The best chance of public transport you have is to get on the bus that leaves Barcelona airport for Salou at 23:55 - a previous thread commented that this bus starts its journey somewhere near Nou Camp about 30 minutes prior to its airport pickup. It will be tight but 'getable'.
The only other option is to spend the night in Barcelona or get a rather expensive taxi.
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