Slowing down of retrival in the hopfield model

The variation of the convergence time τ, as a function of the storage capacity α is studied numerically for systems ranging in size fromN=1000 toN=16,000 neurons. τ is found to increase like τ~exp[-A(αc-α)] as one nears the critical storage capacity α c =0.142=0.002.