There are multiple origins and meanings for the name:
1. Persian name-giving (آب) meaning - "water, aqua, juice"
2. Arabic name-giving (الأب) meaning - "father, patriarch", Hebrew Av - "father"
3. Shortened form of the given names that start with the Ab: Abner, Abbas etc.
May also refer to feminine name Ab.