Yes, you can. Any of you (husband or wife) can apply for her. Request an NOC from your employer allowing you to sponsor your mother under visit visa, then proceed to Gharaffa immigration with passport copy of mother, your passport copy and pataqa, your Birth Certificate/marriage certificate to verify relationship with the sponsor.