From parts of Pimlico near the bridge, the Northern Line station would be the nearest station. And, Battersea Power Station is a terminus so, given the crowding on the Victoria Line, they'd have a much better chance of actually getting on a train!
Unlike the Victoria Line, the Northern Line will also have an interchange with Crossrail.