Fresh fava beans are green, but become more yellow when dried. You can find them in most grocery stores, alongside the other dried legumes.
You can also cook falafel in a skillet with oil, for approximately 3 minutes per side, and then bake in an oven preheated to 350°F (180°C) for 5 minutes.