We found the solution to the problem.
Cause:
On a windows pc, the Shutdown can cause a Hybernate if the power setting "Turn on fast setup" is configured.
Solution:
After we turned OFF this setting, a "Startup after Shutdown" caused the modules to start from scratch. Just like we wanted in the first place.
This setting can be found in:
Settings / Power and sleep settings / Aditional power settings / Choose what the power buttons do / Changes settings that are currently unavailable