If you are not redirecting and want to preserve the values in the Form API fields add $form_state['rebuild'] = TRUE; on the submit handler.
/**
* FORM submit handler.
*/
function FORM_form_submit($node, &$form_state) {
// Rebuild the form and keep the filter values.
$form_state['rebuild'] = TRUE;
}