Neural Network Architectures: Traditional vs SpikingTraditional Artificial Neural NetworkContinuous ProcessingInputHidden 1Hidden 2Output100% neurons active continuouslyHigh Energy ConsumptionSingle Forward Passt=1Spiking Neural NetworkEvent-Driven ProcessingInputHidden 1Hidden 2Output5-30% neurons active when neededEvent-Driven Low EnergyTemporal Processingt=1t=2t=3t=nEnergy EfficiencyANNSNN