You could, but it won't be "korean" if youre using a "japanese" sauce. Try it out and see how you like it though! I've never tried this particular japanese bbq sauce, but the ingredients are somewhat similar to the recipe.
I often make a similar dish, sometimes using shaved beef but ground beef is a quick and easy sub. I add regular onions to cook (instead of just green) and serve over rice.