Solution
Within the operative system's BIOS, there is an option for the startup process setting with an option to be done fast. To enable this option the following steps are requested:
- Enter the Windows 10 BIOS by pressing F2 key during boot.
- In the Boot tab, select the boot priority option.
- Set the checked box to Fast to enable the quickest startup
This helped troubleshoot the issue since the error was associated with the timing of the boot of individual hardware. Given the fact that the system was fairly complex regarding hardware count, the booting process didn't took place in the expected time.