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cs.NI2022
Network Aware Compute and Memory Allocation in Optically Composable Data Centres with Deep Reinforcement Learning and Graph Neural Networks
Zacharaya Shabka, Georgios Zervas
Resource-disaggregated data centre architectures promise a means of pooling resources remotely within data centres, allowing for both more flexibility and resource efficiency under…
eess.SY2022
One-shot, Offline and Production-Scalable PID Optimisation with Deep Reinforcement Learning
Zacharaya Shabka, Michael Enrico, Nick Parsons +1
Proportional-integral-derivative (PID) control underlies more than of automated industrial processes. Controlling these processes effectively with respect to some specified…