Justin Sirignano

Large Eddy Simulation of Airfoil Flows Using Adjoint-Trained Deep Learning Closure Models

Physics-constrained deep learning-based model for non-equilibrium flows

Adjoint-Trained Deep-Learning Closures of the Navier–Stokes Equations for 2D Nonequilibrium Flows

Adjoint Optimization of the BGK Equation with an Embedded Neural Network for Reduced-Order Modeling of Hypersonic Flows

Continuous‐time stochastic gradient descent for optimizing over the stationary distribution of stochastic differential equations

Weak Convergence Analysis of Online Neural Actor-Critic Algorithms

Deep Learning Closure of the Navier–Stokes Equations for Transition-Continuum Flows

Kernel limit of recurrent neural networks trained on ergodic data sequences