If you need the SSID to stay up if the controller connection is down, you either should make the controller high-available so it can't go down (please note controllers are unlikely to fail), or need to look for Aruba Instant which doesn't need a controller and does all operations locally on the AP.
Given that requirement to keep SSID up with controller down and no secondary controller you will not be able to achieve that with controller APs. Aruba Instant is the proper way to deploy such a scenario.
Running APs as remote AP on a LAN network to keep the SSID up is not recommended nor supported (check here).
You should not run campus APs (with controller) in bridge-mode in general (check here, and here, and here) and especially not to compensate for a controller down situation.
What is the reason/functionality you need a controller?
If your APs support (IAP or Universal AP), switch to Instant mode. What type of APs to you have (please check the sticker on the back with codes like AP-215/IAP-305-RW/AP-515-RW)?
Do you have a local Aruba partner or direct Aruba contact? If so, please reach out to them to discuss interactively the best options.