Sirens around the town of Soma went off late Monday morning and public address systems ordered residents to higher ground.
Kyodo News Agency said the tsunami could be 10 feet (3 meters) high, citing Fukushima prefectural officials.
An Associated Press reporter stood about 100 yards (100 meters) from the coast.
The area was hit by a massive quake and tsunami on Friday.