Novel QoS-Guaranteed Orchestration Scheme for Energy-Efficient Mobile Augmented Reality Applications in Multi-Access Edge Computing

Citations

WEB OF SCIENCE

29
Citations

SCOPUS

30

초록

In this study, we focus on improving the energy efficiency of multiple mobile augmented reality (MAR) devices (MDs) with different MAR applications, which are connected to a single multi-access edge computing (MEC) server, through the centralized orchestration of the MEC server. To achieve this, a trade-off between the accuracy, latency, and energy consumption of each MD is considered as intertwined costs. Accordingly, we minimize a sum of intertwined costs including the energy consumption, latency and accuracy loss of multiple MDs, while satisfying the maximum latency constraint and the minimum accuracy constraint of each MAR application. With rigorous analysis, we design a theoretical framework for the optimization of MD performance by jointly managing the frame resolution of the image to offload to the MEC server from MDs, and the computation capacity distribution over MDs in the case of the limited computation capacity of the MEC server. Our numerical analysis validates that the proposed scheme significantly reduces the number of service-level agreement violations, such as exceeding the maximum latency constraint, compared with the existed algorithm. Specifically, the proposed work significantly improve costs of service latency, accuracy loss, and energy consumption of MDs for MEC-assisted MAR services compared with baseline schemes. © 1967-2012 IEEE.

키워드

Augmented reality; energy efficiency; multi-access edge computing; object detection; optimization; QoS guaranteed; Augmented reality; Economic and social effects; Edge computing; Energy efficiency; Energy utilization; Quality of service; Computation capacity; Energy efficient; Maximum latency; Mobile augmented reality; Number of services; Rigorous analysis; Service latency; Theoretical framework; Green computing
제목
Novel QoS-Guaranteed Orchestration Scheme for Energy-Efficient Mobile Augmented Reality Applications in Multi-Access Edge Computing
저자
Ahn, Jaewon; Lee, Joohyung; Niyato, Dusit; Park, Hong-Shik
DOI
10.1109/TVT.2020.3020982
발행일
2020-11
유형
Article
저널명
IEEE Transactions on Vehicular Technology
권
69
호
11
페이지
13631 ~ 13645