The fault diagnosis approaches based on k -nearest neighbor rule have been widely researched for industrial processes and achieve excellent performance. However. for quality-related fault diagnosis. the approaches using k -nearest neighbor rule have been still not sufficiently studied. https://www.herbsdailyes.shop/product-category/saffron/