While the squad is in Germany for a preseason training camp, Aguero worked out at the La Masia gym on Friday morning.
After helping Argentina win the Copa America this summer the striker was granted an extended holiday break by his new club.
In a short message released by Barca, the former Manchester City star stated: "Very happy to start training and eager to see my teammates."
Barca are next in action this weekend against Stuttgart.
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