JOURNAL ARTICLE

A Lyapunov-Optimized Dynamic Task Offloading Strategy for Satellite Edge Computing

Yifei HuWenbin GongFangming Zhou

Year: 2023 Journal:   Applied Sciences Vol: 13 (7)Pages: 4281-4281   Publisher: Multidisciplinary Digital Publishing Institute

Abstract

Satellite edge computing (SEC) has garnered significant attention for its potential to deliver services directly to users. However, the uneven distribution of receiving tasks among satellites in the constellation can lead to uneven utilization of computing resources. This paper proposes a task offloading strategy for SEC that aims to minimize the average delay and energy consumption of tasks by assigning them to appropriate satellite nodes. The approach uses Lyapunov optimization to convert the long-term optimization problem with task queue length constraints into an assignment problem within a single time slot and solve it based on the Hungarian algorithm. Experimental simulations have shown that the proposed algorithm performs better than other baseline algorithms.

Keywords:
Lyapunov optimization Computer science Task (project management) Lyapunov function Mobile edge computing Queue Baseline (sea) Enhanced Data Rates for GSM Evolution Satellite Optimization problem Energy consumption Earth observation satellite Mathematical optimization Real-time computing Distributed computing Algorithm Lyapunov equation Computer network Artificial intelligence Lyapunov exponent Mathematics Engineering

Metrics

8
Cited By
3.52
FWCI (Field Weighted Citation Impact)
23
Refs
0.85
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

IoT and Edge/Fog Computing
Physical Sciences →  Computer Science →  Computer Networks and Communications
Age of Information Optimization
Physical Sciences →  Computer Science →  Computer Networks and Communications
Satellite Communication Systems
Physical Sciences →  Engineering →  Aerospace Engineering

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