OAK RIDGE, Tenn. -- The Obama administration's push to solve the nation's energy problems, a massive federal program that rivals the Manhattan Project, is spurring a once-in-a-generation shift in U.S. science.

The government's multibillion-dollar push into energy research is reinvigorating 17 giant U.S.-funded research facilities, from the...