | - Farida Selim
- Department of Physics and Astronomy; Washington State University; Pullman Washington 99164-6376
| | - Shyam S. Sablani
- Department of Biological Systems Engineering; Washington State University; Pullman Washington 99164-6120
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Pasang T, Chikkakuntappa R. Synthesis and characterization of methacrylic acid-based molecular imprinted polymers by positron lifetime spectroscopy. POLYM ENG SCI 2013. [DOI: 10.1002/pen.23602] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Tenzin Pasang
- Department of Studies in Physics; University of Mysore, Manasagangotri; Mysore 570006 India
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Pasang T, Ranganathaiah C. Preparation and Characterization of Molecularly Imprinted Polymer for Selective Adsorption of 4-Chlorophenol Molecules by Physical Selectivity Method. Ind Eng Chem Res 2013. [DOI: 10.1021/ie400693y] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Affiliation(s)
- Tenzin Pasang
- Department of Studies in Physics, University of Mysore, Manasagangotri, Mysore-570006, India
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Ramya P, Guagliardo P, Pasang T, Ranganathaiah C, Samarin S, Williams JF. Influence of polar groups in binary polymer blends on positronium formation. PHYSICAL REVIEW. E, STATISTICAL, NONLINEAR, AND SOFT MATTER PHYSICS 2013; 87:052602. [PMID: 23767559 DOI: 10.1103/physreve.87.052602] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2013] [Indexed: 06/02/2023]
Abstract
The present work studied the role of the polar group unconjugated oxygen on the inhibition of positronium (Ps) formation in two binary blends made from a set of chosen constituent polymers with polar and weakly polar groups (nonpolar). The polymer blend samples of PVC-EVA and PVC-SAN were investigated by coincidence Doppler broadening and positron lifetime techniques. The strong polar acetate group in the EVA contributed to positron annihilation with electrons of unconjugated oxygen (-C(+)=O(-)) as revealed by the momentum distribution curves peaking around 17 P(L) (10(-3) m(0)c). The ortho-Ps intensity indicated the unconjugated oxygen shows about a 28% Ps reduction even in the presence of a strong Ps inhibiting halogen (Cl(-)). In contrast, this effect was not seen in the PVC-SAN blends since SAN contains a weakly polar (nonpolar) acrylonitrile group (C≡N). Our results indicate the chlorine of PVC in the blends is a major contributor to Ps inhibition through the formation of a (Cl(-)-e(+)) bound state but the unconjugated oxygen in EVA of the PVC-EVA blend also plays a similar, but lesser, role.
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Affiliation(s)
- P Ramya
- Department of Studies in Physics, University of Mysore, Manasagangotri, Mysore-570006, India
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