Unmanned surface vehicles (USVs) are experiencing significant development across various fields due to extensive research. enabling these devices to offer substantial benefits. One kind of research that has been developed to produce better USVs is path planning. Despite numerous research efforts employing conventional algorithms. https://bbmbatteryes.shop/product-category/142/