you can do it and i do it in my app when certain actions happen:
var mp3 = $('<audio id="soundHandle" style="display:none;"></audio>').attr('src','sound/plop.wav');
$(mp3)[0].play();
so you're creating the object in jquery and then you simply target the object and hit play