Open your catalog folder and delete 'catalogname previews.lrdata'. Then start Lightroom Classic again. Lightroom Classic will now have to rebuild the entire previews cache, so initially you will not see any previews at all, but then they appear one by one.
If the previews are getting damaged all the time, then perhaps this means the catalog is damaged. Do you have a backup from before this started to happen?