Is it correct protocol to thank your committee members in a PhD dissertation?
In the American style, at least, your acknowledgements are yours to do with what you like.  Other answers on this site include thanking the makers of Dr. Pepper or dieties and pets.  Thus, if you feel thankful to the members of your committee, you should feel free to thank them in your acknowledgements section.