The striker will have a medical at the Hawthorns on Wednesday before completing the deal which has a view to a £3.5 million permanent transfer in the summer.
Moore, 22, has not featured for Villa since January 5 and had attracted interest from Rangers who made an inquiry about him in January.
The striker has netted just twice in eighteen appearances for the Villains.