近刊の記事

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 PointNet: On how many irregular geometries can it solve an inverse problem simultaneously? Application to linear elasticity Ali Kashefi, Leonidas Guibas, Tapan Mukerji

Ali Kashefi
Stanford University

Leonidas Guibas
Stanford University

Tapan Mukerji
Stanford University

DOI: 10.1615/JMachLearnModelComput.2023050011

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

DOI: 10.1615/JMachLearnModelComput.2023047230

Parameter Estimation for the Truncated KdV Model through a Direct Filter Method Feng Bao, Hui Sun, Nick Moore

Feng Bao
Florida State University

Hui Sun
Florida State University

Nick Moore
Colgate University

DOI: 10.1615/JMachLearnModelComput.2023047711

Assessment of Neuroimaging Data and Identification of Alzheimer’s Disease using Extreme Learning Machines Dharini Raghavan, Suma K V, Puneeth N Ganesh

Dharini Raghavan
Ramaiah Institute of Technology

Suma K V
Ramaiah Institute of Technology

Puneeth N Ganesh
Ramaiah Institute of Technology

DOI: 10.1615/JMachLearnModelComput.2023048413

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