Aha, after I created a NFS mount point to share the backup between three servers. The restore operation worked.
I guess something such as signal information is written under backup folder. And yes, I see a “.pbm.restore” folder. There are some files show the progress status. So, I just copied backupset to all three servers broken the operation.