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| 1 | Discovering the building blocks of atomic systems using machine learning:application to grain boundaries显示文摘Machine learning has proven to be a valuable tool to approximate functions in high-dimensional spaces.Unfortunately,analysis of these models to extract the relevant physics is never as easy as applying machine learning to a large data set in the first place.Here we present a description of atomic systems that generates machine learning representations with a direct path to physical interpretation.As an example,we demonstrate its usefulness as a universal descriptor of grain boundary systems.Grain boundaries in crystalline materials are a quintessential example of a complex,high-dimensional system with broad impact on many physical properties including strength,ductility,corrosion resistance,crack resistance,and conductivity.In addition to modeling such properties,the method also provides insight into the physical“building blocks”that influence them.This opens the way to discover the underlying physics behind behaviors by understanding which building blocks map to particular properties.Once the structures are understood,they can then be optimized for desirable behaviors. | Conrad W.Rosenbrock Eric R.Homer Gabor Csanyi Gus L.W.Hart | 2017 | npj Computational Materials2017，，1： | 3 |
| 2 | Adventitia-Derived Hydrogen Peroxide Impairs Relaxation of the Rat Carotid Artery via Smooth Muscle Cell p38 Mitogen-Activated Protein Kinase显示文摘 | Cascino T Csanyi G AI Ghouleh I | 2011 | Antioxid Redox Sig nal2011，15，： | 1 |
| 3 | Structure and drug release of lamellar liquid crystals containing glycerol显示文摘 | Mkai M Csanyi E Nemeth Zs | 2003 | Int J Pharm2003，256，： | 1 |
| 4 | Fractal-small-world dichotomy in real-world networks 显示文摘 | Csanyi G Szendr I B | 2004 | Physical Review E2004，70，16： | 1 |
| 5 | Reinforcement of single-walled carbon nanotube bundles by intertube bridging 显示文摘 | Csanyi G J P Salvetat J P | 2004 | Nature Materials2004，3，： | 1 |
| 6 | Serum semicarbazide-sensitive amine oxidase (SSAO) activity is an independent marker of carotid atherosclerosis显示文摘 | Karadi I Meszaros Z Csanyi A | 2002 | Clin Chim Acta2002，323，12： | 1 |
| 7 | Serum semicarbazide-sensitive amine oxidase (SSAO) activity is an independent marker of carotid atherosclerosis 显示文摘 | Karadi I Meszaros Z Csanyi A | 2002 | Clin Chim Acta2002，323，： | 1 |
| 8 | Duplex ultrasonography in the study of carotid and vertebral artery stenosis (comparison with intra-arterial digitalized subtraction angiography)显示文摘 | Csanyi A Egervari A Poharnok L | 1993 | Orv Hetil1993，134，19： | 1 |
| 9 | Prediction of adsorption and separation of water-alcohol mixtures with zeolite NaA 显示文摘 | Rutkai G Csanyi E Kristof T | 2008 | Microporous and Mesoporous Materials2008，114，： | 1 |
| 10 | Structural and drug release of lamellar liquid crystal containing glycerol 显示文摘 | MAKAI M CSANYI E NEMETH Z | 2003 | International Journal of Pharmaceutics2003，256，12： | 1 |
| 11 | Improvement of lidar data accuracy using lidar-specific ground argets显示文摘 | Csanyi N Toth C K | 2007 | Photogrammetric Engineering Remote Sensing2007，73，4： | 1 |
| 12 | Serum semicarbazidesensitive amine oxidase(SSAO)is an independent marker carotid atherosclerosis显示文摘 | Karadi I Meszaros Z Csanyi A | 2002 | Clin Chim Acta2002，323，12： | 1 |
| 13 | Utilization of gynogenesis and sexreversal in commercial carp breeding:growth of the first gynogenetic hyprids显示文摘 | NAGY A CSANYI V BAKOS J | 1984 | Aquacult Hung (Szarvas)1984，4，： | 1 |
| 14 | Structure and drug release of lamerllar liquid crystals containing glycerol显示文摘 | MAKAI M CSANYI E NEMETH Z | 2003 | Inter J Pharm2003，256，： | 1 |
| 15 | Some features of epoxidation of cyclohexene catalyzed by oxoperoxometllates under phase-transfer conditions显示文摘 | LAszLO J CsANYI KAROLY JAKY | 1991 | J of Catal1991，127，1： | 1 |
| 16 | Some features of epoxidation of cyclohexene catalyzed by oxoperoxometllates under phase-transfer conditions显示文摘 | Csanyi L L Jaky K | 1991 | Journal of Catalysis1991，127，： | 1 |
| 17 | In vitro and in vivo percutaneous absorption of topical dosage forms: case studies 显示文摘 | Csoka I Csanyi E Zapantis G | 2005 | Int J Pharm2005，291，1： | 1 |
| 18 | Inheritance of species-specific behaviors in the paradise fish (Macropodus opercularis)显示文摘 | Robert Gerlai Crusio Wim E Vilmos Csanyi | 1990 | A Diallel Study Behavior Genetics1990，20，4： | 1 |
| 19 | Surface diffusion:The low activation energy path for nanotube growth显示文摘 | Hofmann S Csanyi G Ferrari A C | 2005 | Physical Review Letters2005，95，03： | 1 |
| 20 | 1,6-Di-methane sulphonyl-2,3,4, 5-dianhydro-L-iditol, A new potential antitumor agent 显示文摘 | Csanyi E Halasz M | 1973 | Arznei-Forsch(Drug Research)1973，23，： | 1 |
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