[Answer]-Celery Flower Is Able To Shutdown Worker But Unable To Restart It

Flower controls Celery remotely. So, I had to set CELERYD_POOL_RESTARTS = True in my config file.

You can check if pool_restart is enabled or not, from celery itself.

from celery.task.control import broadcast
broadcast('pool_restart')