JOURNAL ARTICLE

Quality-of-Experience-Aware Computation Offloading in MEC-Enabled Blockchain-Based IoT Networks

Mahsa HosseinpourMohammad Hossein Yaghmaee

Year: 2023 Journal:   IEEE Internet of Things Journal Vol: 11 (8)Pages: 14483-14493   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Blockchain technology enables the Internet of Things (IoT) to build trust among various stakeholders. Offloading the computation-intensive IoT data processing and blockchain mining computations as tasks to mobile edge computing (MEC) and nearby devices in a device-to-device (D2D) network is a promising solution for resource constraint IoT devices. In this article, to decide on the offloading plan, we consider enhancing the users' Quality of Experience (QoE) parameters reflecting the token-based cost of delay and energy consumption. For this purpose, we formulate the problem as a mixed integer nonlinear bilevel programming (MINLBP), which is NP-hard. Therefore, we propose a suboptimal solution with the help of two-sided matching theory games in two phases: 1) we decide to offload IoT data processing tasks using a many-to-one and 2) make a decision for mining tasks elaborating a many-to-many matching game. We also present algorithms based on the deferred acceptance (DA) mechanism to guarantee the stability of the matching results. The simulation results show that the proposed method can perform better in terms of delay and energy cost compared to the existing offloading approaches. Furthermore, it improves the utility of the users deciding to offload their tasks.

Keywords:
Computer science Computation offloading Quality of experience Distributed computing Security token Edge computing Server Energy consumption Blossom algorithm Matching (statistics) Computer network Enhanced Data Rates for GSM Evolution Quality of service Artificial intelligence

Metrics

10
Cited By
6.18
FWCI (Field Weighted Citation Impact)
34
Refs
0.96
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Blockchain Technology Applications and Security
Physical Sciences →  Computer Science →  Information Systems
Stochastic Gradient Optimization Techniques
Physical Sciences →  Computer Science →  Artificial Intelligence
IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
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