Dear Hema, one possibility is to search for information paths which present very low weight amplitude values (absolute value) and eliminate then from the network.
For pruning or removing unnecessary value, I suggest you to follow https://stackoverflow.com/questions/18604324/how-to-eliminate-unnecessary-values-to-a-neural-network