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Joint Optimization of Sensing and Computation for Status Update in Mobile Edge Computing Systems

Authors :
Chen, Yi
Chang, Zheng
Min, Geyong
Mao, Shiwen
Hamalainen, Timo
Source :
IEEE Transactions on Wireless Communications; November 2023, Vol. 22 Issue: 11 p8230-8243, 14p
Publication Year :
2023

Abstract

IoT devices have been widely utilized to detect state transition in the surrounding environment and transmit status updates to the base station for system operations. To guarantee the accuracy of system control, age of information (AoI) is introduced to quantify the freshness of the sensory data and meet the stringent timeliness requirement. Due to the limited computing resources, the status update can be offloaded to the mobile edge computing (MEC) server for execution. Since status updates generated by insufficient sensing operations may be invalid and lead to additional processing time, a joint data sensing and processing optimization problem needs to be considered. Therefore, this work formulates an NP-hard problem that considers the freshness of the status updates and energy consumption of the IoT devices. Subsequently, the problem is decomposed into sampling, sensing, and computation offloading optimization problems. To optimize the system overhead, a multi-variable iterative system cost minimization algorithm is proposed. Simulation results illustrate the efficacy of our method in decreasing the system cost, and indicate the influence of sensing and processing under different scenarios.

Details

Language :
English
ISSN :
15361276 and 15582248
Volume :
22
Issue :
11
Database :
Supplemental Index
Journal :
IEEE Transactions on Wireless Communications
Publication Type :
Periodical
Accession number :
ejs64519175
Full Text :
https://doi.org/10.1109/TWC.2023.3261338