²⁵If unstable neurons are prevented by means of parameter constraints, no neural oscillation will exist, unless an external signal first drives the neural network away from the dc steady state solution, after which an oscillation may persist through neural resonance. Other neurons may then gradually turn on and saturate the gain from the resonant signal to the network output, in order to emulate the startup phase of the nonlinear oscillator that we wish to represent.