FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4200230740> ?p ?o ?g. }

• W4200230740 endingPage "162501" @default.
• W4200230740 startingPage "162501" @default.
• W4200230740 abstract "Machine learning (ML) has gained extensive attention in recent years due to its powerful data analysis capabilities. It has been successfully applied to many fields and helped the researchers to achieve several major theoretical and applied breakthroughs. Some of the notable applications in the field of computational nanotechnology are ML potentials, property prediction, and material discovery. This review summarizes the state-of-the-art research progress in these three fields. ML potentials bridge the efficiency versus accuracy gap between density functional calculations and classical molecular dynamics. For property predictions, ML provides a robust method that eliminates the need for repetitive calculations for different simulation setups. Material design and drug discovery assisted by ML greatly reduce the capital and time investment by orders of magnitude. In this perspective, several common ML potentials and ML models are first introduced. Using these state-of-the-art models, developments in property predictions and material discovery are overviewed. Finally, this paper was concluded with an outlook on future directions of data-driven research activities in computational nanotechnology." @default.
• W4200230740 created "2021-12-31" @default.
• W4200230740 creator A5005321051 @default.
• W4200230740 creator A5028626832 @default.
• W4200230740 creator A5039197849 @default.
• W4200230740 creator A5040219863 @default.
• W4200230740 creator A5043623106 @default.
• W4200230740 creator A5044652928 @default.
• W4200230740 date "2022-01-24" @default.
• W4200230740 modified "2023-09-25" @default.
• W4200230740 title "Applications of machine learning in computational nanotechnology" @default.
• W4200230740 cites W1563453094 @default.
• W4200230740 cites W1571870753 @default.
• W4200230740 cites W1631932062 @default.
• W4200230740 cites W1650051076 @default.
• W4200230740 cites W1808915480 @default.
• W4200230740 cites W1852381533 @default.
• W4200230740 cites W1906668774 @default.
• W4200230740 cites W1964940342 @default.
• W4200230740 cites W1967353904 @default.
• W4200230740 cites W1969627970 @default.
• W4200230740 cites W1972556693 @default.
• W4200230740 cites W1977402902 @default.
• W4200230740 cites W1978183953 @default.
• W4200230740 cites W1979680610 @default.
• W4200230740 cites W1980627345 @default.
• W4200230740 cites W1981929000 @default.
• W4200230740 cites W1986383855 @default.
• W4200230740 cites W1994933630 @default.
• W4200230740 cites W1995587520 @default.
• W4200230740 cites W1998232893 @default.
• W4200230740 cites W2001567980 @default.
• W4200230740 cites W2001821787 @default.
• W4200230740 cites W2005944647 @default.
• W4200230740 cites W2008056655 @default.
• W4200230740 cites W2009590881 @default.
• W4200230740 cites W2019465613 @default.
• W4200230740 cites W2024016382 @default.
• W4200230740 cites W2025444507 @default.
• W4200230740 cites W2028437902 @default.
• W4200230740 cites W2033187512 @default.
• W4200230740 cites W2042683505 @default.
• W4200230740 cites W2045873264 @default.
• W4200230740 cites W2048507195 @default.
• W4200230740 cites W2051396276 @default.
• W4200230740 cites W2056932383 @default.
• W4200230740 cites W2062779017 @default.
• W4200230740 cites W2066440206 @default.
• W4200230740 cites W2070947396 @default.
• W4200230740 cites W2072923279 @default.
• W4200230740 cites W2078726764 @default.
• W4200230740 cites W2079341737 @default.
• W4200230740 cites W2083415705 @default.
• W4200230740 cites W2090007386 @default.
• W4200230740 cites W2090817327 @default.
• W4200230740 cites W2093694540 @default.
• W4200230740 cites W2093780098 @default.
• W4200230740 cites W2096911778 @default.
• W4200230740 cites W2100007365 @default.
• W4200230740 cites W2105685140 @default.
• W4200230740 cites W2110377395 @default.
• W4200230740 cites W2125256203 @default.
• W4200230740 cites W2136334331 @default.
• W4200230740 cites W2138429893 @default.
• W4200230740 cites W2140122548 @default.
• W4200230740 cites W2149073164 @default.
• W4200230740 cites W2150826289 @default.
• W4200230740 cites W2151693956 @default.
• W4200230740 cites W2155155530 @default.
• W4200230740 cites W2155295928 @default.
• W4200230740 cites W2168717018 @default.
• W4200230740 cites W2197007850 @default.
• W4200230740 cites W2255854292 @default.
• W4200230740 cites W2270159277 @default.
• W4200230740 cites W2321522086 @default.
• W4200230740 cites W2333787883 @default.
• W4200230740 cites W2335393105 @default.
• W4200230740 cites W2337496963 @default.
• W4200230740 cites W2343106452 @default.
• W4200230740 cites W2347129741 @default.
• W4200230740 cites W2526050071 @default.
• W4200230740 cites W2530427795 @default.
• W4200230740 cites W2565212977 @default.
• W4200230740 cites W2567618890 @default.
• W4200230740 cites W2582187633 @default.
• W4200230740 cites W2609358776 @default.
• W4200230740 cites W2742127985 @default.
• W4200230740 cites W2742835787 @default.
• W4200230740 cites W2750556263 @default.
• W4200230740 cites W2764267192 @default.
• W4200230740 cites W2775708988 @default.
• W4200230740 cites W2810270273 @default.
• W4200230740 cites W2810731239 @default.
• W4200230740 cites W2884022949 @default.
• W4200230740 cites W2888950360 @default.
• W4200230740 cites W2896807253 @default.
• W4200230740 cites W2912397543 @default.
• W4200230740 cites W2917193084 @default.

• next