DQN-based resource allocation for NOMA-MEC-aided multi-source data stream

نویسندگان

چکیده

Abstract This paper investigates a non-orthogonal multiple access (NOMA)-aided mobile edge computing (MEC) network with sources and one point (CAP), in which NOMA technology is applied to transmit multi-source data streams CAP for computing. To measure the performance of considered NOMA-aided MEC network, we first design system cost as linear weighting function energy consumption delay under network. Moreover, propose deep Q (DQN)-based offloading strategy minimize by jointly optimizing ratio transmission power allocation. Finally, experiments demonstrate effectiveness proposed strategy. Specifically, designed can decrease about 15% compared local when number 5.

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ژورنال

عنوان ژورنال: EURASIP Journal on Advances in Signal Processing

سال: 2023

ISSN: ['1687-6180', '1687-6172']

DOI: https://doi.org/10.1186/s13634-023-01005-2