You can use the jQuery submit(form) method, this method populates all form inputs and submits the form without the need to actually add a submit button.
Check it out here: http://api.jquery.com/submit/
Just keep in mind that this needs jQuery library, and won't work if JavaScript was disabled on the client browser.