Sky Sports reports Atletico had a January attempt rejected and are ready to try again.
However, the 28-year-old prefers to stay in the Premier League and two unnamed English rivals are said to be interested.
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Pereira also have several Italian clubs after him.
The Brazilian, whose contract runs until 2026, has scored one goal and provided nine assists in 38 competitive appearances this season.