infinite loop in Neural network training

I am trying to train the system with tansig function and desired output as 1.0, but after certain iterations network fixes in infinite loop and no more iterations happen. Also stopping network fixes in infinite loop, if I try to cancel, I have to again train the system. What to do? thanks in advance.

[Greg Heath]

More information needed.