The Rise of Machine Learning in Polymer Discovery
In the recent decades, with rapid development in computing power and algorithms, machine learning (ML) has exhibited its enormous potential in new polymer discovery. Herein, the history of ML is described and the basic process of ML accelerated polymer discovery is summarized. Next, the four steps in this process are reviewed, that is, dataset selection, fingerprinting, ML framework, and new polymer generation. Finally, a couple of main challenges for ML accelerated polymer discovery is presented and the outlooks in this field are prospected. It is expected that this review can service as a useful tool for the people who just step into this field and deepen the understanding for the people who are already in this field.
- Standort
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Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
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Online-Ressource
- Sprache
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Englisch
- Erschienen in
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The Rise of Machine Learning in Polymer Discovery ; day:31 ; month:01 ; year:2023 ; extent:29
Advanced intelligent systems ; (31.01.2023) (gesamt 29)
- Urheber
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Yan, Cheng
Li, Guoqiang
- DOI
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10.1002/aisy.202200243
- URN
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urn:nbn:de:101:1-2023020114381008093127
- Rechteinformation
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Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
- 15.08.2025, 07:30 MESZ
Datenpartner
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Yan, Cheng
- Li, Guoqiang
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