Presentation
Poster 118: Self-Driving Reconfigurable Silicon Photonic Interconnects (Flex-LIONS) with Deep Reinforcement Learning
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TimeThursday, 21 November 20198:30am - 5pm
LocationE Concourse
DescriptionWe propose a self-driving reconfigurable optical interconnect architecture for HPC systems exploiting a deep reinforcement learning (DRL) algorithm and a reconfigurable silicon photonic (SiPh) switching fabric to adapt the interconnect topology to different traffic demands. Preliminary simulation results show that after training, the DRL-based SiPh fabric provides the lowest average end-to-end latency for time-varying traffic patterns.
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