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Mei B, Schweizer KS. Medium-Range Structural Order as the Driver of Activated Dynamics and Complexity Reduction in Glass-Forming Liquids. J Phys Chem B 2024; 128:11293-11312. [PMID: 39481127 DOI: 10.1021/acs.jpcb.4c05488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2024]
Abstract
We analyze in depth the Elastically Collective Nonlinear Langevin Equation theory of activated dynamics in metastable liquids to establish that the predicted inter-relationships between the alpha relaxation time, local cage and collective elastic barriers, dynamic localization length, and shear modulus are causally related within the theory to the medium range order (MRO) static correlation length. The latter grows exponentially with density for metastable hard sphere fluids and as a nonuniversal inverse power law with temperature for supercooled liquids under isobaric conditions. The physical origin of predicted connections between the alpha time and other metrics of cage order and the thermodynamic inverse dimensionless compressibility is fully established. It is discovered that although kinetic constraints from the real space first coordination shell are important for the alpha time, they are of secondary importance compared to the consequences of the more universal MRO correlations in both the modestly and deeply metastable regimes. This understanding sheds new light on the theoretical basis for, and prior successes of, the predictive mapping of chemically complex thermal liquids to effective hard sphere fluids based on matching their dimensionless compressibilities, a scheme we call "complexity reduction". In essence, the latter is equivalent to the physical requirement that the thermal liquid MRO correlation equals that of its effective hard sphere analog. The mapping alone is shown to provide a remarkable level of quantitative predictive power for the glass transition temperature Tg of 21 molecular and polymer liquids. Predictions for the chemically specific absolute magnitude and growth with cooling of the MRO correlation length are obtained and lie in the window of 2-6 nm at Tg. Dynamic heterogeneity, elastic facilitation, and beyond pair structure issues are briefly discussed. Future opportunities to theoretically analyze the equilibrated deep glass regime are outlined.
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Affiliation(s)
- Baicheng Mei
- Department of Materials Science, University of Illinois, Urbana, Illinois 61801, United States
- Materials Research Laboratory, University of Illinois, Urbana, Illinois 61801, United States
| | - Kenneth S Schweizer
- Department of Materials Science, University of Illinois, Urbana, Illinois 61801, United States
- Department of Materials Chemistry, University of Illinois, Urbana, Illinois 61801, United States
- Department of Materials Chemical & Biomolecular Engineering, University of Illinois, Urbana, Illinois 61801, United States
- Materials Research Laboratory, University of Illinois, Urbana, Illinois 61801, United States
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Escañuela-Copado A, López-Molina J, Kanduč M, Jódar-Reyes AB, Tirado-Miranda M, Bastos-González D, Peula-García JM, Adroher-Benítez I, Moncho-Jordá A. Diffusion and Interaction Effects On Molecular Release Kinetics From Collapsed Microgels. ACS APPLIED POLYMER MATERIALS 2024; 6:8905-8917. [PMID: 39144277 PMCID: PMC11320387 DOI: 10.1021/acsapm.4c01150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 06/19/2024] [Accepted: 06/21/2024] [Indexed: 08/16/2024]
Abstract
The efficient transport of small molecules through dense hydrogel networks is crucial for various applications, including drug delivery, biosensing, catalysis, nanofiltration, water purification, and desalination. In dense polymer matrices, such as collapsed microgels, molecular transport follows the solution-diffusion principle: Molecules dissolve in the polymeric matrix and subsequently diffuse due to a concentration gradient. Employing dynamical density functional theory (DDFT), we investigate the nonequilibrium release kinetics of nonionic subnanometer-sized molecules from a microgel particle, using parameters derived from prior molecular simulations of a thermoresponsive hydrogel. The kinetics is primarily governed by the microgel radius and two intensive parameters: the diffusion coefficient and solvation free energy of the molecule. Our results reveal two limiting regimes: a diffusion-limited regime for large, slowly diffusing, and poorly soluble molecules within the hydrogel; and a reaction-limited regime for small, rapidly diffusing, and highly soluble molecules. These principles allow us to derive an analytical equation for release time, demonstrating excellent quantitative agreement with the DDFT results-a valuable and straightforward tool for predicting release kinetics from microgels.
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Affiliation(s)
- Adri Escañuela-Copado
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
| | - José López-Molina
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
| | - Matej Kanduč
- Jožef
Stefan Institute, SI-1000 Ljubljana, Slovenia
| | - Ana Belén Jódar-Reyes
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
- Excellence
Research Unit Modeling Nature (MNat), University
of Granada, 18071 Granada, Spain
| | - María Tirado-Miranda
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
| | - Delfi Bastos-González
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
| | - José Manuel Peula-García
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
- Departamento
of Física Aplicada II, Universidad
of Málaga, 29071 Málaga, Spain
| | - Irene Adroher-Benítez
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
| | - Arturo Moncho-Jordá
- Grupo
de Física de Fluidos y Biocoloides, Departamento de Física
Aplicada, Universidad de Granada, 18071 Granada, Spain
- Instituto
Carlos I de Física Teórica y Computacional, Facultad
de Ciencias, Universidad de Granada, 18071 Granada, Spain
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Lin TW, Sing CE. Effect of penetrant-polymer interactions and shape on the motion of molecular penetrants in dense polymer networks. J Chem Phys 2024; 160:114905. [PMID: 38511661 DOI: 10.1063/5.0197140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 03/01/2024] [Indexed: 03/22/2024] Open
Abstract
The diffusion of dilute molecular penetrants within polymers plays a crucial role in the advancement of material engineering for applications such as coatings and membrane separations. The potential of highly cross-linked polymer networks in these applications stems from their capacity to adjust the size and shape selectivity through subtle changes in network structures. In this paper, we use molecular dynamics simulation to understand the role of penetrant shape (aspect ratios) and its interaction with polymer networks on its diffusivity. We characterize both local penetrant hopping and the long-time diffusive motion for penetrants and consider different aspect ratios and penetrant-network interaction strengths at a variety of cross-link densities and temperatures. The shape affects the coupling of penetrant motion to the cross-link density- and temperature-dependent structural relaxation of networks and also affects the way a penetrant experiences the confinement from the network meshes. The attractive interaction between the penetrant and network primarily affects the former since only the system of dilute limit is of present interest. These results offer fundamental insights into the intricate interplay between penetrant characteristics and polymer network properties and also suggest future directions for manipulating polymer design to enhance the separation efficiency.
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Affiliation(s)
- Tsai-Wei Lin
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Charles E Sing
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Materials Research Laboratory, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
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