IMPORTANT: To stave off dust put a hairdryer on a cool setting and use this to blow away any dust that may have built up on the petals, just hold it a few inches away from your silk flowers.
You can use a cold and damp towel or cotton cloth to clean silk flowers with thick dust. Just be gentle and take care of your silk flowers while wiping.