Smoke was observed exiting the mine prior to the start of the shift. No miners were underground. The light smoke indicated that it might be coming from the battery charging station. This was accurate. One battery was smoldering. Power was de-energized and the smoke stopped. Under MSHA direction a rescue team eliminated the hazard with baking soda.