Why am I getting empty input value on expose filter $form_state variables for taxonomy?
Apply little trick and my issue solved.
Used default taxonomy search and hide it.

(function($) {

Drupal.behaviors.tushar_1 = {
  attach: function (context, settings) {
    $('#edit-shs-term-node-tid-depth').change(function(){
      var eid = $('#edit-shs-term-node-tid-depth').val();
      $('#edit-tid ').val(eid);
    });
  }
};

})(jQuery);


Solved my issue.