"The liner faced problems with an engine and cannot continue the voyage," a police spokesman told the VG media outlet.
According to police, the rescue operation may last for a long time.
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The spokesman also noted that three helicopters were sent to the site of the emergency.
Police added that they organise a camp for evacuated people on the shore.
Causes of the incident remain unknown.