How do I stop dogs from chasing me when I'm on an EV

Right, I ride an ather and it makes a noise that provokes an entire dog colony for some reason, and it's overwhelming to ride after 10-11 pm since the roads are kinda empty and a group of dogs try to run me down when they hear the noise.