NaturalNets: Simplified Biological Neural Networks for Learning Complex Tasks
Daniel Zimmermann,Björn Jürgens,Patrick Deubel,Anne Koziolek,Daniel Zimmermann,Björn Jürgens,Patrick Deubel,Anne Koziolek
We present a new neural network architecture, called NaturalNet, which uses a simplified biological neuron model and consists of a set of nonlinear ordinary differential equations. We model the membrane potential of each neuron by integrating the in-flowing currents, but we do not consider ion channels, nor individual spikes. To keep the membrane potential within a defined value range, we introduc...
