Trevor David Rhone, Wei Chen, Shaan Desai, Amir Yacoby, and Efthimios Kaxiras. Submitted. “Materials informatics studies of 2D magnetic materials”.
Steven K. Kauwe, Trevor David Rhone, and Taylor D. Sparks. 2019. “Data-Driven Studies of Li-Ion-Battery Materials.” Crystals, 9, 1. Publisher's VersionAbstract
Batteries are a critical component of modern society. The growing demand for new battery materials—coupled with a historically long materials development time—highlights the need for advances in battery materials development. Understanding battery systems has been frustratingly slow for the materials science community. In particular, the discovery of more abundant battery materials has been difficult. In this paper, we describe how machine learning tools can be exploited to predict the properties of battery materials. In particular, we report the challenges associated with a data-driven investigation of battery systems. Using a dataset of cathode materials and various statistical models, we predicted the specific discharge capacity at 25 cycles. We discuss the present limitations of this approach and propose a paradigm shift in the materials research process that would better allow data-driven approaches to excel in aiding the discovery of battery materials.
Y. Zhu, X. Kong, T.D. Rhone, and H. Guo. 8/2018. “Systematic search for two-dimensional ferromagnetic materials.” Physical Review Materials, 2, Pp. 081001. Publisher's Version
T. Ueno, T.D. Rhone, Z. Hou, T. Mizoguchi, and K. Tsuda. 2016. “An Efficient Bayesian Optimization Library for Materials Science.” Materials Discovery , 4, Pp. 18. Publisher's Version
TD Rhone, L Tiemann, and K Muraki. 2015. “NMR probing of spin and charge order near odd-integer filling in the second Landau level.” Phys. Rev. B, 92, 4, Pp. 41301. Publisher's Version
L Tiemann, TD Rhone, N Shibata, and K Muraki. 2014. “NMR profiling of quantum electron solids in high magnetic fields.” Nature Physics, 10, Pp. 648. Publisher's Version
Trevor D. Rhone, Dwipesh Majumder, Brian S. Dennis, Cyrus Hirjibehedin, Irene Dujovne, Javier G. Groshaus, Yann Gallais, Jainendra K. Jain, Sudhansu S. Mandal, Aron Pinczuk, Loren Pfeiffer, and Ken West. 2011. “Higher-Energy Composite Fermion Levels in the Fractional Quantum Hall Effect.” Phys. Rev. Lett., 106, Pp. 096803. Publisher's Version
A. B. Van'kov, T.D. Rhone, A. Pinczuk, I. V. Kukushkin, Loren N. Pfeiffer, Ken W. West, and V. Umansky. 2011. “Observation of exchange Coulomb interactions in the quantum Hall state at $\ensuremathν=3$.” Phys. Rev. B, 83, Pp. 245325. Publisher's Version
U. Wurstbauer, D. Majumder, S. S. Mandal, I. Dujovne, T.D. Rhone, B. S. Dennis, A. F. Rigosi, J. K. Jain, A. Pinczuk, K. W. West, and L. N. Pfeiffer. 2011. “Observation of Nonconventional Spin Waves in Composite-Fermion Ferromagnets.” Phys. Rev. Lett., 107, Pp. 066804. Publisher's Version
Trevor D. Rhone, Jun Yan, Yann Gallais, Aron Pinczuk, Loren Pfeiffer, and Ken West. 2011. “Rapid Collapse of Spin Waves in Nonuniform Phases of the Second Landau Level.” Phys. Rev. Lett., 106, Pp. 196805. Publisher's Version
Jun Yan, Sarah Goler, Trevor D. Rhone, Melinda Han, Rui He, Philip Kim, Vittorio Pellegrini, and Aron Pinczuk. 2010. “Observation of Magnetophonon Resonance of Dirac Fermions in Graphite.” Phys. Rev. Lett., 105, Pp. 227401. Publisher's Version