Forthcoming Articles

Deep Learning of Subgrid-Scale Dynamics in Scalar Turbulence and Generalization to other Transport Regimes Ali Akhavan-Safaei, Mohsen Zayernouri

Ali Akhavan-Safaei
Michigan State University

Mohsen Zayernouri
Michigan State University

DOI: 10.1615/JMachLearnModelComput.2023048824

MyCrunchGPT: A chatGPT assisted framework for scientific machine learning Varun Kumar, Leonard Gleyzer, Adar Kahana, Khemraj Shukla, George Em Karniadakis

Varun Kumar
Brown University, School of Engineering

Leonard Gleyzer
Division of Applied Mathematics, Brown University

Adar Kahana
Division of Applied Mathematics, Brown University

Khemraj Shukla
Division of Applied Mathematics, Brown University

George Em Karniadakis
The Charles Pitts Robinson and John Palmer Barstow Professor of Applied Mathematics and Engineering, Brown University, Providence, RI, USA

DOI: 10.1615/JMachLearnModelComput.2023049518

Error Estimates of Residual Minimization using NNs for Linear PDEs Yeonjong Shin, Zhongqiang Zhang, George Em Karniadakis

Yeonjong Shin
North Carolina State University

Zhongqiang Zhang
Worcester Polytechnic Institute

George Em Karniadakis
The Charles Pitts Robinson and John Palmer Barstow Professor of Applied Mathematics and Engineering, Brown University, Providence, RI, USA

DOI: 10.1615/JMachLearnModelComput.2023050411

Physics-informed neural networks based on sequential training for CO2 utilization and storage in subsurface reservoir Kiarash Mansour Pour, Denis Voskov

Kiarash Mansour Pour
Delft University of Technology

Denis Voskov
Delft university of Technology

DOI: 10.1615/JMachLearnModelComput.2023048866

FLOW MAP LEARNING FOR UNKNOWN DYNAMICAL SYSTEMS: OVERVIEW, IMPLEMENTATION, AND BENCHMARKS Victor Churchill, Dongbin Xiu

Victor Churchill
Trinity College

Dongbin Xiu
The Ohio State University

DOI: 10.1615/JMachLearnModelComput.2023049717

Investigating the Complexity of Gene Co-expression Estimation for Single-cell Data Jiaqi Zhang, Ritambhara Singh

Jiaqi Zhang
Brown University

Ritambhara Singh
Brown University