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Miccio LA, Borredon C, Casado U, Phan AD, Schwartz GA. Approaching Polymer Dynamics Combining Artificial Neural Networks and Elastically Collective Nonlinear Langevin Equation. Polymers (Basel) 2022; 14:polym14081573. [PMID: 35458323 PMCID: PMC9027377 DOI: 10.3390/polym14081573] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/07/2022] [Accepted: 04/11/2022] [Indexed: 02/04/2023] Open
Abstract
The analysis of structural relaxation dynamics of polymers gives an insight into their mechanical properties, whose characterization is used to qualify a given material for its practical scope. The dynamics are usually expressed in terms of the temperature dependence of the relaxation time, which is only available through time-consuming experimental processes following polymer synthesis. However, it would be advantageous to estimate their dynamics before synthesizing them when designing new materials. In this work, we propose a combined approach of artificial neural networks and the elastically collective nonlinear Langevin equation (ECNLE) to estimate the temperature dependence of the main structural relaxation time of polymers based only on the knowledge of the chemical structure of the corresponding monomer.
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Affiliation(s)
- Luis A. Miccio
- Centro de Física de Materiales (CSIC-UPV/EHU)—Materials Physics Center (MPC), P. M. de Lardizabal 5, 20018 San Sebastian, Spain;
- Donostia International Physics Center, P. M. de Lardizábal 4, 20018 San Sebastian, Spain
- Institute of Materials Science and Technology (INTEMA), National Research Council (CONICET), Colon 10850, Mar del Plata 7600, Argentina;
- Correspondence: (L.A.M.); (G.A.S.)
| | - Claudia Borredon
- Centro de Física de Materiales (CSIC-UPV/EHU)—Materials Physics Center (MPC), P. M. de Lardizabal 5, 20018 San Sebastian, Spain;
| | - Ulises Casado
- Institute of Materials Science and Technology (INTEMA), National Research Council (CONICET), Colon 10850, Mar del Plata 7600, Argentina;
| | - Anh D. Phan
- Faculty of Materials Science and Engineering, Phenikaa University, Hanoi 12116, Vietnam;
- Phenikaa Institute for Advanced Study (PIAS), Phenikaa University, Hanoi 12116, Vietnam
| | - Gustavo A. Schwartz
- Centro de Física de Materiales (CSIC-UPV/EHU)—Materials Physics Center (MPC), P. M. de Lardizabal 5, 20018 San Sebastian, Spain;
- Donostia International Physics Center, P. M. de Lardizábal 4, 20018 San Sebastian, Spain
- Correspondence: (L.A.M.); (G.A.S.)
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Chain flexibility and glass transition temperatures of poly(n-alkyl (meth)acrylate)s: Implications of tacticity and chain dynamics. POLYMER 2021. [DOI: 10.1016/j.polymer.2020.123207] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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3
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Boyle BM, Heinz O, Miyake GM, Ding Y. Impact of the Pendant Group on the Chain Conformation and Bulk Properties of Norbornene Imide-Based Polymers. Macromolecules 2019; 52:3426-3434. [PMID: 32773888 PMCID: PMC7413623 DOI: 10.1021/acs.macromol.9b00020] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
Three series of well-defined norbornene imide-based polymers with different pendant groups were synthesized to investigate the effect of the pendant group on the polymer conformation in solution and bulk melt properties. Each of these three series was examined by analyzing the polymers' bulk z-average radius of gyration via static light scattering and the polymers' melt viscoelastic properties via oscillatory measurements and differential scanning calorimetry. Sterically bulky pendant wedge groups modestly increase the rodlike conformation of the norbornene-imide polymer, however, the inherent rigidity of the polymer main-chain can still be observed with less bulky substituents. In stark contrast, the different side groups significantly impacted the bulk viscoelastic and thermal properties. By increasing the pendant group size, the chain diameter of the polymer increases and lowers the entanglement modulus. Finally, as the wedge pendant group size increases, the segmental relaxation time and the fragility index of these norbornene-based polymers are decreased.
