I think it was more influenced by the rural area near Birmingham (where Tolkien grew up) and Oxfordshire (where he wrote the books).
This is correct - Tom Shippey makes it clear in his collection of Tolkien studies, Roots and Branches - there's an essay called Tolkien and the West Midlands: The Roots of Romance included in it, which is based on an interview with JRRT.