Research on Intelligent Routing Algorithm for Data Communication in Cloud Computing Environment
The article focuses on deep reinforcement learning models as the core,researching intelligent routing algorithms for data communication in cloud computing environments.Through comprehensive optimization of system performance,achieved by modeling the state space,defining action space,implementing reward mechanisms,and applying deep reinforcement learning algorithms.In comparative experiments,the intelligent routing algorithm was comprehensively compared with traditional routing protocols,verifying its superiority in key metrics such as convergence time,data transmission efficiency,routing table update frequency,and load balancing performance.These research findings not only provide innovative ideas for the application of intelligent routing in cloud computing environments but also lay the foundation for constructing more intelligent and efficient cloud computing systems.