The 27-year-old made six appearances for Arsenal last season, scoring once, after joining from AS Monaco last year.
Park played in the 2006 and 2010 World Cups and helped his country to a bronze medal at the London Olympics, where he scored two goals.
Celta have lost their opening two matches on their return to La Liga this season.
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