Biologically-inspired Biomimetics Chemical activation Energy utilization Energy-consumption Neural networks Neural-networks Normalisation Post-synaptic potentials Power energy Pre-activation residual block Simple++ Spiking neural network Ultra-low power normalization pre-activation residual blocks spiking neural networks