Open Access

Markov model based circular frequency feature extraction method for electronic communication signal anti-jamming

  
Mar 19, 2025

Cite
Download Cover

Farsad, N., & Goldsmith, A. (2018). Neural network detection of data sequences in communication systems. IEEE Transactions on Signal Processing, 66(21), 5663-5678. Farsad N. Goldsmith A. ( 2018 ). Neural network detection of data sequences in communication systems . IEEE Transactions on Signal Processing , 66 ( 21 ), 5663 - 5678 . Search in Google Scholar

Wang, Z., Wang, Q., Huang, W., & Xu, Z. (2017). Visible light communications: modulation and signal processing. John Wiley & Sons. Wang Z. Wang Q. Huang W. Xu Z. ( 2017 ). Visible light communications: modulation and signal processing . John Wiley & Sons . Search in Google Scholar

Zhang, X. D. (2022). Modern signal processing. Walter de Gruyter GmbH & Co KG. Zhang X. D. ( 2022 ). Modern signal processing . Walter de Gruyter GmbH & Co KG . Search in Google Scholar

Hippenstiel, R. D. (2017). Detection theory: applications and digital signal processing. CRC Press. Hippenstiel R. D. ( 2017 ). Detection theory: applications and digital signal processing . CRC Press . Search in Google Scholar

Yu, K., & Sato, T. (2019). Modeling and analysis of error process in 5G wireless communication using two-state Markov chain. IEEE Access, 7, 26391-26401. Yu K. Sato T. ( 2019 ). Modeling and analysis of error process in 5G wireless communication using two-state Markov chain . IEEE Access , 7 , 26391 - 26401 . Search in Google Scholar

Li, X., Dong, F., Zhang, S., & Guo, W. (2019). A survey on deep learning techniques in wireless signal recognition. Wireless Communications and Mobile Computing, 2019(1), 5629572. Li X. Dong F. Zhang S. Guo W. ( 2019 ). A survey on deep learning techniques in wireless signal recognition . Wireless Communications and Mobile Computing , 2019 ( 1 ), 5629572 . Search in Google Scholar

Chai, C. (2024). A rapid elimination of communication signal interference in complex electromagnetic environment. International Journal of Information and Communication Technology, 25(2), 168-180. Chai C. ( 2024 ). A rapid elimination of communication signal interference in complex electromagnetic environment . International Journal of Information and Communication Technology , 25 ( 2 ), 168 - 180 . Search in Google Scholar

Song, D. (2019). Feature extraction method of transmission signal in electronic communication network based on symmetric algorithm. Symmetry, 11(3), 410. Song D. ( 2019 ). Feature extraction method of transmission signal in electronic communication network based on symmetric algorithm . Symmetry , 11 ( 3 ), 410 . Search in Google Scholar

Wang, H., Li, J., Guo, L., Dou, Z., Lin, Y., & Zhou, R. (2017). Fractal complexity-based feature extraction algorithm of communication signals. Fractals, 25(04), 1740008. Wang H. Li J. Guo L. Dou Z. Lin Y. Zhou R. ( 2017 ). Fractal complexity-based feature extraction algorithm of communication signals . Fractals , 25 ( 04 ), 1740008 . Search in Google Scholar

Dong, J. (2022). Hybrid electromagnetic signal feature extraction. Wireless Communications and Mobile Computing, 2022(1), 3693790. Dong J. ( 2022 ). Hybrid electromagnetic signal feature extraction . Wireless Communications and Mobile Computing , 2022 ( 1 ), 3693790 . Search in Google Scholar

Song, Q., Li, H., Huang, J., Huang, P., Tan, X., Tao, Y., & Zeng, G. (2023). Weak signal extraction in non-stationary channel with weak measurement. Communications Physics, 6(1), 370. Song Q. Li H. Huang J. Huang P. Tan X. Tao Y. Zeng G. ( 2023 ). Weak signal extraction in non-stationary channel with weak measurement . Communications Physics , 6 ( 1 ), 370 . Search in Google Scholar

Patel, V., & Jiang, Z. (2024, July). An Initial Survey on Quantum Enhanced RF Signal Extraction in Cluttered Environments. In NAECON 2024-IEEE National Aerospace and Electronics Conference (pp. 136-141). IEEE. Patel V. Jiang Z. ( 2024 , July ). An Initial Survey on Quantum Enhanced RF Signal Extraction in Cluttered Environments . In NAECON 2024-IEEE National Aerospace and Electronics Conference (pp. 136 - 141 ). IEEE . Search in Google Scholar

Gong, B. (2024). Method of feature extraction of abnormal communication signal in network based on nonlinear technology. Nonlinear Engineering, 13(1), 20220369. Gong B. ( 2024 ). Method of feature extraction of abnormal communication signal in network based on nonlinear technology . Nonlinear Engineering , 13 ( 1 ), 20220369 . Search in Google Scholar

