Take a look at this Thread:
Deepin Workarounds
You can reboot or shut down your PC also from a shell:
- for reboot:
sudo reboot now
- to switch off the PC:
sudo shutdown now
- to suspend the PC:
sudo systemctl suspend
It’s annoying that the Deepin DE is still so buggy but it is still the best looking desktop.