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| 1 | Machine-learned multi-system surrogate models for materials prediction显示文摘Surrogate machine-learning models are transforming computational materials science by predicting properties of materials with the accuracy of ab initio methods at a fraction of the computational cost.We demonstrate surrogate models that simultaneously interpolate energies of different materials on a dataset of 10 binary alloys(AgCu,AlFe,AlMg,AlNi,AlTi,CoNi,CuFe,CuNi,FeV,and NbNi)with 10 different species and all possible fcc,bcc,and hcp structures up to eight atoms in the unit cell,15,950 structures in total.We find that the deviation of prediction errors when increasing the number of simultaneously modeled alloys is<1 meV/atom.Several state-of-the-art materials representations and learning algorithms were found to qualitatively agree on the prediction errors of formation enthalpy with relative errors of<2.5% for all systems. | Chandramouli Nyshadham Matthias Rupp Brayden Bekker Alexander V.Shapeev Tim Mueller Conrad W.Rosenbrock Gábor Csányi David W.Wingate Gus L.W.Hart | 2019 | npj Computational Materials2019，，1： | 8 |
| 2 | Colonization of the female genital tract with Staphylococcus saprophyticus 显示文摘 | Rupp M E Soper D E Archer G L | 1992 | J Clin Microbiol1992，30，11： | 1 |
| 3 | Event-related beta EEG changes during wrist movements induced by functional electrical stimulation of forearm muscles in man显示文摘 | Muller G R Neuper C Rupp R | 2003 | Neuroscience Letters2003，340，： | 1 |
| 4 | Rote of angiotensin in and prostaglandin E2 in regulating cardiac fibroblast callagen turnaler显示文摘 | BRILLA CG ZHOU G RUPP H | 1995 | Am J Cardiot1995，76，34： | 1 |
| 5 | Pharmacological modulation of cardiac fibroblast function显示文摘 | BRILLA C G MAISCH B RUPP H | 1995 | Herz1995，20，2： | 1 |
| 6 | Coagulate-negative staphylo cocci: pathogens associated with medical progress 显示文摘 | Rupp P E Archer G L | 1994 | Clin Infect Dis1994，19，6： | 1 |
| 7 | Coagulate-negative staphylococci:pathogens associated with medical progress显示文摘 | Rupp P E Archer G L | 1994 | Clin Infect Dis1994，19，6： | 1 |
| 8 | Framework for understanding structural errors:A modular framework to diagnose differences between hydrological models显示文摘 | CLARK M P SLAYER A G RUPP D E | | 0，，12： | 1 |
| 9 | Constituent quark masses and the electroweak standard model 显示文摘 | Scadron M D Delbourgo R Rupp G | 2006 | J Phys G2006，，32： | 1 |
| 10 | Role of angiotension Ⅱ and prostaglandin E2 in regulating cardiac fibroblast collagen turnover显示文摘 | Brilla CG Zhou G Rupp H | 1995 | Am J Cardiol1995，76，13： | 1 |
| 11 | Effects of salinity and temperature on the survival and byssal attachment of the lions paw scallop Nodipecten nodosus at its southern distribution limit显示文摘 | Rupp G Parsons G | | 0，，309： | 1 |
| 12 | The attributes of a costly recall: Evidence from the automotive industry显示文摘 | Rupp N G | 2004 | Review of Industrial Organization2004，25，1： | 1 |
| 13 | Photolithographic structuring of giant magnetoresistivve Co-Cu multilayers显示文摘 | Bartsch W Rupp G Schelter W | 1995 | Sens Actuat A Phys1995，46，13： | 1 |
| 14 | Infections and asthma显示文摘 | Rohde G Rupp J | 2008 | Internist(berl)2008，49，11： | 1 |
| 15 | Lisinoprilmediated regression of myocardial fibrosis in patients with hypertensive heart disease显示文摘 | Funck R C Rupp H | 2000 | Circulation2000，102，： | 1 |
| 16 | Infections and asthma 显示文摘 | Rohde G Rupp J | 2008 | Internist (Berl)2008，49，11： | 1 |
| 17 | Effects of salinity and temperature on the survival and byssal attachment of the lion' s paw scallop Nodipecten nodosus at its southern distribution limit 显示文摘 | RUPP G S PARSONS G J | 2004 | Journal of Experimental Marine Biology and Ecology2004，309，2： | 1 |
| 18 | The attributes of a costly recall: Evidence from the automotive industry 显示文摘 | Rupp N G | 2004 | Rev Indu Organization2004，25，1： | 1 |
| 19 | Linear repair versus ventricular reconstruction for lreatment of left ventricular aneurysm: a 10 year experience显示文摘 | Vicol C Rupp G Fischer S | 1998 | J Cardiovasc Surg1998，39，： | 1 |
| 20 | Coagulase-negative staphylococci: pathogens associated with medical progress 显示文摘 | Rupp M E Archer G L | 1994 | Clin Infect Dis1994，19，： | 1 |
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