The striker opened the scoring in the Swans' first Championship match in over three months after 18 minutes of play, converting a cross from close range.
The Liverpool loanee then grabbed his second of the afternoon moments later with a well-taken volley to put Steve Cooper's side 2-0 up at the Riverside Stadium.