Generally ear muffs are not that comfortable for extended wear.
I suppose you could use them for your purpose.

I would try the little orange rubber foam earplugs. You could cut the ends off and noone would know you were wearing them unless they looked closely.
Also try getting a loud fan and sit it next to you, they drown out a lot of noise.