The Frenchman is also being linked with Fulham and Blackburn after impressing this season while on loan at Portsmouth.
Piquionne is reportedly keen to stay in the Premier League and would be keen to work with Avram Grant at West Ham.
The Daily Mail reports that the Hammers are also keen on Aston Villa defender Curtis Davies and Cardiff star Joe Ledley.