For shortcomings of poor exploaration and parameter complexities of the butterfly optimization algorithm. an improved butterfly optimization algorithm based the self-adaption method (SABOA) was proposed to extremely enhance the searching accuracy and the iteration capability. SABOA has advantages of having fewer parameters. the simple algorithm structure. https://wholelatteslovers.shop/product-category/part-diagram/