Turbulence

Chaotic

Shear (geology)

Computer science

Statistical physics

Geology

Physics

Petrology

Mathematics

Politics

Political science

Lyapunov exponent

Artificial intelligence

Representation (politics)

Artificial neural network

Mechanics

Physical Review Fluids

The long short-term memory (LSTM) neural network is used to predict the temporal evolution of a low-order representation of near-wall turbulence. This network leads to excellent predictions of turbulence statistics and of the system dynamics, characterized by Poincar\'e maps and Lyapunov exponents.

Predictions of turbulent shear flows using deep neural networks