Signal Separation for Automatic Dependent Surveillance-Broadcast Using Improved Single Antenna Project Algorithm
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摘要: 广播式自动相关监视(ADS-B)作为一种新的监视技术正受到国际民用航空组织(ICAO)的大力推广。然而,由于ADS-B信号传输具有随机性,多条信号交织问题不可避免。该文提出一种改进的单天线投影算法(PASA)。利用单通道分离交织信号,首先对单通道接收到的数据提出一种新的矩阵重构方式,从而降低两条信号之间的相对时延和频偏要求;然后利用投影算法分离交织信号。仿真实验结果验证了该算法的有效性。Abstract: The Automatic Dependent Surveillance-Broadcast (ADS-B), as a new surveillance technology, is being vigorously promoted by International Civil Aviation Organization (ICAO). However, overlapping among multiple signals is inevitable because of the randomness of ADS-B signal transmission. An improved Project Algorithm Single Antenna (PASA) algorithm which separates the overlapping signals with one single channel is proposed. Firstly, a new matrix reconstruction method for the data that received by single channel is proposed to decrease the requirement of relative time delay and frequency difference between two ADS-B signals, and then the overlapping signals can be separated by utilizing the projection algorithm. The effectiveness of the algorithm is verified by simulation experiments.
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表 1 两种算法复杂度对比
改进PASA PASA 算法复杂度 $23N_1^3 + 3kN_1^2 + 6{k^2} + 14k$ $23{M_1}N_2^3 + 3k{M_1}N_2^2 + 6{k^2} + 14k$ $ - k{N_1} - N_1^2 + 8$ $ - k{M_1}{N_2} - {M_1}N_2^2 + 8$ 表 2 接收机解码结果
AA DF 消息类型 高度(m) 经度(°) 纬度(°) 信号1 780AAA 17 空中位置消息 10000 117.5 37.5 信号2 780ABC 17 空中位置消息 11000 110.5 31.5 表 3 不同
$k$ 值对应的信号解码正确率(%)重构因子$k$ 30 31 32 33 34 35 36 37 38 39 解码正确率 51 73 82 90 92 95 93 88 84 81 -
张小飞, 汪飞, 陈伟华, 等. 阵列信号处理的理论与应用[M]. 2版. 北京: 国防工业出版社, 2013: 1–7.ZHANG Xiaofei, WANG Fei, CHEN Weihua, et al. Theory and Application of Array Signal Processing[M]. 2nd ed. Beijing: National Defense Industry Press, 2013: 1–7. 唐波, 程水英, 张浩. 基于多通道阵列处理的二次雷达混扰信号分选[J]. 电讯技术, 2014, 54(5): 534–540. doi: 10.3969/j.issn.1001-893x.2014.05.002TANG Bo, CHENG Shuiying, and ZHANG Hao. Separation of garbled secondary surveillance radar signal based on multichannel array processing[J]. Telecommunication Engineering, 2014, 54(5): 534–540. doi: 10.3969/j.issn.1001-893x.2014.05.002 孙兵, 阮怀林, 吴晨曦, 等. 基于Toeplitz协方差矩阵重构的互质阵列DOA估计方法[J]. 电子与信息学报, 2019, 41(8): 1924–1930. doi: 10.11999/JEIT181041SUN Bing, RUAN Huailin, WU Chenxi, et al. Direction of arrival estimation with coprime array based on Toeplitz covariance matrix reconstruction[J]. Journal of Electronics &Information Technology, 2019, 41(8): 1924–1930. doi: 10.11999/JEIT181041 NOVEY M and ADALI T. On extending the complex FastICA algorithm to noncircular sources[J]. IEEE Transactions on Signal Processing, 2008, 56(5): 2148–2154. doi: 10.1109/TSP.2007.911278 PETROCHILOS N and VAN DER VEEN A J. Algebraic algorithms to separate overlapping secondary surveillance radar replies[J]. IEEE Transactions on Signal Processing, 2007, 55(7): 3746–3759. doi: 10.1109/TSP.2007.894248 PETROCHILOS N, PIRACCI E G, and GALATI G. Improved MDA, a case for de-garbling SSR mode S replies[C]. 