A novel approach using type-II fuzzy differential evolution is proposed for identifying and diagnosis of diabetes using semantic ontology. The Scientific Temper. 2024;15(03):2920-2930. doi:10.58414/SCIENTIFICTEMPER.2024.15.3.64