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Deep neural networks for the evaluation and design of photonic devices

Jiaqi Jiang, Mingkun Chen, Jonathan A. Fan

2020Nature Reviews Materials518 citationsDOIOpen Access PDF

Topics & Concepts

Artificial neural networkPhotonicsComputer scienceElectromagneticsArtificial intelligenceCurse of dimensionalityNonlinear systemContext (archaeology)Deep learningDiscriminative modelElectronic engineeringDeep neural networksSurrogate modelGenerative grammarElectromagnetismInverse problemMachine learningComputational electromagneticsInverseFlexibility (engineering)Theoretical computer scienceBackpropagationDimensionality reductionNeural Networks and Reservoir ComputingPhotonic and Optical DevicesPhotonic Crystals and Applications
Deep neural networks for the evaluation and design of photonic devices | Litcius