Each state, and sometimes city or county has an office like an Economic Development, or Rural Development. One of the things these organizations have are members from large companies.

Another thing they have is a list of the largest companies in the area.

I would start there by attending a event or two from the EDC and then see if it would benefit you to become a member. Then get involved in the board or on some projects.