Hi Song and welcome to our forum!
How are you deleting it? Why not create an XSD file outside of InfoPath and create a form from it - then the namespace will be whatever you want. Otherwise, you have to change it in multiple places (for example, the XSF).
Patrick Halstead
Project Manager at Qdabra