The plants were offline after the 11 March 2011 earthquake and tsunami hit the nation.
He also said the nation must reduce its reliance on nuclear power as much as possible in the long term.
Noda said the government will rethink its energy policy within a year and pledged to increase the use of renewable energy, reports BBC.
