文献类型：期刊文献

英文题名：Intelligent Jamming Defense Using DNN Stackelberg Game in Sensor Edge Cloud

作者：Liu, Jianhua[1];Wang, Xin[2];Shen, Shigen[1];Fang, Zhaoxi[1];Yu, Shui[3];Yue, Guangxue[4];Li, Minglu[5]

机构：[1]Shaoxing Univ, Dept Comp Sci & Engn, Shaoxing 312000, Peoples R China;[2]SUNY Stony Brook, Dept Elect & Comp Engn, Stony Brook, NY 11790 USA;[3]Univ Technol Sydney, Sch Comp Sci, Sydney, NSW 2007, Australia;[4]Jiaxing Univ, Coll Informat Sci & Engn, Jiaxing 314001, Peoples R China;[5]Zhejiang Normal Univ, Coll Math & Comp Sci, Jinhua 321004, Zhejiang, Peoples R China

年份：2022

卷号：9

期号：6

起止页码：4356

外文期刊名：IEEE INTERNET OF THINGS JOURNAL

收录：SCI-EXPANDED(收录号：WOS:000766683600031)、、EI(收录号：20221211813346)、Scopus(收录号：2-s2.0-85125659560)、WOS

基金：This work was supported in part by the Joint Funds of the Zhejiang Provincial Natural Science of China under Grant LZY21F020001; and in part by the National Natural Science Foundation of China under Grant 61772018, and Grant U19B2015.

语种：英文

外文关键词：Jamming; Resource management; Games; Task analysis; Cloud computing; Reliability; Internet of Things; Deep neural network (DNN); edge cloud computing; intelligent jamming attack; power allocation; Stackelberg game

外文摘要：To ensure an accurate power allocation against increasing intelligent jamming attacks on the offloading link of computation tasks, we investigate interactions between a cluster head node and an intelligent jammer using a Stackelberg game framework, under the constraint of the total power to use and the limited knowledge of its own channel gain for each player. In this game, the intelligent jammer gathers channel gain information and processes it using a deep neural network (DNN) to infer the accurate jamming power as an attack strategy. The cluster head node also exploits DNN to infer an accurate transmission power as a defense strategy according to the varying channel gain. We model the optimization of the attack and defense strategies using single channel jamming DNN (SJnet), multiple channel jamming DNN (MJnet), single channel sensor DNN (SSnet), and multiple channel sensor DNN (MSnet) for the single (multiple) channel jamming attacks. In addition, we extend the design to the scenario where the intelligent jammer can launch a hybrid mode jamming attack, and propose a DNN Stackelberg game-based defense scheme. Numerical simulation results demonstrate that our proposed mechanism is superior to other power allocation mechanisms under different scenarios in the sensor edge cloud.