You can use preventDefault
to stop the form being submitted when enter is hit, I used something like this:
var input = document.getElementById('inputId');
google.maps.event.addDomListener(input, 'keydown', function(event) {
if (event.keyCode === 13) {
event.preventDefault();
}
});