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- W4382049093 abstract "Silica aerogels are mesoporous high surface area materials with extensive synthetic and processing conditions. To effectively synthesize aerogels, the impact of synthetic pathways on the resulting aerogel properties must be understood prior to experimental investigation. We develop an information architecture, the silica aerogel graph database (103), and a supervised machine learning neural network regression model to examine these relationships. The property graph database enables rapid queries and visualization of the impact of the synthesis and processing conditions on the final aerogel properties. The model maps from silica aerogel synthetic and processing conditions to predict the aerogel BET surface area with an average error of 109 ± 84 m2/g. Following a validation experiment, the model was shown to predict the aerogel surface area from new synthetic and processing conditions with an error of less than 5%. The experiment demonstrates the usefulness of the model in surface area prediction through the compatibility between computational and experimental results. Both in its current form and with further expansion, the developed graph database could reduce experimental dimensionality, time, and resources, enabling the successful synthesis of high surface area silica aerogels, which are advantageous for applications including thermal insulation, sorption media, and catalysis." @default.
- W4382049093 created "2023-06-27" @default.
- W4382049093 creator A5000416423 @default.
- W4382049093 creator A5033829115 @default.
- W4382049093 creator A5035468658 @default.
- W4382049093 creator A5080069292 @default.
- W4382049093 date "2023-06-26" @default.
- W4382049093 modified "2023-09-26" @default.
- W4382049093 title "Silica Aerogel Synthesis/Process–Property Predictions by Machine Learning" @default.
- W4382049093 cites W1995322137 @default.
- W4382049093 cites W1996682013 @default.
- W4382049093 cites W1999629898 @default.
- W4382049093 cites W2007762157 @default.
- W4382049093 cites W2011254969 @default.
- W4382049093 cites W2022330625 @default.
- W4382049093 cites W2043949584 @default.
- W4382049093 cites W2048807294 @default.
- W4382049093 cites W2051194659 @default.
- W4382049093 cites W2063373706 @default.
- W4382049093 cites W2076528584 @default.
- W4382049093 cites W2077520447 @default.
- W4382049093 cites W2120167381 @default.
- W4382049093 cites W2132317725 @default.
- W4382049093 cites W2151046161 @default.
- W4382049093 cites W2159653669 @default.
- W4382049093 cites W2164652787 @default.
- W4382049093 cites W2175701113 @default.
- W4382049093 cites W2208974313 @default.
- W4382049093 cites W2216564370 @default.
- W4382049093 cites W2263567043 @default.
- W4382049093 cites W2267965317 @default.
- W4382049093 cites W2274391009 @default.
- W4382049093 cites W2275978575 @default.
- W4382049093 cites W2322988068 @default.
- W4382049093 cites W2328799674 @default.
- W4382049093 cites W2329099496 @default.
- W4382049093 cites W2342267318 @default.
- W4382049093 cites W2342728781 @default.
- W4382049093 cites W2346120366 @default.
- W4382049093 cites W2469732900 @default.
- W4382049093 cites W2486135115 @default.
- W4382049093 cites W2512531492 @default.
- W4382049093 cites W2512720800 @default.
- W4382049093 cites W2522252936 @default.
- W4382049093 cites W2523751556 @default.
- W4382049093 cites W2525163842 @default.
- W4382049093 cites W2538538397 @default.
- W4382049093 cites W2550326501 @default.
- W4382049093 cites W2558914850 @default.
- W4382049093 cites W2559622309 @default.
- W4382049093 cites W2581922964 @default.
- W4382049093 cites W2582026562 @default.
- W4382049093 cites W2594598283 @default.
- W4382049093 cites W2595494141 @default.
- W4382049093 cites W2601241883 @default.
- W4382049093 cites W2606119047 @default.
- W4382049093 cites W2608150234 @default.
- W4382049093 cites W2614222425 @default.
- W4382049093 cites W2618354997 @default.
- W4382049093 cites W2619971887 @default.
- W4382049093 cites W2620928945 @default.
- W4382049093 cites W2621308084 @default.
- W4382049093 cites W2736344935 @default.
- W4382049093 cites W2737889718 @default.
- W4382049093 cites W2738872009 @default.
- W4382049093 cites W2742835787 @default.
- W4382049093 cites W2749266491 @default.
- W4382049093 cites W2757398657 @default.
- W4382049093 cites W2763618597 @default.
- W4382049093 cites W2766880728 @default.
- W4382049093 cites W2768095912 @default.
- W4382049093 cites W2768260208 @default.
- W4382049093 cites W2770393101 @default.
- W4382049093 cites W2772894073 @default.
- W4382049093 cites W2775008935 @default.
- W4382049093 cites W2776091084 @default.
- W4382049093 cites W2776763598 @default.
- W4382049093 cites W2779877813 @default.
- W4382049093 cites W2780510408 @default.
- W4382049093 cites W2789179489 @default.
- W4382049093 cites W2792074267 @default.
- W4382049093 cites W2792793759 @default.
- W4382049093 cites W2795242514 @default.
- W4382049093 cites W2795878689 @default.
- W4382049093 cites W2799059383 @default.
- W4382049093 cites W2805115993 @default.
- W4382049093 cites W2808174713 @default.
- W4382049093 cites W2808226284 @default.
- W4382049093 cites W2810619306 @default.
- W4382049093 cites W2883812703 @default.
- W4382049093 cites W2886613514 @default.
- W4382049093 cites W2887631636 @default.
- W4382049093 cites W2887873051 @default.
- W4382049093 cites W2889762845 @default.
- W4382049093 cites W2897116955 @default.
- W4382049093 cites W2901360671 @default.
- W4382049093 cites W2903529352 @default.
- W4382049093 cites W2909471608 @default.