Distance-Only Task Orchestration Algorithm for Energy Efficiency in Satellite-Based Mist Computing (2311.14308v1)
Abstract: This paper addresses the challenge of efficiently offloading heavy computing tasks from ground mobile devices to the satellite-based mist computing environment. With ground-based edge and cloud servers often being inaccessible, the exploitation of satellite mist computing becomes imperative. Existing offloading algorithms have shown limitations in adapting to the unique characteristics of heavy computing tasks. Thus, we propose a heavy computing task offloading algorithm that prioritizes satellite proximity. This approach not only reduces energy consumption during telecommunications but also ensures tasks are executed within the specified timing constraints, which are typically non-time-critical. Our proposed algorithm outperforms other offloading schemes in terms of satellites energy consumption, average end-to-end delay, and tasks success rates. Although it exhibits a higher average VM CPU usage, this increase does not pose critical challenges. This distance-based approach offers a promising solution to enhance energy efficiency in satellite-based mist computing, making it well-suited for heavy computing tasks demands.
- A survey on mobile edge computing: The communication perspective. IEEE communications surveys & tutorials, 19(4):2322–2358, 2017.
- A safety-aware location privacy-preserving iov scheme with road congestion-estimation in mobile edge computing. Sensors, 23(1):531, 2023.
- William W Wu. Satellite communications. Proceedings of the IEEE, 85(6):998–1010, 1997.
- Satellite communications supporting internet of remote things. IEEE Internet of Things Journal, 3(1):113–123, 2015.
- A game theory based efficient computation offloading in an uav network. IEEE Transactions on Vehicular Technology, 68(5):4964–4974, 2019.
- Edge computing-based tasks offloading and block caching for mobile blockchain. Comput. Mater. Contin, 62(2):905–915, 2020.
- Between location protection and overthrowing: a contrariness framework study for smart vehicles. In 2021 IEEE International Conference on Consumer Electronics (ICCE), pages 1–5. IEEE, 2021.
- The impact of the adversary’s eavesdropping stations on the location privacy level in internet of vehicles. In 2020 5th South-East Europe Design Automation, Computer Engineering, Computer Networks and Social Media Conference (SEEDA-CECNSM), pages 1–6. IEEE, 2020.
- Security and privacy issues of satellite communication in the avlatlon domain. In 2022 14th International Conference on Cyber Conflict: Keep Moving!(CyCon), volume 700, pages 285–307. IEEE, 2022.
- Resiliency analysis of onos and opendaylight sdn controllers against switch and link failures. In 2020 Fifth International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN), pages 149–153. IEEE, 2020.
- A dynamic resource scheduling scheme in edge computing satellite networks. Mobile Networks and Applications, 26:597–608, 2021.
- Double-edge intelligent integrated satellite terrestrial networks. China Communications, 17(9):128–146, 2020.
- Satellite edge computing for the internet of things in aerospace. Sensors, 19(20):4375, 2019.
- Virtual network function placement in satellite edge computing with a potential game approach. IEEE Transactions on Network and Service Management, 19(2):1243–1259, 2022.
- Twinport: 5g drone-assisted data collection with digital twin for smart seaports. Scientific Reports, 13(1):12310, 2023.
- An ai-assisted model for task offloading decision making in edge computing. In Colloque sur les Objets et Systèmes Connectés 2023, 2023.
- Satedgesim: A toolkit for modeling and simulation of performance evaluation in satellite edge computing environments. In 2020 12th International Conference on Communication Software and Networks (ICCSN), pages 307–313. IEEE, 2020.
- Pureedgesim: A simulation framework for performance evaluation of cloud, edge and mist computing environments. Computer Science and Information Systems, 18(1):43–66, 2021.
- Cloudsim plus: a cloud computing simulation framework pursuing software engineering principles for improved modularity, extensibility and correctness. In 2017 IFIP/IEEE symposium on integrated network and service management (IM), pages 400–406. IEEE, 2017.