Petr Karnakov

Harvard University

10H指数

35论文数

393被引数

收录论文 7

发表时间

Reinforcement learning closures for underresolved partial differential equations using synthetic data

Computer Methods in Applied Mechanics and Engineering

IF7.3

2026-01-22

PREAI

Lothar Heimbach; Sebastian Kaltenbach; Petr Karnakov; Francis J. Alexander; Petros Koumoutsakos

Solving inverse problems in physics by optimizing a discrete loss: Fast and accurate learning without neural networks 通过优化离散损失来解决物理学中的反问题: 无需神经网络的快速准确学习

PNAS NEXUS

IF3.8

2024-01-11

OAAI

Karnakov, Petr; Litvinov, Sergey; Koumoutsakos, Petros

Computing foaming flows across scales: From breaking waves to microfluidics

SCIENCE ADVANCES

IF12.5

2022-02-04

OAAI

Karnakov, Petr; Litvinov, Sergey; Koumoutsakos, Petros

Korali: Efficient and scalable software framework for Bayesian uncertainty quantification and stochastic optimization

COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

IF7.3

2022-02-01

OAAI

Martin, Sergio M.; Waelchli, Daniel; Arampatzis, Georgios; Economides, Athena E.; Karnakov, Petr; Koumoutsakos, Petros

Bubbles in turbulent flows: Data-driven, kinematic models with history terms

INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

IF3.8

2020-08-01

OAAI

Wan, Zhong Yi; Karnakov, Petr; Koumoutsakos, Petros; Sapsis, Themistoklis P.

A hybrid particle volume-of-fluid method for curvature estimation in multiphase flows

INTERNATIONAL JOURNAL OF MULTIPHASE FLOW

IF3.8

2020-04-01

OAAI

Karnakov, Petr; Litvinov, Sergey; Koumoutsakos, Petros

A versatile and membrane-less electrochemical reactor for the electrolysis of water and brine

Energy & Environmental Science

IF30.8

2019-01-01

OAAI

Hashemi, S. Mohammad H.; Karnakov, Petr; Hadikhani, Pooria; Chinello, Enrico; Litvinov, Sergey; Moser, Christophe; Koumoutsakos, Petros; Psaltis, Demetri

研究方向