is this windows 10?
What are details of your PC? Is it a custom made PC or Brand name?
If custom, what parts?
If Brand name, what make/model?
restart is only time a windows 10 PC is off, so it could be one of your hardware parts isn't always working on a restart, but works fine in fast startup because the PC isn't actually powered off at shutdown