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The most obvious is the race for the Arctic. They want to control directly as much shore of the northern seas as possible.
Russia builds a fleet of nuclear and diesel icebreakers, and that's the shortest route from China to the Atlantic (since the Earth is a globe).
They might have other motivations too. But as far as I know this is the most discussed online.