I didn’t know the MTA was doing this, but apparently from the YouTube video description:

As part of an ongoing project to reduce wheep slip on trains, a rail grinder is used to make grooves in the rail for better traction, and as a result this sound is made when trains go over the rail.

The train does sound different in this video. I’ll have to pay attention next time.

One more video after the jump.