Only students from an army background and currently doing their bachelor's in any field are eligible for a PMSS scholarship. It is open for all states including J&K ( Now a UT). You have to apply in your first year and then renew it after each year. You can read more about the eligibility of PMSS from here.
Also, there is a difference between PMSS and PMSSS scholarship you can read it from here.