A DRL-Based Intelligent Jamming Approach for Joint Channel and Power Optimization. (6th February 2023)
- Record Type:
- Journal Article
- Title:
- A DRL-Based Intelligent Jamming Approach for Joint Channel and Power Optimization. (6th February 2023)
- Main Title:
- A DRL-Based Intelligent Jamming Approach for Joint Channel and Power Optimization
- Authors:
- Wang, Luguang
Li, Guoxin
Song, Fei
Qin, Yunyi
Li, Yangyang
Liu, Songyi
Gong, Yuping
Xu, Yifan - Other Names:
- Liu Mingqian Academic Editor.
- Abstract:
- Abstract : The traditional jamming methods mainly focus on the optimization of a single domain, such as frequency domain. However, in the practical wireless communication, the jamming methods in single dimension domain are limited and difficult to cope with multidomain scenarios. To overcome these issues, this paper investigates the problem of joint decision-making for jamming channel and power in a dynamic spectrum environment. Firstly, the Markov decision process (MDP) is used to formulate the jamming channel and power joint selection problem. Then, a deep reinforcement learning- (DRL-) based jamming algorithm is proposed with the function of parallel learning and joint decision-making. Specially, to accelerate the learning speed of the algorithm, the prioritized experience reply (PER) technology is introduced. Finally, a practical jamming testbed is built to evaluate the proposed algorithm. The simulation results and the testbed results demonstrate the effectiveness of the proposed algorithm, which can guarantee the jamming effect and maximize the utilization of jamming resources.
- Is Part Of:
- Wireless communications and mobile computing. Volume 2023(2023)
- Journal:
- Wireless communications and mobile computing
- Issue:
- Volume 2023(2023)
- Issue Display:
- Volume 2023, Issue 2023 (2023)
- Year:
- 2023
- Volume:
- 2023
- Issue:
- 2023
- Issue Sort Value:
- 2023-2023-2023-0000
- Page Start:
- Page End:
- Publication Date:
- 2023-02-06
- Subjects:
- Wireless communication systems -- Periodicals
Mobile communication systems -- Periodicals
621.38205 - Journal URLs:
- https://onlinelibrary.wiley.com/journal/15308677 ↗
https://www.hindawi.com/journals/wcmc/ ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1155/2023/3625917 ↗
- Languages:
- English
- ISSNs:
- 1530-8669
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 9323.860000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 26102.xml