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| 1 | Integration of machine learning with phase field method to model the electromigration induced Cu_(6)Sn_(5) IMC growth at anode side Cu/Sn interface显示文摘Currently,in the era of big data and 5G communication technology,electromigration has become a serious reliability issue for the miniaturized solder joints used in microelectronic devices.Since the effective charge number(Z*)is considered as the driving force for electromigration,the lack of accurate experimental values for Z* poses severe challenges for the simulation-aided design of electronic materials.In this work,a data-driven framework is developed to predict the Z* values of Cu and Sn species at the anode based LIQUID,Cu_(6)Sn_(5) intermetallic compound(IMC)and FCC phases for the binary Cu-Sn system undergoing electromigration at 523.15 K.The growth rate constants(kem)of the anode IMC at several magnitudes of applied low current density(j=1×10^6 to 10×10^6A/m^2)are extracted from simulations based on a 1D multi-phase field model.A neural network employing Z* and j as input features,whereas utilizing these computed kemdata as the expected output is trained.The results of the neural network analysis are optimized with experimental growth rate constants to estimate the effective charge numbers.For a negligible increase in temperature at low j values,effective charge numbers of all phases are found to increase with current density and the increase is much more pronounced for the IMC phase.The predicted values of effective charge numbers Z* are then utilized in a 2D simulation to observe the anode IMC grain growth and electrical resistance changes in the multi-phase system.As the work consists of the aspects of experiments,theory,computation,and machine learning,it can be called the four paradigms approach for the study of electromigration in Pb-free solder.Such a combination of multiple paradigms of materials design can be problem-solving for any future research scenario that is marked by uncertainties regarding the determination of material properties. | Anil Kunwar Yuri Amorim Coutinho Johan Hektor Haitao Ma Nele Moelans | 2020 | Journal of Materials Science & Technology2020，59，24： | 3 |
| 2 | A phase field model for the simulation of grain growth in materials containing finely dispersed incoherent second-phase particles 显示文摘 | Moelans N Blanpain B Wollants P | 2005 | Acta Materia- 1ia2005，53，6： | 1 |
| 3 | Simultane- ous detection of TOP2A and HER2 gene amplification by multi- plex ligationdependent probe amplification in breast cancer显示文摘 | Moelans CB de Weger RA van Blokland MT | 2010 | Mod Pathal2010，23，1： | 1 |
| 4 | Valida- tion of a fully automated HER-2 staining kit in breast cancer显示文摘 | Moelans C B Kibbelaar R E van den Heuvel M C | 2010 | Anal Cell Pathol2010，32，12： | 1 |
| 5 | Absence of chromosome 17 polysomy in breast cancer: analysis by CEP17 chromogenic in situ hybridization and multiplex ligation-dependent probe amplification显示文摘 | Moelans C B de Weger R A van Diest P J | 2010 | Breast Cancer Res Treat2010，120，1： | 1 |
| 6 | Oncogene amplification in male breast cancer: analysis by mtxltiplex ligation-dependent probe amplification 显示文摘 | Kornegoor R Moelans C B Verschuur-Maes A H | 2012 | Breast Cancer Res Treat2012，135，1： | 1 |
| 7 | Her - 2/neu tes- ting and therpay in gastroesophageal adenocarcinoma 显示文摘 | Moelans CB van Diest PJ Milne AN | 2010 | Patholog Res Int2010，2011，67： | 1 |
| 8 | Repeated nipple fluid aspiration: compliance and feasibility results from a prospective multicenter study 显示文摘 | De Groot JS Moelans CB Elias SG | 2015 | PLoS ONE2015，10，01： | 1 |
| 9 | Current technol- ogies for HER-2 testing in breast cancer显示文摘 | Moelans CB de Weger RA Van der Wall E | 2011 | Crit Rev Oncol Hema- tol2011，80，3： | 1 |
| 10 | Frequent promoter hyperethylation of BRCA2,CDH13,MSH6,PAX5,PAX6 and WT1 in ductal carcinoma in situ and invasive breast cancer显示文摘 | Moelans CB Verschuur-Maes AH van Diest PJ | | 0，，02： | 1 |
| 11 | Analyzing trajectories using uncertainty and background information显示文摘 | Kuijpers B,Moelans B,Othman W, | 2009 | In Lecture Notes in Computer2009，2009，： | 1 |
| 12 | Formaldehyde sub- stitute fixatives: effects on nucleic acid preservation 显示文摘 | Moelans C B Oostenrijk D Moons M J | 2011 | J Clin Pathol2011，64，11： | 1 |
| 13 | HER-2/neu amplification testing in breast cancer by multiplex ligation-depen- dent probe amplification in comparison with immunohistochemis- try mad in situ hybridization显示文摘 | Moelans CB de Weger RA van Bloldand MT | 2009 | Cell Oncol2009，31，1： | 1 |
| 14 | A Phase Field Model for the Simulation of Grain Growth Containing Finely Dispersed Incoherent Second-Phase Particles 显示文摘 | Moelans N Blanpain B Wollants P | 2005 | Acta Materialia2005，53，6： | 1 |
| 15 | Using mesoporous silica materials to immobilise biocatalysisenzymes显示文摘 | MOELANS D COOL P BAEYENS J | 2005 | Catalysis Communications2005，6，4： | 1 |
| 16 | Her-2/neu testing and therpay in gastroesophageal adenocarcinoma显示文摘 | Moelans CB van Diest PJ Milne AN | 2010 | Patholog Res Int2010，2011，67： | 1 |
| 17 | Using mesoporous silica materials to immobilise biocatalysisenzymes显示文摘 | MOELANS D COOL P BAEYENS J | 2005 | Catal Commun2005，6，4： | 1 |
| 18 | A phase field model for the simulation of grain growth in materials containing finely dispersed incoherentsecond-phaseparticles显示文摘 | Moelans N Blanpain B Wollants P | 2005 | ActaMaterialia2005，53，6： | 1 |
| 19 | A phase field model for the simulation of grain growth in materials containing finely dispersed incoherent second-phase particles显示文摘 | Moelans N Blanpain B Wollants P | 2005 | Acta Materialia2005，53，： | 1 |
| 20 | HER-2/neu amplification testing in breast cancer by Multiplex Ligation-dependent Probe Amplification: influence of manual- and laser microdissection 显示文摘 | Moelans C B de-Weger R A Ezendam C | 2009 | BMC Cancer2009，9，： | 1 |
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