How can I pin the restart button (or restart shortcut to task bar?

Hi

I am having graphics issues with Windows 10 (old computer/graphics card).

I'd like to pin a Restart Button (or Restart Shortcut) to task bar (as the task bar seems to be stable, when other menus are lost).

I tried Right clicking desktop, new shortcut and browsing to system32 shutdown, it allowed me to create the shortcut, then pin to task bar, when I hit it, it runs something, but does NOT shutdown computer.