Yes, but additional costs apply for substitute service.  

If you cannot locate your spouse, you may need to apply for a substitute service, such as placing a notice in a newspaper. This can cost $400 or more, depending on the services required, and involves filing a motion to allow for alternative methods of serving your spouse.