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  • Accelerating optics design optimizations with deep learning 
    Hegde, Ravi S. (Society of Photo-optical Instrumentation Engineers, 2019-06)
    We show that design optimizations, an integral but time-consuming component of optical engineering, can be significantly sped-up when paired with deep neural networks (DNNs). By using the DNN indirectly for choosing ...
  • Photonics inverse design: pairing deep neural networks with evolutionary algorithms 
    Hegde, Ravi S. (Institute of Electrical and Electronics Engineers, 2020-01)
    Deep Neural Networks (DNN) have shown early promise for inverse design with their ability to arrive at working designs much faster than conventional optimization techniques. Current approaches, however, require complicated ...

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