Title
Joint Subcarrier and Transmission Power Allocation in OFDMA-Based WPT System for Mobile-Edge Computing in IoT Environment
Abstract
Mobile-edge computing (MEC) is expected to play an important role in the next-generation of Internet-of-Things (IoT) services with artificial intelligence (AI) by providing the sustainable computation capability of resource-constrained IoT devices. Since the finite battery lifetime has been a longstanding challenge of the MEC system for IoT services, the wireless power transfer (WPT) technology has been recently developed for the MEC system in order to support the perpetual operation of IoT devices. In this article, we introduce two resource allocation problems for OFDMA-based WPT-MEC systems: 1) a max–min energy fairness (MMEF) problem and 2) a power sum maximization (PSM) problem. These problems ensure high-performance computations for AI-based applications, where the network reliability and the tremendous power consumption may be required. Moreover, we incorporate a logarithmic nonlinear energy harvesting (EH) model into our formulated problems, which lead to nonconvex mixed-integer nonlinear programming (MINLP) problems. In order to resolve these NP-hard problems, we convert the proposed problems into their equivalent convex forms by applying the continuous relaxation method. The near-optimal solutions are thereby obtained in closed-form expressions by leveraging the Lagrangian duality method for each relaxed problem. Numerical results are presented to validate the merits of the proposed algorithms of MMEF&PSM over the alternative benchmark algorithm and provide significant insights on the effects of the key system parameters, including the number of IoT devices and power transmission subcarriers.
Year
DOI
Venue
2022
10.1109/JIOT.2021.3103768
IEEE Internet of Things Journal
Keywords
DocType
Volume
Convex optimization,energy fairness,energy-efficient processing,Internet of Things (IoT),logarithmic nonlinear energy harvesting (EH),mobile-edge computing (MEC),orthogonal frequency-division multiple access,resource allocation,wireless power transfer (WPT)
Journal
9
Issue
ISSN
Citations 
16
2327-4662
1
PageRank 
References 
Authors
0.35
37
4
Name
Order
Citations
PageRank
Jaeseob Han112.37
Gyeong Ho Lee211.02
Sangdon Park3399.11
Jun Kyun Choi410.35