Kevrekidis, Ioannis G.

Physics-informed machine learning

Karniadakis, G. E., Kevrekidis, I. G., Lu, L., Perdikaris, P., Wang, S., & Yang, L. (2021) · Nature Reviews Physics

Model Reduction and Neural NetworksNeural Networks and Applications

Cited by 8,718

High-entropy nanoparticles: Synthesis-structure-property relationships and data-driven discovery

Yao, Y., Dong, Q., Brozena, A., Luo, J., Miao, J., Chi, M., Wang, C., Kevrekidis, I. G., Ren, Z. J., Greeley, J., et al. (2022) · Science

High Entropy Alloys StudiesMachine Learning in Materials Science

Cited by 1,081

Inherent noise can facilitate coherence in collective swarm motion

Yates, C. A., Erban, R., Escudero, C., Couzin, I. D., Buhl, C., Kevrekidis, I. G., Maini, P. K., & Sumpter, D. J. T. (2009) · Proceedings of the National Academy of Sciences

Distributed Control Multi-Agent SystemsEvacuation and Crowd Dynamics

Cited by 304

Systematic determination of order parameters for chain dynamics using diffusion maps

Ferguson, A. L., Panagiotopoulos, A. Z., Debenedetti, P. G., & Kevrekidis, I. G. (2010) · Proceedings of the National Academy of Sciences

Protein Structure and DynamicsAdvanced Physical and Chemical Molecular Interactions

Cited by 165

DISCRETE- vs. CONTINUOUS-TIME NONLINEAR SIGNAL PROCESSING OF Cu ELECTRODISSOLUTION DATA

RICO-MARTÍNEZ, R., KRISCHER, K., KEVREKIDIS, I. G., KUBE, M. C., & HUDSON, J. L. (1992) · Chemical Engineering Communications

Neural Networks and ApplicationsChaos control and synchronization

Cited by 144

Intrinsic map dynamics exploration for uncharted effective free-energy landscapes

Chiavazzo, E., Covino, R., Coifman, R. R., Gear, C. W., Georgiou, A. S., Hummer, G., & Kevrekidis, I. G. (2017) · Proceedings of the National Academy of Sciences

Protein Structure and DynamicsAdvanced Physical and Chemical Molecular Interactions

Cited by 125

Effect of Interfacial Water Transport Resistance on Coupled Proton and Water Transport Across Nafion

Cheah, M. J., Kevrekidis, I. G., & Benziger, J. (2011) · The Journal of Physical Chemistry B

Fuel Cells and Related MaterialsMembrane-based Ion Separation Techniques

Cited by 68