The shooting happened on April 23 in the 3900 block of M Street in Philadelphia's Juniata Park.
Investigators say the suspect walked onto the bus, put on a face mask and later opened fire.
The victim was rushed to the hospital in critical condition.
If you recognize this suspect, you are asked to call police.