In this article, we study the
$L^p$ Sobolev regularity of the Bergman projection on monomial polyhedra, which are a wide class of bounded singular Reinhardt domains defined as sublevel sets of holomorphic monomials. This work generalizes the previous results of Sobolev regularity of the Bergman projection on various special singular Reinhardt domains.