2014 Tyrrhenian International Workshop on Digital Communications-Enhanced Surveillance of Aircraft and Vehicles, Rome, Italy, 2014: 87–91. doi: 10.1109/TIWDC-ESAV.2014.6945454. PETROCHILOS N, GALATI G, and PIRACCI E. Separation of SSR signals by array processing in multilateration systems[J]. IEEE Transactions on Aerospace and Electronic Systems, 2009, 45(3): 965–982. doi: 10.1109/TAES.2009.5259177 卢丹, 赵敏同. 用于ADS-B解交织的高增益稳健PA算法[J]. 信号处理, 2018, 34(9): 1060–1067. doi: 10.16798/j.issn.1003-0530.2018.09.006LU Dan and ZHAO Mintong. A robust and high gain algorithm for separating overlapped ADS-B signal based on PA[J]. Journal of Signal Processing, 2018, 34(9): 1060–1067. doi: 10.16798/j.issn.1003-0530.2018.09.006 JANG G J, LEE T W, and OH Y H. Single-channel signal separation using time-domain basis function[J]. IEEE Signal Processing Letters, 2003, 10(6): 168–171. doi: 10.1109/LSP.2003.811630 HOPGOOD J R and RAYNER P J W. Single channel nonstationary stochastic signal separation using linear time-varying filters[J]. IEEE Transactions on Signal Processing, 2003, 51(7): 1739–1752. doi: 10.1109/TSP.2003.812837 CHENG Hao, TANG Bin, DU Jingjing, et al. Single channel pulse train radar signal separation using algebraic method[C]. 2009 IET International Radar Conference, Guilin, China, 2009: 1–4. doi: 10.1049/cp.2009.0285. 吴仁彪, 吴琛琛, 王文益. 基于累加分类的ADS-B交织信号处理方法[J]. 信号处理, 2017, 33(4): 572–576. doi: 10.16798/j.issn.1003-0530.2017.04.017WU Renbiao, WU Chenchen, and WANG Wenyi. A method of overlapped ADS-B signal processing based on accumulation and classification[J]. Journal of Signal Processing, 2017, 33(4): 572–576. doi: 10.16798/j.issn.1003-0530.2017.04.017 付卫红, 周新彪, 农斌. 单通道盲源分离的研究现状与展望[J]. 北京邮电大学学报, 2017, 40(5): 1–11. doi: 10.13190/j.jbupt.2017-001FU Weihong, ZHOU Xinbiao, and NONG Bin. The research of SCBSS technology: Survey and prospect[J]. Journal of Beijing University of Posts and Telecommunications, 2017, 40(5): 1–11. doi: 10.13190/j.jbupt.2017-001 李丞, 张玉, 唐波. 基于曼彻斯特编码算法的单通道二次雷达信号重构方法[J]. 探测与控制学报, 2018, 40(3): 66–69.LI Cheng, ZHANG Yu, and TANG Bo. Secondary surveillance radar replies received in single channel based on Manchester decoding algorithm[J]. Journal of Detection &Control, 2018, 40(3): 66–69. GALATI G, PETROCHILOS N, and PIRACCI E G. Degarbling Mode S replies received in single channel stations with a digital incremental improvement[J]. IET Radar, Sonar & Navigation, 2015, 9(6): 681–691. doi: 10.1049/iet-rsn.2014.0335 WANG Wenyi, WU Renbiao, and LIANG Junli. ADS-B signal separation based on blind adaptive beamforming[J]. IEEE Transactions on Vehicular Technology, 2019, 68(7): 6547–6556. doi: 10.1109/TVT.2019.2914233