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- W4295779105 endingPage "10712" @default.
- W4295779105 startingPage "10712" @default.
- W4295779105 abstract "Recently, the field of polymer nanocomposites has been an area of high scientific and industrial attention due to noteworthy improvements attained in these materials, arising from the synergetic combination of properties of a polymeric matrix and an organic or inorganic nanomaterial. The enhanced performance of those materials typically involves superior mechanical strength, toughness and stiffness, electrical and thermal conductivity, better flame retardancy and a higher barrier to moisture and gases. Nanocomposites can also display unique design possibilities, which provide exceptional advantages in developing multifunctional materials with desired properties for specific applications. On the other hand, machine learning (ML) has been recognized as a powerful predictive tool for data-driven multi-physical modelling, leading to unprecedented insights and an exploration of the system's properties beyond the capability of traditional computational and experimental analyses. This article aims to provide a brief overview of the most important findings related to the application of ML for the rational design of polymeric nanocomposites. Prediction, optimization, feature identification and uncertainty quantification are presented along with different ML algorithms used in the field of polymeric nanocomposites for property prediction, and selected examples are discussed. Finally, conclusions and future perspectives are highlighted." @default.
- W4295779105 created "2022-09-15" @default.
- W4295779105 creator A5004830777 @default.
- W4295779105 creator A5015660397 @default.
- W4295779105 creator A5068102091 @default.
- W4295779105 date "2022-09-14" @default.
- W4295779105 modified "2023-10-07" @default.
- W4295779105 title "Machine Learning for Property Prediction and Optimization of Polymeric Nanocomposites: A State-of-the-Art" @default.
- W4295779105 cites W11476871 @default.
- W4295779105 cites W1964153772 @default.
- W4295779105 cites W1967619498 @default.
- W4295779105 cites W1969499209 @default.
- W4295779105 cites W1975479494 @default.
- W4295779105 cites W1976070817 @default.
- W4295779105 cites W1977339921 @default.
- W4295779105 cites W1980123447 @default.
- W4295779105 cites W1981653452 @default.
- W4295779105 cites W1981860676 @default.
- W4295779105 cites W1984261480 @default.
- W4295779105 cites W1992767551 @default.
- W4295779105 cites W1994719445 @default.
- W4295779105 cites W1997631944 @default.
- W4295779105 cites W2001771035 @default.
- W4295779105 cites W2006560229 @default.
- W4295779105 cites W2013169094 @default.
- W4295779105 cites W2014935324 @default.
- W4295779105 cites W2015245929 @default.
- W4295779105 cites W2015430808 @default.
- W4295779105 cites W2018044188 @default.
- W4295779105 cites W2018503500 @default.
- W4295779105 cites W2018858346 @default.
- W4295779105 cites W2019557602 @default.
- W4295779105 cites W2020306845 @default.
- W4295779105 cites W2032891525 @default.
- W4295779105 cites W2033590529 @default.
- W4295779105 cites W2035134507 @default.
- W4295779105 cites W2036713095 @default.
- W4295779105 cites W2040366641 @default.
- W4295779105 cites W2045996350 @default.
- W4295779105 cites W2046590769 @default.
- W4295779105 cites W2050018607 @default.
- W4295779105 cites W2050476929 @default.
- W4295779105 cites W2052544945 @default.
- W4295779105 cites W2058122340 @default.
- W4295779105 cites W2063937810 @default.
- W4295779105 cites W2069960859 @default.
- W4295779105 cites W2074234337 @default.
- W4295779105 cites W2088274200 @default.
- W4295779105 cites W2092188263 @default.
- W4295779105 cites W2097603366 @default.
- W4295779105 cites W2105365228 @default.
- W4295779105 cites W2108678292 @default.
- W4295779105 cites W2111545091 @default.
- W4295779105 cites W2114315281 @default.
- W4295779105 cites W2125044103 @default.
- W4295779105 cites W2135835382 @default.
- W4295779105 cites W2137248001 @default.
- W4295779105 cites W2143621915 @default.
- W4295779105 cites W2146564548 @default.
- W4295779105 cites W2154019474 @default.
- W4295779105 cites W2163078250 @default.
- W4295779105 cites W2164574585 @default.
- W4295779105 cites W2168589271 @default.
- W4295779105 cites W2172465248 @default.
- W4295779105 cites W2172882853 @default.
- W4295779105 cites W2307884575 @default.
- W4295779105 cites W2332060860 @default.
- W4295779105 cites W2414512342 @default.
- W4295779105 cites W2464434438 @default.
- W4295779105 cites W2558144697 @default.
- W4295779105 cites W2565106729 @default.
- W4295779105 cites W2594001868 @default.
- W4295779105 cites W2601960651 @default.
- W4295779105 cites W2611393006 @default.
- W4295779105 cites W2616129231 @default.
- W4295779105 cites W2620497188 @default.
- W4295779105 cites W2735188223 @default.
- W4295779105 cites W2765273281 @default.
- W4295779105 cites W2768892785 @default.
- W4295779105 cites W2780966672 @default.
- W4295779105 cites W2790102940 @default.
- W4295779105 cites W2790796382 @default.
- W4295779105 cites W2791213829 @default.
- W4295779105 cites W2792371264 @default.
- W4295779105 cites W2794586842 @default.
- W4295779105 cites W2799317426 @default.
- W4295779105 cites W2842836454 @default.
- W4295779105 cites W2883482411 @default.
- W4295779105 cites W2884430236 @default.
- W4295779105 cites W2888909347 @default.
- W4295779105 cites W2891988497 @default.
- W4295779105 cites W2893276097 @default.
- W4295779105 cites W2897923334 @default.
- W4295779105 cites W2898280479 @default.
- W4295779105 cites W2903421796 @default.
- W4295779105 cites W2910438533 @default.
- W4295779105 cites W2912052484 @default.
- W4295779105 cites W2913929519 @default.