Energy of a Hopfield network

Energy E = - ½ ?i,jwjiaiaj

?E = - ½ ?i(wjiai + wijai)?aj = - ?iwjiai ?aj

Net input to node j is ?iwjiai = netj

Thus, we can write ?E = - netj ?aj