Battery smoke can be identified by a combination of visual and olfactory cues. It may appear as a white or gray smoke, often accompanied by a pungent, acrid odor. Other warning signs include a hot or overheating battery, swelling or bulging of the battery casing, or unusual noises like hissing or popping.