A deep learning-surrogate optimization strategy for the design of two-dimensional terahertz metamaterial absorbers
Yingjue Cao, Chengjin Wu, Xiangjun Li, Le Zhang, Jining Li, Dexian Yan
Topics & Concepts
Terahertz radiationMetamaterialComputer scienceSurrogate modelDeep learningInverseConvolutional neural networkElectromagneticsMean squared errorInverse problemArtificial neural networkComputationTerahertz spectroscopy and technologyOptimization problemArtificial intelligenceApproximation errorOptimal designAbsorption (acoustics)NanophotonicsAlgorithmElectronic engineeringMathematical optimizationBandwidth (computing)Process (computing)OpticsNetwork planning and designMetamaterials and Metasurfaces ApplicationsAcoustic Wave Phenomena ResearchElectromagnetic wave absorption materials