Start by spraying the splatter guard with white vinegar, then sprinkle baking soda on top. Let it sit for a few minutes before gently scrubbing it with a soft brush. Then rinse and dry as above.
A clean splatter guard means you get more even heat ... After the time period is up, remove and scrub the mesh with a stuff-bristle brush and use a scouring pad on the edges.