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CNN Based Resource Management for D2D Networks with Wireless Networks Virtualization

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Communications, Signal Processing, and Systems (CSPS 2023)

Part of the book series: Lecture Notes in Electrical Engineering ((LNEE,volume 1032))

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Abstract

The energy consumption of the system with wireless network virtualization will increase as the number of slices increase. Meanwhile, device-to-device (D2D) communication can reduce the load of base stations and improve spectrum efficiency, which applied in wireless virtualized networks can improve the system’s energy efficiency. However, D2D communication can cause interference to cellular users, how to ensure the communication quality of different users while keeping the system energy consumption lower is noteworthy. In this paper, the problem of wireless resource virtualization allocation with D2D communication is formulated. We formalized the channel allocation and power control problem with the goal of system energy efficiency. We solve this problem at a lower computational complexity with convolutional neural network (CNN). Results show that faster speedups are obtained with lower losses compared to optimal results by the proposed scheme.

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Acknowledgements

This work is the results of the research project funded by the National Key Research and Development Program of China under Contract No. 2016YFE0200200.

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Authors and Affiliations

  1. School of Communication and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, 210003, China

    Kun Yang & Youyun Xu

  2. National Engineering Research Center of Communications and Networking, Nanjing, 210003, China

    Kun Yang & Youyun Xu

Authors
  1. Kun Yang
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  2. Youyun Xu
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Corresponding author

Correspondence to Youyun Xu .

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Editors and Affiliations

  1. College of Electronic and Communication Engineering, Tianjin Normal University, Tianjin, China

    Wei Wang

  2. Dalian University of Technology, Dalian, China

    Xin Liu

  3. School of Information Science and Technology, Dalian Maritime University, Dalian, China

    Zhenyu Na

  4. College of Electronic and Communication Engineering, Tianjin Normal University, Tianjin, China

    Baoju Zhang

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© 2024 The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd.

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Yang, K., Xu, Y. (2024). CNN Based Resource Management for D2D Networks with Wireless Networks Virtualization. In: Wang, W., Liu, X., Na, Z., Zhang, B. (eds) Communications, Signal Processing, and Systems. CSPS 2023. Lecture Notes in Electrical Engineering, vol 1032. Springer, Singapore. https://doi.org/10.1007/978-981-99-7505-1_4

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  • DOI: https://doi.org/10.1007/978-981-99-7505-1_4

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  • Publisher Name: Springer, Singapore

  • Print ISBN: 978-981-99-7539-6

  • Online ISBN: 978-981-99-7505-1

  • eBook Packages: EngineeringEngineering (R0)

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