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| 1 | High-throughput screening and machine learning for the efficient growth of high-quality single-wall carbon nanotubes显示文摘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. | Zhong-Hai Ji Lili Zhang Dai-Ming Tang Chien-Ming Chen Torbjörn EMNordling Zheng-De Zhang Cui-Lan Ren Bo Da Xin Li Shu-Yu Guo Chang Liu Hui-Ming Cheng | 2021 | Nano Research2021，14，12： | 3 |
| 2 | The prevalence and endemic na- ture of dengue infections in Guangdong, South China: an epidemi- ological, serological, and etiological study from 2005-2011 显示文摘 | Guo RN Lin JY Li LH | 2014 | PLoS One2014，9，85： | 1 |
| 3 | Synchronous auditory nerve activity in the carboplatin-chinchilla model of auditory neuropathy显示文摘 | Cowper-Smith CD Dingle RN Guo Y | 2010 | J Acoust Soc Am2010，128，1： | 1 |
| 4 | Epidemiologic and economic bur- den of influenza in the outpatient setting:a prospective study in a sub- tropical area of China显示文摘 | Guo RN Zheng HZ Huang LQ | 2012 | PLoS One2012，7，41： | 1 |
| 5 | The prevalence and endemic nature of dengue infections in Guangdong,South China:an epidemiological,serological,and etiological study from 2005-2011显示文摘 | Guo RN Lin JY Li LH | 2014 | PLoS One2014，9，85： | 1 |
| 6 | Reduced protein expression of metastasis-related genes (nm23,KISS1,KAI1 and p53) in lymph node and liver metastases of gastric cancer显示文摘 | Guan ZY Ying C Can RN Guo DW Jian XQ Jie JW | 2007 | Int J Exp Pathol2007，88，3： | 1 |
| 7 | Septicemia in the United States dialysis population, 1991 to 1999 显示文摘 | Foley RN Guo H Snyder J J | 2004 | J Am Soc Nephrol2004，15，4： | 1 |
| 8 | Preparative Isolation of Three Anthraquinones from Rumex japonicus by High-Speed CounterCurrent Chromatography显示文摘 | Guo SY Feng B Zhu RN | 2011 | Molecules2011，16，2： | 1 |
| 9 | Septicemia in the United States dialysis population,1991 to 1999显示文摘 | Guo H Snyder JJ | 2004 | J Am Soc Nephrol2004，15，4： | 1 |
| 10 | Septicemia in the United States Dialysis Population, 1991 to 1999显示文摘 | Folye RN Guo H Snyder JJ | 2004 | J Am Soc Neph- rol2004，15，： | 1 |
| 11 | Epidemiologic and economic burden of influertza in the outpatient setting: a perspective study in a subtropical area of china显示文摘 | Guo RN Zheng HZ Huang LQ | 2012 | PLoS one2012，7，41： | 1 |
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