作者
Abubakar S Ali, Willian T Lunardi, Lina Bariah, Michael Baddeley, Martin Andreoni Lopez, Jean-Pierre Giacalone, Sami Muhaidat
发表日期
2022/12/12
研讨会论文
2022 5th International Conference on Advanced Communication Technologies and Networking (CommNet)
页码范围
1-6
出版商
IEEE
简介
Jamming as a type of denial of service attack has proved to be destructive to communication systems. This paper investigates and implements an anti-jamming scheme in a dynamic jamming environment. In our study, we utilize the clear channel assessment (CCA) information available in the MAC layer of a standard IEEE wireless device. Consequently, we eliminate the need for additional equipment to obtain the raw spectrum information. This contrast existing works which need a priori knowledge of the jamming patterns or employ raw spectrum information. The CCA information of all available spectrum channels is utilized as input states to train a double deep q-network (DDQN) agent online to mitigate the effects of jamming. Numerical results show that the proposed anti-jamming approach is effective in different jamming scenarios.
引用总数
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AS Ali, WT Lunardi, L Bariah, M Baddeley, MA Lopez… - 2022 5th International Conference on Advanced …, 2022