ArticleAdvanced materials (Deerfield Beach, Fla.)2026
Towards a Synergy-Driven Design Paradigm for Metal-Organic Framework/Polymer Nanocomposites via Predictive Multiscale Simulations.
Article in Advanced materials (Deerfield Beach, Fla.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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4 authors.
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Abstract
Experimental reports indicate that embedding metal-organic frameworks (MOFs) in polymer matrices both facilitates practical engineering applications and may yield properties surpassing the rule-of-mixtures expectations owing to interfacial synergy. Herein, computational methods are used to predict this amplification a priori, opening the door to in-silico synergy-driven design paradigm. Thermal conductivity is chosen as the model property, important because heat management governs adsorption-driven separations employing MOFs. Non-equilibrium molecular dynamics provides conductivities for the MOF, the polymer, and the interphase; a multiscale scheme then delivers the composite value. The workflow is applied to HKUST-1/polyethylene glycol(PEG) and UiO-66/PEG and benchmarked against ZIF-8/stearic acid(SA). For HKUST-1/PEG a conductivity of 0.39 W/mK is predicted, representing a 0.09 W/mK synergy above the rule-of-mixtures baseline; experimental measurements report, respectively, 0.428 and 0.14 W/mK, confirming the model predictions. UiO-66/PEG model and its experimental analogue UiO-66(CH3)/PEG display comparable agreement and, notably, outperform both bulk constituents. In contrast, ZIF-8/SA exhibits no significant enhancement. The demonstrated predictive route identifies MOF/polymer pairs with favorable thermal transport and guides rational design of advanced adsorbent composites.
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