The winger has been available this summer at Arsenal after spending part of last season on-loan with Fulham.
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The Cottagers have expressed interest in re-signing Nelson, though Palace have now stepped in.
TalkSPORT says Palace have now opened talks with Arsenal about a permanent deal for Nelson this week.
The FA Cup holders are aiming to strike a deal of £15m.