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Dynamic Priority-Based Computation Offloading for Integrated Maritime-Satellite Mobile Networks

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Space Information Network (SINC 2020)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 1353))

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Abstract

In order to meet the increasing demand for delay-sensitive and computing-intensive applications of maritime users, we first propose an integrated satellite-maritime mobile edge computing framework. The framework considers a maritime mobile communication network consisting of maritime satellites and shipborne base stations, and maritime computation offloading coordinated by the terrestrial cloud and the shipborne edge servers. Secondly, we dynamically calculate the priority that characterizes the urgency of offloading tasks with reinforcement learning. Based on the dynamic priority, a maritime computation offloading method is proposed to optimize the system cost. Finally, simulation results verify the effectiveness and convergence of the proposed method in terms of offloading delay, user energy consumption, offloading response rate and average offloading cost.

Foundation Items: National Nature Science Foundation of China (62001007, 62022019); Start-up Fund for Newly Introduced Teacher (110051360002).

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References

  1. Lytra, I., Vidal, M., Orlandi, F., et al.: A big data architecture for managing oceans of data and maritime applications. In: 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC), pp. 1216–1226 (2017)

    Google Scholar 

  2. Feng, W., Tang, R., Ning, G.E.: Perspectives on coordinated satellite-terrestrial intelligent maritime communication networks. Telecommun. Sci., 1–15 (2020)

    Google Scholar 

  3. Kim, Y., Song, Y., Lim, S., et al.: Hierarchical maritime radio networks for internet of maritime things. IEEE Access 7, 2169–3536 (2019)

    Article  Google Scholar 

  4. Alwarafy, A., Al-Thelaya, K., Abdallah, M.: A survey on security and privacy issues in edge computing-assisted Internet of Things. IEEE IOT J., 1–1 (2020)

    Google Scholar 

  5. Li, J., Gao, H., LV T, et al. Deep reinforcement learning based computation offloading and resource allocation for MEC. In: 2018 IEEE Wireless Communications and Networking Conference (WCNC), pp. 1–6 (2018)

    Google Scholar 

  6. Wang, J., Hu, J., Min, G., et al.: Computation offloading in multi-access edge computing using a deep sequential model based on reinforcement learning. IEEE Commun. Mag. 57, 64–69 (2019)

    Article  Google Scholar 

  7. Du, J., Zhao, L., Feng, J., et al.: Computation offloading and resource allocation in mixed fog/cloud computing systems with min-max fairness guarantee. IEEE Trans. Commun. 66, 1594–1608 (2018)

    Article  Google Scholar 

  8. Huang, M., Liu, W., Wang, T., et al.: A cloud-MEC collaborative task offloading scheme with service orchestration. IEEE IOT J. 7, 5792–5805 (2019)

    Google Scholar 

  9. Munasinghe, K.S., et al.: Traffic offloading 3-tiered SDN architecture for dense nets. IEEE Netw. 31, 56–62 (2017)

    Article  Google Scholar 

  10. Hosseinzadeh, M., Tho, Q., Ali, S., et al.: A hybrid service selection and composition model for cloud-edge computing in the Internet of Things. IEEE Access 8, 85939–85949 (2020)

    Article  Google Scholar 

  11. Xiao, A., Ge, N., Yin, L., et al.: Adaptive shipborne base station sleeping control for dynamic broadband maritime communications. In: 2017 19th Asia-Pacific Network Operations and Management Symposium (APNOMS), pp. 7–12 (2017)

    Google Scholar 

  12. Teixeira, F.B., et al.: Enabling broadband internet access maritime using tethered balloons: the BLUECOM+ experience. IEEE OCEANS 2017, 1–7 (2017)

    Google Scholar 

  13. Jo, S.W., Shim, W.S.: LTE-maritime: high-speed maritime wireless communication based on LTE technology. IEEE Access 7, 53172–53181 (2019)

    Article  Google Scholar 

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Correspondence to Ailing Xiao .

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Xiao, A., Chen, H., Wu, S., Ma, L., Zhou, F., Ma, D. (2021). Dynamic Priority-Based Computation Offloading for Integrated Maritime-Satellite Mobile Networks. In: Yu, Q. (eds) Space Information Network. SINC 2020. Communications in Computer and Information Science, vol 1353. Springer, Singapore. https://doi.org/10.1007/978-981-16-1967-0_5

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  • DOI: https://doi.org/10.1007/978-981-16-1967-0_5

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  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-16-1966-3

  • Online ISBN: 978-981-16-1967-0

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