Secure Energy-Saving Resource Allocation on Massive MIMO-MEC System

Under the double threat of malicious user jamming attacks and eavesdropping, mobile edge computing (MEC) systems will have some information security issues, such as uplink offloading is hindered, user information leakage, and low system energy utilization. To address this problem, we propose to use physical layer security technology to prevent eavesdropping, and use massive multiple input multiple output (mMIMO) technology to reduce interference and improve system energy efficiency. In addition, under the conditions of limited delay, the user’s total energy consumption is minimized by jointly optimizing the user’s offloading data bits, transmission power, and offloading rate. For this non-convex multi-objective optimization problem, which can be decomposed into multiple sub-optimal sub-problems. First, the Lagrange multiplier method is used to obtain a closed expression of the user’s offloading data bits, and then the iterative algorithm is used to obtain the user’s optimal transmit power and maximum offloading rate. The simulation results show that, under the premise of ensuring information security, the system’s total energy efficiency of antennas (<inline-formula> <tex-math notation="LaTeX">$M=128$ </tex-math></inline-formula>) is improved 30% compared with antennas (<inline-formula> <tex-math notation="LaTeX">$M=4$ </tex-math></inline-formula>) when the amount of data reaches <inline-formula> <tex-math notation="LaTeX">$5\times 10^{5}$ </tex-math></inline-formula> bits.

[1]  Jemin Lee,et al.  Edge Computing-Enabled Cell-Free Massive MIMO Systems , 2019, IEEE Transactions on Wireless Communications.

[2]  Xing Jin,et al.  A Reliable IoT Edge Computing Trust Management Mechanism for Smart Cities , 2020, IEEE Access.

[3]  Yueming Cai,et al.  Joint Computing Resource, Power, and Channel Allocations for D2D-Assisted and NOMA-Based Mobile Edge Computing , 2019, IEEE Access.

[4]  Rafia Malik,et al.  Energy-Efficient Offloading in Delay-Constrained Massive MIMO Enabled Edge Network Using Data Partitioning , 2020 .

[5]  Gayan Amarasuriya,et al.  Achievable Rate Analysis for NOMA-Aided Massive MIMO Uplink , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[6]  Ya-Shu Chen,et al.  Energy-Efficient Task Offloading for Time-Sensitive Applications in Fog Computing , 2019, IEEE Systems Journal.

[7]  Derrick Wing Kwan Ng,et al.  Key technologies for 5G wireless systems , 2017 .

[8]  Yong Ren,et al.  Energy-Efficient Computation Offloading for Secure UAV-Edge-Computing Systems , 2019, IEEE Transactions on Vehicular Technology.

[9]  Furqan Jameel,et al.  Massive MIMO: A survey of recent advances, research issues and future directions , 2017, 2017 International Symposium on Recent Advances in Electrical Engineering (RAEE).

[10]  Gaofeng Nie,et al.  Energy-Saving Offloading by Jointly Allocating Radio and Computational Resources for Mobile Edge Computing , 2017, IEEE Access.

[11]  Antonia Maria Tulino,et al.  Random Matrix Theory and Wireless Communications , 2004, Found. Trends Commun. Inf. Theory.

[12]  Wei Xie,et al.  Spatial Sparsity Based Secure Transmission Strategy for Massive MIMO Systems Against Simultaneous Jamming and Eavesdropping , 2020, IEEE Transactions on Information Forensics and Security.

[13]  Shuguang Cui,et al.  Joint Computation and Communication Cooperation for Energy-Efficient Mobile Edge Computing , 2018, IEEE Internet of Things Journal.

[14]  Ti Ti Nguyen,et al.  Computation Offloading in MIMO Based Mobile Edge Computing Systems Under Perfect and Imperfect CSI Estimation , 2019, IEEE Transactions on Services Computing.

[15]  S. Kay Fundamentals of statistical signal processing: estimation theory , 1993 .

[16]  Rafia Malik,et al.  Multi-Access Edge Computation Offloading Using Massive MIMO , 2019, 2019 IEEE Global Communications Conference (GLOBECOM).

[17]  Khaled Ben Letaief,et al.  Delay-optimal computation task scheduling for mobile-edge computing systems , 2016, 2016 IEEE International Symposium on Information Theory (ISIT).

[18]  Thomas L. Marzetta,et al.  Noncooperative Cellular Wireless with Unlimited Numbers of Base Station Antennas , 2010, IEEE Transactions on Wireless Communications.

[19]  Jie Xu,et al.  Exploiting Physical-Layer Security for Multiuser Multicarrier Computation Offloading , 2018, IEEE Wireless Communications Letters.

[20]  Yunlong Cai,et al.  Latency Optimization for Resource Allocation in Mobile-Edge Computation Offloading , 2017, IEEE Transactions on Wireless Communications.

[21]  Wei Wu,et al.  Energy-Efficient Resource Allocation for Secure NOMA-Enabled Mobile Edge Computing Networks , 2022 .

[22]  Erik G. Larsson,et al.  Massive MIMO for next generation wireless systems , 2013, IEEE Communications Magazine.

[23]  Hsiao-Hwa Chen,et al.  A Survey on Multiple-Antenna Techniques for Physical Layer Security , 2017, IEEE Communications Surveys & Tutorials.

[24]  Zdenek Becvar,et al.  Mobile Edge Computing: A Survey on Architecture and Computation Offloading , 2017, IEEE Communications Surveys & Tutorials.

[25]  Long Bao Le,et al.  Computation Offloading in MIMO Based Mobile Edge Computing Systems under Perfect and Imperfect CSI Estimation , 2018, 2018 IEEE International Conference on Communications (ICC).

[26]  Xiaohu You,et al.  Area Spectral Efficiency and Area Energy Efficiency of Massive MIMO Cellular Systems , 2016, IEEE Transactions on Vehicular Technology.

[27]  Iftekhar Ahmad,et al.  Green and Secure Computation Offloading for Cache-Enabled IoT Networks , 2020, IEEE Access.

[28]  Richeng Jin,et al.  Physical-Layer Assisted Privacy-Preserving Offloading in Mobile-Edge Computing , 2019, ICC 2019 - 2019 IEEE International Conference on Communications (ICC).

[29]  Xiaochen Xia,et al.  Hybrid Time-Switching and Power Splitting SWIPT for Full-Duplex Massive MIMO Systems: A Beam-Domain Approach , 2018, IEEE Transactions on Vehicular Technology.

[30]  Qianbin Chen,et al.  Computation Offloading and Resource Allocation in Wireless Cellular Networks With Mobile Edge Computing , 2017, IEEE Transactions on Wireless Communications.

[31]  Zhiguo Ding,et al.  Multi-Antenna NOMA for Computation Offloading in Multiuser Mobile Edge Computing Systems , 2017, IEEE Transactions on Communications.

[32]  Dong Wang,et al.  Enhancing Information Security via Physical Layer Approaches in Heterogeneous IoT With Multiple Access Mobile Edge Computing in Smart City , 2019, IEEE Access.

[33]  Zhongfeng Wang,et al.  Offloading Optimization for Low-Latency Secure Mobile Edge Computing Systems , 2020, IEEE Wireless Communications Letters.