NACH OBEN

Book Chapters and Non-Peer-Reviewed Articles

8.     M. Hellström, J. Behler
"High-Dimensional Neural Network Potentials for Atomistic Simulations"
in "Machine Learning Meets Quantum Physics"
Lecture Notes in Physics 978, pp. 253-275
K. Schütt, S. Chmiela, O. A. von Lilienfeld, A. Tkatchenko, K. Tsuda, K. R. Müller (Eds.), Springer 2020.
         
7.    

M. Hellström, J. Behler
"High-Dimensional Neural Network Potentials for Atomistic Simulations"
in "Machine Learning in Chemistry"
E. O. Pyzer-Knapp, T. Laino (Eds.)
ACS Symposium Series 1326, pp. 49-59, Am. Chem. Soc. 2019.
         
6.     M. Hellström, J. Behler
"Neural Network Potentials in Materials Modeling"
in "Handbook of Materials Science"
W. Andreoni, S. Yip (Eds.)
pp. 661-680, Springer 2018.
         
5.    

J. Behler
"High-Dimensional Neural Network Potentials as a Tool to Study Solvation"
in "Computational Trends in Solvation and Transport in Liquids"
G. Sutmann, J. Grotendorst, G. Gompper, D. Marx (Eds.)
Institute for Advanced Simulation, Forschungszentrum Jülich
IAS Series Vol. 28, ISBN 978-3-95806-030-2, pp. 55-87, 2015.
         
4.    

J. Behler
"Neural Network Potentials for Efficient Large-Scale Molecular Dynamics"
in "Hierarchical Methods for Dynamics in Complex Molecular Systems"
J. Grotendorst, G. Sutmann, G. Gompper, D. Marx (Eds.)
Institute for Advanced Simulation, Forschungszentrum Jülich
IAS Series Vol. 10, ISBN 978-89336-768-9, pp. 81-100, 2012.
         
3.     J. Behler
"Neural Network Potential Energy Surfaces for Atomistic Simulations"
Chem. Model. 7 (2010) 1-
         
2.     J. Behler
"Coarse-Grained Electronic Structure Using Neural Networks"
in "Multiscale Simulation Methods in Molecular Sciences"
J. Grotendorst, N. Attig, S. Blügel, D. Marx (Eds.)
Institute for Advanced Simulation, Forschungszentrum Jülich
NIC Series Vol. 42, ISBN 978-3-9810843-8-2, pp. 247-270, 2009.
         
1.     C. Ratsch, A. Fielicke,  J. Behler, M. Scheffler, G. von Helden, G. Meijer
"Structure Determination of Small Metal Clusters by Density-Functional Theory and Comparison with Experimental Far-Infrared Spectra"
Technical Proceedings of the 2005 NSTI Nanotechnology Conference and Trade Show, Vol. 2, p. 1-4, 2005.