Double-ANN-Aided Resource Partitioning Scheme for Data Transfers in MEC System over EON | IEEE Conference Publication | IEEE Xplore

Double-ANN-Aided Resource Partitioning Scheme for Data Transfers in MEC System over EON


Abstract:

In this paper, we use the wavelet transform and the ANN model to predict the dynamic traffic demands. Moreover, we use ANN models to estimate the task performance in an M...Show More

Abstract:

In this paper, we use the wavelet transform and the ANN model to predict the dynamic traffic demands. Moreover, we use ANN models to estimate the task performance in an MEC system. By leveraging the ANN predictor and the ANN estimators, we present a resource partitioning scheme for data transfers in the MEC system to dynamically adjust the resource partitioning based on the predicted demands and the performance requirements. Results show that our proposed scheme offers near-optimal results compared with the existing scheme.
Date of Conference: 11-13 August 2022
Date Added to IEEE Xplore: 22 September 2022
ISBN Information:
Print on Demand(PoD) ISSN: 2377-8644
Conference Location: Sanshui, Foshan, China

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