Changheng Shao, Ph.D. Candidate in Software Engineering at Qingdao University, received his B.E. degree in computer science and technology from Qingdao University, Shandong, China, in 2007 and his M.Eng. degree in computer software and theory from Qingdao University, Shandong, China, in 2010. He is currently pursing the Ph.D. degree in software engineering at Qingdao University, Shandong, China. Throughout his academic journey, he has been actively involved in research projects, contributing to algorithm design and experimental studies that advance the practical application of AI in complex systems. His work aims to enhance the efficiency and intelligence of network-based solutions.