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Affiliation(s)
- Bret M. Boyle
- Department of Chemistry, Colorado State University, Fort Collins, Colorado 80523, United States
| | - Ozge Heinz
- Department of Mechanical Engineering, University of Colorado, Boulder, Colorado 80309, United States
| | - Garret M. Miyake
- Department of Chemistry, Colorado State University, Fort Collins, Colorado 80523, United States
| | - Yifu Ding
- Department of Mechanical Engineering, University of Colorado, Boulder, Colorado 80309, United States
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Shanks HR, Zhu M, Milani AH, Turton J, Haigh S, Hodson NW, Adlam D, Hoyland J, Freemont T, Saunders BR. Core-shell-shell cytocompatible polymer dot-based particles with near-infrared emission and enhanced dispersion stability. Chem Commun (Camb) 2018; 54:9364-9367. [PMID: 30079412 DOI: 10.1039/c8cc04310h] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Polymer dots (PDs) are promising fluorescent probes for biomaterials applications. Here, novel cytocompatible composite PD particles have been synthesised with a core-shell-shell morphology. The particles show near-infrared emission, improved fluorescent brightness and enhanced colloidal stability compared to pure PDs. The particles also show non-radiative resonance energy transfer (NRET) with a model dye.
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Affiliation(s)
- Hannah R Shanks
- School of Materials, University of Manchester, MSS Tower, Manchester, M13 9PL, UK.
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Yang Y, Zhao YF, Wang JY, Zhao C, Tong L, Liu XY, Zhan MS. Acrylic-based epoxy resin damping systems: Synthesis, characterization, and properties. J Appl Polym Sci 2016. [DOI: 10.1002/app.43654] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
- Yuan Yang
- Key Laboratory of Aerospace Materials and Performance (Ministry of Education), School of Materials Science and Engineering; Beihang University; Beijing China
| | - Yun-Feng Zhao
- Aerospace Research Institute of Materials & Processing Technology; Beijing 100076 China
| | - Jian-Yue Wang
- Aerospace Research Institute of Materials & Processing Technology; Beijing 100076 China
| | - Chuan Zhao
- Aerospace Research Institute of Materials & Processing Technology; Beijing 100076 China
| | - Liu Tong
- Aerospace Research Institute of Materials & Processing Technology; Beijing 100076 China
| | - Xiao-Yan Liu
- Aerospace Research Institute of Materials & Processing Technology; Beijing 100076 China
| | - Mao-Sheng Zhan
- Key Laboratory of Aerospace Materials and Performance (Ministry of Education), School of Materials Science and Engineering; Beihang University; Beijing China
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Yang Y, Zhao YF, Wang JY, Zhao C, Tong L, Liu XY, Zhang JH, Zhan MS. Structure and properties of a low viscosity acrylate based flexible epoxy resin. J Appl Polym Sci 2016. [DOI: 10.1002/app.42959] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Yuan Yang
- Key Laboratory of Aerospace Materials and Performance (Ministry of Education), School of Materials Science and Engineering; Beihang University; Beijing China
| | - Yun-Feng Zhao
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Jian-Yue Wang
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Chuan Zhao
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Liu Tong
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Xiao-Yan Liu
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Ji-Hua Zhang
- Aerospace Research Institute of Materials and Processing Technology; Beijing 100076 China
| | - Mao-Sheng Zhan
- Key Laboratory of Aerospace Materials and Performance (Ministry of Education), School of Materials Science and Engineering; Beihang University; Beijing China
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Demirel AL, Tatar Güner P, Verbraeken B, Schlaad H, Schubert US, Hoogenboom R. Revisiting the crystallization of poly(2-alkyl-2-oxazoline)s. ACTA ACUST UNITED AC 2015. [DOI: 10.1002/polb.23967] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Affiliation(s)
| | | | - Bart Verbraeken
- Supramolecular Chemistry Group, Department of Organic and Macromolecular Chemistry; Ghent University; Krijgslaan 281-S4 Ghent 9000 Belgium
