Training Deep Neural Networks for the Inverse Design of Nanophotonic Structures

Dianjing Liu, Yixuan Tan, Erfan Khoram, +1

ACS Photonics

Convolutional Neural NetworkEngineeringMachine LearningComputational Nanostructure ModelingNanocomputing +22

Nanophotonic media for artificial neural inference

Erfan Khoram, Ang Chen, Dianjing Liu, +4

Photonics Research

EngineeringNano-opticsNeural RecodingComplex Input/outputOptogenetics +15

Neuromorphic metasurface

Zhicheng Wu, Ming Zhou, Erfan Khoram, +2

Photonics Research

Light Field ImagingBeam SteeringEngineeringOphthalmologyMicroscopy +11

Training deep neural networks for the inverse design of nanophotonic structures

Dianjing Liu, Yixuan Tan, Erfan Khoram, +1

Conference on Lasers and Electro-Optics

EngineeringComputational Nanostructure ModelingNanocomputingLarge Neural NetworksProgrammable Photonics +19

Controlling the minimal feature sizes in adjoint optimization of nanophotonic devices using b-spline surfaces

Erfan Khoram, Xiaoping Qian, Ming Yuan, +1

Optics Express

EngineeringNanostructured SurfaceAdjoint OptimizationBiomedical EngineeringOptical Computing +19

Self-Focused Thermal Emission and Holography Realized by Mesoscopic Thermal Emitters

Ming Zhou, Erfan Khoram, Dianjing Liu, +4

ACS Photonics

Thermal EmittersHolographyPhotonicsSelf-focused Thermal EmissionThermal Emission +11

Real-time deep learning design tool for far-field radiation profile

Jinran Qie, Erfan Khoram, Dianjing Liu, +2

Photonics Research

Convolutional Neural NetworkEngineeringMachine LearningMachine Learning ToolNanophotonic Design +15

Graph Neural Networks for Metasurface Modeling

Erfan Khoram, Zhicheng Wu, Yurui Qu, +2

ACS Photonics

Geometric LearningConvolutional Neural NetworkEngineeringMachine LearningMetamaterials +15

Resonance for Analog Recurrent Neural Network

Yurui Qu, Ming Zhou, Erfan Khoram, +2

ACS Photonics

EngineeringComputational NeuroscienceResonanceNeurocomputersComputer Engineering +12

Nanophotonic Media for Artificial Neural Inference

Erfan Khoram, Ang Chen, Dianjing Liu, +4

arXiv (Cornell University)