IEEE/ICACT20210131 Slide.08        [Big Slide]       Oral Presentation
The idea that is being proposed in this paper, has some common aspects to the aforementioned paper, however we will be addressing a slightly different problem. In the data center, although there are equal-cost multipath (ECMP) routing enabled which allow for multiple paths to be used to send traffic simultaneously, there is still an inefficiency there as the ECMP path selected is based on a hash of source/destination IP/port. This means although there are multiple paths, traffic may continuously take a congested path if that is the path which is selected by ECMP routing. In our research, we are utilizing OpenAI Gym for RL, which will take input from TCP statistics in a Software-Defined Network to make decisions on routing over ECMP paths.

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