Raphaël Pestourie

Publication Activity (10 Years)

Years Active: 2020-2023
Publications (10 Years): 7

Top Topics

Partial Differential Equations

Color Perception

Efficient Learning

Top Venues

Nat. Mac. Intell.

SIAM J. Sci. Comput.

Publications

Raphaël Pestourie, Youssef Mroueh, Chris Rackauckas, Payel Das, Steven G. Johnson
Physics-enhanced deep surrogates for partial differential equations. Nat. Mac. Intell. 5 (12) (2023)
Chris Munley, Wenchao Ma, Johannes E. Fröch, Quentin A. A. Tanguy, Elyas Bayati, Karl F. Böhringer, Zin Lin, Raphaël Pestourie, Steven G. Johnson, Arka Majumdar
Inverse-Designed Meta-Optics with Spectral-Spatial Engineered Response to Mimic Color Perception. CoRR (2022)
Lu Lu, Raphaël Pestourie, Steven G. Johnson, Giuseppe Romano
Multifidelity deep neural operators for efficient learning of partial differential equations with application to fast inverse design of nanoscale heat transport. CoRR (2022)
Raphaël Pestourie, Youssef Mroueh, Chris Rackauckas, Payel Das, Steven G. Johnson
Physics-enhanced deep surrogates for PDEs. CoRR (2021)
Lu Lu, Raphaël Pestourie, Wenjie Yao, Zhicheng Wang, Francesc Verdugo, Steven G. Johnson
Physics-informed neural networks with hard constraints for inverse design. CoRR (2021)
Lu Lu, Raphaël Pestourie, Wenjie Yao, Zhicheng Wang, Francesc Verdugo, Steven G. Johnson
Physics-Informed Neural Networks with Hard Constraints for Inverse Design. SIAM J. Sci. Comput. 43 (6) (2021)
Raphaël Pestourie, Youssef Mroueh, Thanh V. Nguyen, Payel Das, Steven G. Johnson
Active learning of deep surrogates for PDEs: Application to metasurface design. CoRR (2020)