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High-throughput scr...
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Ji, Zhong-HaiShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China; School of Materials Science and Engineering, University of Science and Technology of China, Hefei, China
(författare)
High-throughput screening and machine learning for the efficient growth of high-quality single-wall carbon nanotubes
- Artikel/kapitelEngelska2021
Förlag, utgivningsår, omfång ...
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2021-03-18
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Tsinghua University Press,2021
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printrdacarrier
Nummerbeteckningar
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LIBRIS-ID:oai:DiVA.org:umu-182168
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https://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-182168URI
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https://doi.org/10.1007/s12274-021-3387-yDOI
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Språk:engelska
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Sammanfattning på:engelska
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Ämneskategori:ref swepub-contenttype
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Ämneskategori:art swepub-publicationtype
Anmärkningar
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It has been a great challenge to optimize the growth conditions toward structure-controlled growth of single-wall carbon nanotubes (SWCNTs). Here, a high-throughput method combined with machine learning is reported that efficiently screens the growth conditions for the synthesis of high-quality SWCNTs. Patterned cobalt (Co) nanoparticles were deposited on a numerically marked silicon wafer as catalysts, and parameters of temperature, reduction time and carbon precursor were optimized. The crystallinity of the SWCNTs was characterized by Raman spectroscopy where the featured G/D peak intensity (IG/ID) was extracted automatically and mapped to the growth parameters to build a database. 1,280 data were collected to train machine learning models. Random forest regression (RFR) showed high precision in predicting the growth conditions for high-quality SWCNTs, as validated by further chemical vapor deposition (CVD) growth. This method shows great potential in structure-controlled growth of SWCNTs. [Figure not available: see fulltext.].
Ämnesord och genrebeteckningar
Biuppslag (personer, institutioner, konferenser, titlar ...)
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Zhang, LiliShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China
(författare)
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Tang, Dai-MingInternational Center for Materials Nanoarchitectonics (MANA), National Institute for Materials Science (NIMS), 1-1 Namiki, Tsukuba, Ibaraki, Japan
(författare)
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Chen, Chien-MingDepartment of Mechanical Engineering, National Cheng Kung University, Tainan City, Taiwan
(författare)
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Nordling, Torbjörn E. M.Umeå universitet,Institutionen för tillämpad fysik och elektronik,Department of Mechanical Engineering, National Cheng Kung University, Tainan City, Taiwan(Swepub:umu)tono0087
(författare)
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Zhang, Zheng-DeShanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China
(författare)
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Ren, Cui-LanShanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China
(författare)
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Da, BoResearch and Services Division of Materials Data and Integrated System, National Institute for Materials Science (NIMS), Ibaraki, Japan
(författare)
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Li, XinShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China; School of Materials Science and Engineering, University of Science and Technology of China, Hefei, China
(författare)
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Guo, Shu-YuShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China
(författare)
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Liu, ChangShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China
(författare)
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Cheng, Hui-MingShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China; Tsinghua-Berkeley Shenzhen Institute (TBSI), Tsinghua University, Shenzhen, China
(författare)
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Shenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China; School of Materials Science and Engineering, University of Science and Technology of China, Hefei, ChinaShenyang National Laboratory for Materials Science, Institute of Metal Research (IMR), Chinese Academy of Sciences, Shenyang, China
(creator_code:org_t)
Sammanhörande titlar
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Ingår i:Nano Reseach: Tsinghua University Press14, s. 4610-46151998-01241998-0000
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Till lärosätets databas
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Ji, Zhong-Hai
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Zhang, Lili
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Tang, Dai-Ming
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Chen, Chien-Ming
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Nordling, Torbjö ...
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Zhang, Zheng-De
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visa fler...
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Ren, Cui-Lan
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Da, Bo
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Li, Xin
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Guo, Shu-Yu
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Liu, Chang
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Cheng, Hui-Ming
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visa färre...
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Umeå universitet