This paper considers the situation where multi-mobile sinks and path endpoints are located along the edge of the circumference, and abstracts it as a hybrid optimization problem characterized in high dimensionality and large searching space. Classic algorithms like the k-splitour algorithm cannot optimize its continuous variables. This paper first obtains k sub-paths by adopting k-splitour algorithm and designs the method to eliminate the crossing of sub-paths to acquire local optimum for discrete variables...