2020 · 10 citations · 6 references
EngineeringComputer ScienceElectrical EngineeringDesign OptimizationMachine LearningOptimizationFiber OpticsFiber-optic CommunicationNetwork OptimizationNeural NetworksOptical FibersPower OptimizationConvolutional Neural NetworksLong-haul Optical Transmission
We experimentally demonstrate capacity gains of up to 23% under electrical supply power constraints in a long-haul optical fiber cable by optimizing the gain shaping filters using neural networks.
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Multilayer feedforward networks are universal approximators
Kurt Hornik, Maxwell B. Stinchcombe, Halbert White · Neural Networks · 1989 · 21.2K citations
Multilayer feedforward networks are universal approximators
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SDM for Power-Efficient Undersea Transmission
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