Timothy A. Smith

According to our database, Timothy A. Smith authored at least 7 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of five.

2024

xesn: Echo state networks powered by Xarray and Dask.

Timothy A. Smith, Stephen G. Penny, Jason A. Platt, Tse-Chun Chen

J. Open Source Softw., 2024

2023

Temporal Subsampling Diminishes Small Spatial Scales in Recurrent Neural Network Emulators of Geophysical Turbulence.

Timothy A. Smith, Stephen G. Penny, Jason A. Platt, Tse-Chun Chen

CoRR, 2023

Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks.

Jason A. Platt, Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Henry D. I. Abarbanel

CoRR, 2023

2022

A systematic exploration of reservoir computing for forecasting complex spatiotemporal dynamics.

Jason A. Platt, Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Henry D. I. Abarbanel

Neural Networks, 2022

'Next Generation' Reservoir Computing: an Empirical Data-Driven Expression of Dynamical Equations in Time-Stepping Form.

Tse-Chun Chen, Stephen G. Penny, Timothy A. Smith, Jason A. Platt

CoRR, 2022

2021

Integrating Recurrent Neural Networks with Data Assimilation for Scalable Data-Driven State Estimation.

Stephen G. Penny, Timothy A. Smith, Tse-Chun Chen, Jason A. Platt, Hsin-Yi Lin, Michael Goodliff, Henry D. I. Abarbanel

CoRR, 2021

2016

A Roe-like numerical method for weakly hyperbolic systems of equations in conservation and non-conservation form.

Timothy A. Smith, David J. Petty, Carlos Pantano

J. Comput. Phys., 2016