Reporting Services is a web-based database application so is somewhat complex to restore. You need to follow the procedures outlined in Books Online. Of course, we need to stop reporting services, ...
The Developer Edition of SQL Server is not set up for Remote connections by default so I had to enable TCP/IP in the SQL Configuration Manager for the Database Servers.