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| 1 | Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks显示文摘X-ray diffraction(XRD)data acquisition and analysis is among the most time-consuming steps in the development cycle of novel thin-film materials.We propose a machine learning-enabled approach to predict crystallographic dimensionality and space group from a limited number of thin-film XRD patterns.We overcome the scarce data problem intrinsic to novel materials development by coupling a supervised machine learning approach with a model-agnostic,physics-informed data augmentation strategy using simulated data from the Inorganic Crystal Structure Database(ICSD)and experimental data.As a test case,115 thin-film metalhalides spanning three dimensionalities and seven space groups are synthesized and classified.After testing various algorithms,we develop and implement an all convolutional neural network,with cross-validated accuracies for dimensionality and space group classification of 93 and 89%,respectively.We propose average class activation maps,computed from a global average pooling layer,to allow high model interpretability by human experimentalists,elucidating the root causes of misclassification.Finally,we systematically evaluate the maximum XRD pattern step size(data acquisition rate)before loss of predictive accuracy occurs,and determine it to be 0.16°2θ,which enables an XRD pattern to be obtained and classified in 5.5 min or less. | Felipe Oviedo Zekun Ren Shijing Sun Charles Settens Zhe Liu Noor Titan Putri Hartono Savitha Ramasamy Brian L.DeCost Siyu I.P.Tian Giuseppe Romano Aaron Gilad Kusne Tonio Buonassisi | 2019 | npj Computational Materials2019，，1： | 15 |
| 2 | 肝硬化中肝细胞癌的动态对比增强CT成像:根据示踪动力学模型行延迟双期检查方案的可行性显示文摘应用双期动态对比增强成像对4例肝细胞癌行CT检查.首先应用初始快速动态成像观察早期强化用以评估灌注情况,其后应用逐渐增加时间间隔的延迟成像来监测随后的组织增强表现以评估组织通透性。利用双人路双室分布参数模型来分析动态对比增强CT影像.分别评估血流量和通透性及血管内外容积分数。结果表明,半透膜分隔的双室模型能恰当地显示肝细胞癌和周围肝硬化组织的增强曲线。与背景肝组织相比,肝细胞癌的强化更早。 | T.S. Koh C.H. Thng S. Hartono P.S. Lee S.P. Choo D.Y.H. Poon 闫喆(译) 李威(校) | 2009 | 国际医学放射学杂志2009，32，4： | 5 |
| 3 | Syngas Production from Lignite Coal Using K 2 CO 3 Catalytic Steam Gasification with Controlled Heating Rate in Pyrolysis Step显示文摘 | Dijan Supramono Dewi Tristantini Agustina Rahayu Ricky Kristanda Suwignjo David Hartono Chendra | 2014 | Procedia Chemistry2014，，： | 2 |
| 4 | CHADS 2 and CHA 2 DS 2 -VASc Scores in the Prediction of Clinical Outcomes in Patients With Atrial Fibrillation After Catheter Ablation显示文摘 | Tze-Fan Chao Yenn-Jiang Lin Hsuan-Ming Tsao Chin-Feng Tsai Wei-Shiang Lin Shih-Lin Chang Li-Wei Lo Yu-Feng Hu Ta-Chuan Tuan Kazuyoshi Suenari Cheng-Hung Li Beny Hartono Hung-Yu Chang Kibos Ambrose Tsu-Juey Wu Shih-Ann Chen | 2011 | Journal of the American College of Cardiology2011，，23： | 2 |
| 5 | Noninvasive diagnosis of renal-allograft rejection by measurement of messenger RNA for perforin and granzyme B in urine显示文摘 | Li B Hartono C Ding R | 2001 | N Engl J Med2001，344，13： | 1 |
| 6 | Autophagyand oxidative stress associated with gold nanoparticles显示文摘 | Li JJ Hartono D Ong CN Bay BH Yung LY | 2010 | Biomaterials2010，31，23： | 1 |
| 7 | The Pathogenesis of Lupus Ne- phritis 显示文摘 | Sterner RM Hartono SP Grande JP | 2014 | J Clin Cell Immunol2014，5，2： | 1 |
| 8 | Yellowing disease of tomatoes caused by tomato infectious chlorosis virus newly recognized in Japan显示文摘 | Sedyo Hartono Tomohide Natsuaki Haruki Sayama | 2003 | J Gen Plant Pathol2003，69，： | 1 |
| 9 | The inflammatory response to is- chemic acute kidney injury: a result of the ' right stuff' in the ' wrong place' ? 显示文摘 | Lu C Y Hartono J Senitko M eta/ | 2007 | Curr Opin Nephrol Hypertens2007，16，2： | 1 |
| 10 | Noninvasive diagnosis of acute rejection of renal al ografts显示文摘 | Hartono C Muthukumar T Suthanthiran M | | 0，，01： | 1 |
| 11 | Evaluating risk in construction-schedule(ERIC-S):Construction schedule risk model显示文摘 | Nasir D McCabe B Hartono L | 2003 | Journal of Construction Engineering and Management2003，129，5： | 1 |
| 12 | Anxiety and depression in various functional gastrointestinal disorders: do differences ex- ist显示文摘 | Hartono JL Mahadeva S Goh KL | 2012 | Dig Dis2012，，13： | 1 |
| 13 | Autophagy and oxi- dative stress associated with gold nanoparticles显示文摘 | LI J J HARTONO D ONG C N | 2010 | Biomate- rials2010，31，23： | 1 |
| 14 | Negative Perception in Those at Highest Risk--Potential Challenges in Colorectal Cancer Screening in an Urban Asian Population显示文摘 | Hilmi I Hartono J L Goh K | 2010 | Asian Pac J Cancer Prev2010，11，3： | 1 |
| 15 | Issues in Linking Information Technology Capability to Firm Performance 显示文摘 | Santhanam R Hartono E | 2003 | MIS Quarterly2003，27，1： | 1 |
| 16 | Wear characteristics of Fe-25Cr-C-B eutectic cast alloys显示文摘 | Hartono W Goto S Aso S | 2004 | International Journal of Cast Metals Research2004，17，4： | 1 |
| 17 | Noninvasivediagnosis of acute rejection of renal allografts 显示文摘 | Hartono C Muthukumar T Suthanthiran M | 2010 | CurrOpin Organ Transplant2010，15，1： | 1 |
| 18 | Issues in linking information technology capability to firm performance显示文摘 | Santhanam R Hartono E | | 0，，01： | 1 |
| 19 | High surface area activated carbon prepared from cassava peel by chemical activa- tion显示文摘 | Sudaryanto Y Hartono S B Irawaty W | 2006 | Bioresour Technol2006，97，5： | 1 |
| 20 | The inflammatory re-sponse to ischemic acute kidney injury : a result of the“right stuff’in thewrong place”? 显示文摘 | Lu CY Hartono J Senitko M | 2007 | Curt Opin NephrolHypertens2007，16，2： | 1 |
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