The 27-year-old winger flew from Argentina via Sao Paulo to Doha, where he posed for photos at the airport.
The winger will undergo a medical at the Aspire centre on Monday morning before taking a connection to Paris to complete the formalities of his move.
Di Maria has agreed a four-year contract worth about £170,000 a week after tax.
