Once you have loaded all your engines into the command base (they're not stored in the remote), us the LSU (Legacy System Utility) to save the configuration.
Another trick is to acquire some writable black modules and build a multi-engine module with all your stored locomotives. That allows you to quickly configure any locomotive like the Orange modules.