OK, I now tried starting the SQL Server Service form the 'Services' GUI in Windows, using the parameters -c and -m. Now I am able to open Management Studio. When I right-click on the master database and choose 'Tasks-Restore-Database' master is not in the list of databases to restore.
I tried typing it in manually, but the restore failed.