Hidawi, K., Tornaghi, O., Carminati, B., & Ferrari, E. (2024, June). RF-WAVEGUARD: Enhancing UAV Security Against Signal Jamming Attacks through Radio Frequency Watermarking. In Proceedings of the 2024 ACM Workshop on Secure and Trustworthy Cyber-Physical Systems (pp. 71-80). Hidawi K. Tornaghi O. Carminati B. Ferrari E. ( 2024 , June ). RF-WAVEGUARD: Enhancing UAV Security Against Signal Jamming Attacks through Radio Frequency Watermarking . In Proceedings of the 2024 ACM Workshop on Secure and Trustworthy Cyber-Physical Systems (pp. 71 - 80 ). Search in Google Scholar

Ding, H., Niu, Y., Zhou, Q., & Peng, X. (2024). A novel intelligent anti-jamming communication algorithm based on proximal policy optimization. Physical Communication, 102366. Ding H. Niu Y. Zhou Q. Peng X. ( 2024 ). A novel intelligent anti-jamming communication algorithm based on proximal policy optimization . Physical Communication , 102366 . Search in Google Scholar

Feng, Z. H. U., Qianqian, J. I. A. N. G., Chuan, L. I. N., & Xiao, Y. A. N. G. (2021). Typical wideband EMI identification based on support vector machine. Systems Engineering & Electronics, 43(9). Feng Z. H. U. Qianqian J. I. A. N. G. Chuan L. I. N. Xiao Y. A. N. G. ( 2021 ). Typical wideband EMI identification based on support vector machine . Systems Engineering & Electronics , 43 ( 9 ). Search in Google Scholar

Ruihui, P., Xingrui, W., Guohong, W., Dianxing, S., Zhong, Y., & Hongwen, L. (2024). Intelligent recognition and information extraction of radar complex jamming based on time-frequency features. Journal of Systems Engineering and Electronics. Ruihui P. Xingrui W. Guohong W. Dianxing S. Zhong Y. Hongwen L. ( 2024 ). Intelligent recognition and information extraction of radar complex jamming based on time-frequency features . Journal of Systems Engineering and Electronics . Search in Google Scholar

Huang, T., Xin, F., & Wang, J. (2023, June). Communication signal modulation recognition based on cyclic spectrum features and bagged decision tree. In Eighth International Conference on Electronic Technology and Information Science (ICETIS 2023) (Vol. 12715, pp. 179-188). SPIE. Huang T. Xin F. Wang J. ( 2023 , June ). Communication signal modulation recognition based on cyclic spectrum features and bagged decision tree . In Eighth International Conference on Electronic Technology and Information Science (ICETIS 2023) (Vol. 12715 , pp. 179 - 188 ). SPIE . Search in Google Scholar

XUE, D. X., Tao, S. H. A. N., DONG, S. J., & ZHANG, J. (2022). Recognition Method of Modulation Mode of Non-cooperative Communication Signal. Modern Defense Technology, 50(5), 152. XUE D. X. Tao S. H. A. N. DONG S. J. ZHANG J. ( 2022 ). Recognition Method of Modulation Mode of Non-cooperative Communication Signal . Modern Defense Technology , 50 ( 5 ), 152 . Search in Google Scholar

Yang, X. (2023). Feature extraction algorithm of anti-jamming cyclic frequency of electronic communication signal. Journal of Intelligent Systems, 32(1), 20220295. Yang X. ( 2023 ). Feature extraction algorithm of anti-jamming cyclic frequency of electronic communication signal . Journal of Intelligent Systems , 32 ( 1 ), 20220295 . Search in Google Scholar

Yawei Sun,Hongfeng Tao & Vladimir Stojanovic. (2024). Autoregressive data generation method based on wavelet packet transform and cascaded stochastic quantization for bearing fault diagnosis under unbalanced samples. Engineering Applications of Artificial Intelligence(PB),109402-109402. Yawei Sun Hongfeng Tao Vladimir Stojanovic ( 2024 ). Autoregressive data generation method based on wavelet packet transform and cascaded stochastic quantization for bearing fault diagnosis under unbalanced samples . Engineering Applications of Artificial Intelligence(PB) , 109402 - 109402 . Search in Google Scholar

Taiga Ishida & Hiroki Kishikawa. (2024). Modulation format conversion between BPSK and 8QAM signals using coherent interference and four-wave mixing. Japanese Journal of Applied Physics(6). Taiga Ishida Hiroki Kishikawa ( 2024 ). Modulation format conversion between BPSK and 8QAM signals using coherent interference and four-wave mixing . Japanese Journal of Applied Physics(6) . Search in Google Scholar

Wenzhuo Wang,Ying Shi & Junxiao Zhao. (2024). Stochastic soliton and rogue wave solutions of the nonlinear Schrödinger equation with white Gaussian noise. Physics Letters A129957-129957. Wenzhuo Wang Ying Shi Junxiao Zhao ( 2024 ). Stochastic soliton and rogue wave solutions of the nonlinear Schrödinger equation with white Gaussian noise . Physics Letters A 129957 - 129957 . Search in Google Scholar

Vijay Kalal & Brajesh Kumar Jha. (2024). Cancer detection with various classification models: A comprehensive feature analysis using HMM to extract a nucleotide pattern. Computational biology and chemistry108215. Vijay Kalal Brajesh Kumar Jha ( 2024 ). Cancer detection with various classification models: A comprehensive feature analysis using HMM to extract a nucleotide pattern . Computational biology and chemistry 108215 . Search in Google Scholar

Language:
English