Simtune: bridging the simulator reality gap for resource management in edge-cloud computing

HIGHLIGHTS

SUMMARY

    The problem of data saturation in neural_network based resource management methods has been addressed to some extent using coupled simulators, also referred to as co-simulators in the l­iterature6. Other methods combine analytical methods with neural_networks to simulate a physical ­environment9,10. To find optimal φt at each timestep, the authors leverage a DNN based model to develop a low-fidelity surrogate model of the simulator that takes in the simulator inputs, its parameters and outputs another set of QoS estimates t=f (Wt, φt, Gt; θ ), Q where θ denotes the parameters of the . . .

     

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