Nuclear power has been largely stagnant in the U.S. since the 1990s.

The last new nuclear power plant entered service in 1996, and while a handful of new reactors are planned in the next few years, retirements of older ones also are expected.

The Obama administration has said it’s committed to reviving nuclear power. To that end, the Energy...