105 citations · 185 across the 7 of their papers we have counts for
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math.DS2020★ 16 cited
Algorithms of Data Development For Deep Learning and Feedback Design
Wei Kang, Qi Gong, Tenavi Nakamura-Zimmerer
Recent research reveals that deep learning is an effective way of solving high dimensional Hamilton-Jacobi-Bellman equations. The resulting feedback control law in the form of a ne…
math.DS2019★ 1 cited
Density Propagation with Characteristics-based Deep Learning
Tenavi Nakamura-Zimmerer, Daniele Venturi, Qi Gong +1
Uncertainty propagation in nonlinear dynamic systems remains an outstanding problem in scientific computing and control. Numerous approaches have been developed, but are limited in…