Research on an Aviation Transponder Pulse Signal Detection Method Based on a Dynamic Hyperparameter Update Mechanism
(1.Institute of Electronic and Electrical Engineering, Civil Aviation Flight University of China, Chengdu 641419, China; 2.Xizang Chengfengyuan Technology Co., Ltd., Lhasa 851400, China)
Abstract
To improve the accuracy of aviation transponder signal pulse detection, a detection method for aviation transponder pulse signals based on a dynamic hyperparameter update mechanism is proposed. This method determines the dynamic threshold of the received signal sequence by constructing a hyperparameter mapping table, which addresses the problems of pulse false alarms, missed detections, and large positioning deviations existing in current algorithms under low Signal-to-Noise Ratio (SNR) scenarios. Through computer simulations, comparative analyses are conducted from multiple dimensions, including the effectiveness of pulse marking false alarms and missed detections, the Root Mean Square Error (RMSE) of pulse estimation, and the computation time. The results of simulation experiments demonstrate that the proposed method not only enhances detection accuracy but also reduces time complexity. It outperforms existing comparative methods in both pulse detection accuracy and computational time complexity, showing significant engineering application value.
Keywords
Secondary Surveillance Radar (SSR); pulse position detection; aviation transponder signal; ADS-B; Constant False Alarm Rate Detector (CFAR)
References
- [1] Wang Wenyi, Meng Zhenzhen Low complexity single antenna ADS-B interleaving position detection [J]. Signal Processing, 2020, 36 (4): 611-619
- [2] Wang Kai, Liu Hongbin Design of Coding Circuit for ATC A/C Mode Answering Machine [J]. Electronic Devices, 2021, 44 (1): 57-61
- [3] Zhu Yongjie, Cui Xiangyang, Lei Zhanghua Design of simulation software for air traffic control A/C mode secondary radar [J]. Technological Innovation and Application, 2023, 13 (1): 47-50
- [4] JIMÉNEZ JIMÉNEZ L P,GARCÍA F D A,ALVARADO M C L,et al. A General CA-CFAR Performance Analysis for Weibull-Distributed Clutter Environments [J].IEEE Geoscience and Remote Sensing Letters,2022,19:1-5.
- [5] ZAIMBASHI A,TABAN M R,NAYEBI M M. Order Statistic and Maximum Likelihood Distributed CFAR Detectors in Weibull Background [C]//2007 IEEE Radar Conference.Waltham:IEEE,2007:491-496.
- [6] KERBAA T H,MEZACHE A. Improved Decentralized SO-CFAR and GO-CFAR Detectors via Moth Flame Algorithm [C]//2022 International Conference of Advanced Technology in Electronic and Electrical Engineering (ICATEEE).M'sila:IEEE,2022:1-5.
- [7] WEISS M. Analysis of Some Modified Cell-Averaging CFAR Processors in Multiple-Target Situations [J].IEEE Trans. Aerosp. Electron. Syst,1982,18(1):102-114.
- [8] Minimum Operational Performance Standards for 1090 MHz Extended Squitter ADS-B and TIS-B:RTCA DO-260B [S].Washington:RTCA,2009.
- [9] Wang Hong, Liu Changzhong, Wang Xuegang, etc S-mode preamble pulse detection method [J]. Journal of University of Electronic Science and Technology of China, 2010, 39 (4): 486-489
- [10] GALATI G,GASBARRA M,PIRACCI E G. Decoding Techniques for SSR Mode S Signals in High Traffic Environment [C]// 2005 European Microwave Conference.Paris:IEEE,2005:383-386.
- [11] Zhang Tao, Tang Xiaoming, Song Hongliang A method for ADS-B header cross-correlation detection [J]. Telecommunications Technology, 2016, 56 (2): 156-160
- [12] Ma Yongsheng, Guo Fucheng, Zhang Min, etc Low signal-to-noise ratio S-mode response signal correlation detection method [J]. Signal Processing, 2017, 33 (10): 1293-1300
- [13] Weiwei S-mode ADS-B response signal recognition based on pulse detection and DF matching [J]. China Radio, 2023 (12): 68-70
- [14] Li Jinxin, Huang Wuqi, Jiang Yilin Radar pulse signal detection and arrival time estimation based on LSTM [J]. Ship Electronic Warfare, 2025, 48 (4): 69-73
- [15] Zhang Peng, Wang Yunfeng Identification method of A/C mode response signal for airborne transponder [J]. Signal Processing, 2012, 28 (4): 559-564
- [16] LIU J A,GUO L,ZHANG L L. ADS-B Signal Decoding Algorithm Based on Multi-Symbol Joint Decoding [C]//2023 6th International Conference on Information Communication and Signal Processing (ICICSP).Xi'an:IEEE,2023:358-362.
- [17] JOHANNSEN N L,GRUNDMANN L,MANTEUFFEL D,et al. Aircraft transponder signaling concepts using multi-mode multi-port antenna [C]//2022 13th International Conference on Information and Communication Technology Convergence (ICTC).Jeju Island:IEEE,2022:1354-1358.
Funding
National Key Laboratory Open Fund Project (6142413204007006); Lhasa Science and Technology Plan Project (LSKJ202456); Sichuan Provincial Natural Science Foundation General Project (24NSFSC1673)
About the authors
Hong Yunhai (November 2000-), male, Han ethnicity, from Ganzhou, Jiangxi Province, is a master's student majoring in airborne aviation response signal separation technology; Fan Rong (July 1984-), male, Han ethnicity, from Langzhong, Sichuan, associate professor, doctoral student, research interests: aviation electronics, signal processing.