Search Results - "Martin, Tyler B."
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Emerging Trends in Machine Learning: A Polymer Perspective
Published in ACS polymers Au (14-06-2023)“…In the last five years, there has been tremendous growth in machine learning and artificial intelligence as applied to polymer science. Here, we highlight the…”
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Wetting–Dewetting and Dispersion–Aggregation Transitions Are Distinct for Polymer Grafted Nanoparticles in Chemically Dissimilar Polymer Matrix
Published in Journal of the American Chemical Society (26-08-2015)“…Simulations and experiments are conducted on mixtures containing polymer grafted nanoparticles in a chemically distinct polymer matrix, where the graft and…”
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Polydispersity for tuning the potential of mean force between polymer grafted nanoparticles in a polymer matrix
Published in Physical review letters (02-01-2013)“…We present an integrated theory and simulation study of polydisperse polymer grafted nanoparticles in a polymer matrix to demonstrate the effect of…”
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Using Theory and Simulations To Calculate Effective Interactions in Polymer Nanocomposites with Polymer-Grafted Nanoparticles
Published in Macromolecules (27-12-2016)“…Using theory and large-scale simulations, we demonstrate how one can program structure and thermodynamics into polymer-grafted particles filled polymer…”
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Identifying the Ideal Characteristics of the Grafted Polymer Chain Length Distribution for Maximizing Dispersion of Polymer Grafted Nanoparticles in a Polymer Matrix
Published in Macromolecules (26-11-2013)“…We investigate, using theory and simulations, the role of the short and long grafted chains in polydisperse polymer grafted nanoparticles in stabilizing…”
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Effect of Polymer Architecture on the Structure and Interactions of Polymer Grafted Particles: Theory and Simulations
Published in Macromolecules (27-06-2017)“…We use Langevin dynamics simulations and Polymer Reference Interaction Site Model (PRISM) theory to study polymer grafted nanoparticles specifically to explain…”
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Bottlebrush polymers in the melt and polyelectrolytes in solution share common structural features
Published in Proceedings of the National Academy of Sciences - PNAS (10-03-2020)“…Uncharged bottlebrush polymer melts and highly charged polyelectrolytes in solution exhibit correlation peaks in scattering measurements and simulations. Given…”
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Effect of matrix bidispersity on the morphology of polymer-grafted nanoparticle-filled polymer nanocomposites
Published in Journal of polymer science. Part B, Polymer physics (15-12-2014)“…ABSTRACT We present a simulation study showing the effect of bidispersity in matrix homopolymer length on the wetting/dewetting of homopolymer‐grafted…”
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9
pyPRISM: A Computational Tool for Liquid-State Theory Calculations of Macromolecular Materials
Published in Macromolecules (24-04-2018)“…The Polymer Reference Interaction Site Model (PRISM) theory describes the equilibrium spatial correlations of liquid-like polymer systems including melts,…”
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10
Concentration Dependence of the Size and Symmetry of a Bottlebrush Polymer in a Good Solvent
Published in Macromolecules (25-08-2020)“…Bottlebrush polymers consist of a linear backbone with densely grafted side chains which impact the rigidity of the molecule. The persistence length of the…”
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Decreasing Polymer Flexibility Improves Wetting and Dispersion of Polymer-Grafted Particles in a Chemically Identical Polymer Matrix
Published in ACS macro letters (15-07-2014)“…We present a molecular dynamics simulation study of nanocomposites containing homopolymer-grafted particles in a homopolymer matrix, where the graft and matrix…”
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Correlating the diffusion of water to performance in model reverse osmosis polyamides with controlled crosslink densities
Published in Journal of membrane science (01-07-2023)“…We systematically reduce the crosslink density of a PA network based on m-phenylene diamine by substituting a fraction of the trifunctional trimesoyl chloride…”
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13
CyRSoXS: a GPU‐accelerated virtual instrument for polarized resonant soft X‐ray scattering
Published in Journal of applied crystallography (01-06-2023)“…Polarized resonant soft X‐ray scattering (P‐RSoXS) has emerged as a powerful synchrotron‐based tool that combines the principles of X‐ray scattering and X‐ray…”
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Leveraging Nanoparticle Dispersion State To Tune Vanadium Ion Selectivity of Nanophase-Segregated Ionomer Nanocomposites for Redox Flow Batteries
Published in ACS applied energy materials (23-12-2019)“…Ionomer nanocomposites provide a promising solution to address ion crossover issues inherent to traditional ion-containing membranes used in batteries for…”
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Addressing the challenges of modeling the scattering from bottlebrush polymers in solution
Published in Journal of polymer science (2020) (01-04-2020)“…Small‐angle scattering measurements of complex macromolecules in solution are used to establish relationships between chemical structure and conformational…”
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The Autonomous Formulation Laboratory: An Open Liquid Handling Platform for Formulation Discovery Using X‑ray and Neutron Scattering
Published in Chemistry of materials (14-02-2023)“…The application of machine learning techniques to X-ray scattering experiments has been of significant recent interest, offering advances in areas such as the…”
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Automation and Machine Learning for Accelerated Polymer Characterization and Development: Past, Potential, and a Path Forward
Published in Macromolecules (07-09-2024)“…Automation and machine learning techniques are poised to dramatically accelerate the development of new materials while simultaneously increasing our…”
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The autonomous formulation laboratory: automated SAXS and SANS for formulation discovery and optimization
Published in Acta crystallographica. Section A, Foundations and advances (07-07-2023)“…Abstract only…”
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Relationship between Graft Density and the Dilute Solution Structure of Bottlebrush Polymers: An Inter-chemistry Comparison and Scaling Analysis
Published in Macromolecules (26-09-2023)“…Bottlebrush polymers are an important class of materials which consist of side chains grafted along a linear backbone. There has been a significant effort to…”
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The nSoft Autonomous Formulation Laboratory: SANS/SAXS/WAXS liquid handling for industrial formulation discovery
Published in Acta crystallographica. Section A, Foundations and advances (14-08-2021)“…Abstract only…”
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