A 300,000 barrel-per-day refinery-petrochemical complex in Malaysia run as a joint venture between Petronas and Saudi Aramco has restarted after a more than two-year closure, a source with knowledge of the matter said.

The complex in Pengerang, Johor, is resuming operations at a time when refining margins in Asia are at record levels, buoyed by a fuel demand recovery as...