| | - Helmut Schlaad
- University of Potsdam, Institute of Chemistry; Karl-Liebknecht-Str. 24-25 Potsdam 14476 Germany
| | - Ulrich S. Schubert
- Laboratory of Macromolecular Chemistry and Nanoscience; Eindhoven University of Technology; Den Dolech 2 Eindhoven 5612AZ Netherlands
- Laboratory of Organic and Macromolecular Chemistry (IOMC); Friedrich Schiller University Jena and Jena Center for Soft Matter (JCSM); Humboldtstr. 10 Jena 07743 Germany
| | - Richard Hoogenboom
- Supramolecular Chemistry Group, Department of Organic and Macromolecular Chemistry; Ghent University; Krijgslaan 281-S4 Ghent 9000 Belgium
- Laboratory of Macromolecular Chemistry and Nanoscience; Eindhoven University of Technology; Den Dolech 2 Eindhoven 5612AZ Netherlands
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Kato K, Mizusawa T, Yokoyama H, Ito K. Polyrotaxane Glass: Peculiar Mechanics Attributable to the Isolated Dynamics of Different Components. J Phys Chem Lett 2015; 6:4043-4048. [PMID: 26722774 DOI: 10.1021/acs.jpclett.5b01782] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The molecular dynamics of condensed polymers are directly linked to practically important mechanical properties, such as glass transition behavior and impact strength. We present a unique viscoelastic glass-forming polyrotaxane that is comprised of a main chain polymer and threaded cyclodextrins. The abnormally broad glass transition phase is attributed to the segment motion, which is unprecedentedly insusceptible to cooperative motion with neighboring chains until vitrification is completed. Even in the glass state, in which the cyclic components, occupying >80 wt % of the material, are vitrified, the main chain polymer retains high mobility within the glassy porous framework. The anomalous mobility of the polymer chains causes strong subrelaxation that changed the elastic modulus about 3-fold. These results demonstrate that the unique dynamics and mechanics are attributable to the loose correlation between different components, suggesting the possible creation of unprecedented mechanical properties based on the molecular design of mechanically interlocked polymers.
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Affiliation(s)
- Kazuaki Kato
- Department of Advanced Materials Science, Graduate School of Frontier Sciences, The University of Tokyo , 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8561, Japan
| | - Tomoki Mizusawa
- Department of Advanced Materials Science, Graduate School of Frontier Sciences, The University of Tokyo , 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8561, Japan
| | - Hideaki Yokoyama
- Department of Advanced Materials Science, Graduate School of Frontier Sciences, The University of Tokyo , 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8561, Japan
| | - Kohzo Ito
- Department of Advanced Materials Science, Graduate School of Frontier Sciences, The University of Tokyo , 5-1-5 Kashiwanoha, Kashiwa, Chiba 277-8561, Japan
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Zhang R, He X, Yu H, Chen K. Detecting the Rouse and Sub-Rouse Modes in Poly(Butyl Acrylate) and Poly(Ethyl Acrylate) Through Two-Dimensional Dynamic Mechanical Spectra. J MACROMOL SCI B 2014. [DOI: 10.1080/00222348.2014.951831] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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10
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Why tanδ of poly (butyl acrylate) and poly (ethyl acrylate) with little double bonds are becoming asymmetric? POLYMER 2014. [DOI: 10.1016/j.polymer.2014.07.016] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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Zhang R, He X, Huang G. Dynamics of Poly (butyl acrylate) and Poly (ethyl acrylate) with internal double bonds. JOURNAL OF POLYMER RESEARCH 2014. [DOI: 10.1007/s10965-014-0388-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
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Wang X, He X, Huang G, Wu J. Correlations between alkyl side chain length and dynamic mechanical properties of poly(n-alkyl acrylates) and poly(n-alkyl methacrylates). POLYMER 2012. [DOI: 10.1016/j.polymer.2011.11.059] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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