It's very easy.
"your chrome path" -kiosk -fullscreen "your URL"
Example:
"C:\Program Files (x86)\Google\Chrome\Application\chrome.exe" -kiosk -fullscreen http://google.com
Close all Chrome sessions first !
To exit: Press ALT-TAB > hold ALT and press X in the windows task. (win10)