In common parlance, underground storage organs may be generically called roots, tubers, or bulbs, but to the botanist these are specific, technical terms, which apply only more narrowly:
Storage organs used for food may be generically called root vegetables, although this phrase should not be taken to imply that the class only includes true roots.