The specification says that there is the "ended" event for <audio> elements that should do exactly what you were looking for.
But: Last time I checked (about one year ago) it wasn't implemented in all browsers. Maybe it's different now, try it
Code:
$('#audio-1').on('ended', function() {
$('#audio-2')[0].play();
});