The IETF’s standard congestion control schemes have been widely shown to be inadequate for various environments (e.g., high-speed networks). Recent research has yielded many alternate congestion control schemes that significantly differ from the IETF’s congestion control principles. Using these new congestion control schemes in the global Internet has possible ramifications to both the traffic ...

Network congestion control is an important means to improve network throughput and reduce data transmission delay. To further optimize the capability, this research suggests a proximal policy optimization-based intelligent TCP management method, creates proxy that can communicate with real-time environment, abstracts mechanism into partially observable Markov decision process. Changes in state ...