Can the patent specify the size of the product?

The size of the product can be reflected in the specification of the patent application, which is no problem. But it cannot be embodied in the claims. In particular to a utility model. But the infringement problem you mentioned should be essentially a patent substitution problem, and you can't stop other inventors from inventing smaller batteries. It can only be said that your present invention is innovative in your field.