The Daily Record reports that Celtic boss Neil Lennon is keen to bring in the 22-year-old before the transfer window closes.
Bangura is reportedly prepared to leave AIK Stockholm for a bigger club, but the Swedish side are demanding an high fee for the striker.
The highly-rated striker has also been linked with the likes of Newcastle United and Birmingham.