Is it possible to create Sandbox for PE. I think its not, but just want to double check
No, as mentioned at the top of the Sandbox Overview in the documentation:
Available in: Enterprise, Performance, Unlimited, and Database.com Editions
You can get a Dev Pro sandbox for Professional Edition. The link from Bob's comment above show's the sandbox versions available in each Salesforce edition.