That's only possible under specific climatic conditions where there's separate temperature/pressure layers. Which is why they asked to repeal the ban on supersonic flight over populated areas. If they actually thought it wouldn't make noise they wouldn't be asking for the rule to be changed.
The rule bans the supersonic flight regardless of whether it's audible or not, so they'd still be asking for the rule to be changed.