Energy Density-Based Median Filter: Detection and Suppression of Impulse Noise Clusters in Aircraft-Induced Seismic Signal

被引:1
作者
Pang, Zhongqin [1 ,2 ]
Jiang, Tao [1 ,2 ]
Li, Shuang [1 ,2 ]
Wang, Xin [1 ,2 ]
机构
[1] Jilin Univ, Coll Instrumentat & Elect Engn, Changchun 130061, Jilin, Peoples R China
[2] Jilin Univ, Key Lab Geophys Explorat Equipment, Minist Educ China, Changchun 130026, Peoples R China
关键词
Acoustic-to-seismic coupling; energy density (ED); impulse noise cluster;
D O I
10.1109/LGRS.2024.3432549
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
False detection often occurs when detecting aircraft by the acoustic-to-seismic coupling phenomenon, which is due to the existence of impulse noise and impulse noise clusters in the collected signals. Due to the similarity between aircraft signals and impulse noise clusters in both time and frequency domains, the existing noise suppression methods are difficult to effectively suppress noise when dealing with impulse noise clusters and may damage the aircraft signal, which will affect the result of detection and further research. The analysis shows that there are differences in energy density (ED) between impulse noise clusters and aircraft signals. Therefore, this letter proposes an ED-based median (EDBM) filter to suppress impulse noise clusters. We determine the approximate location and duration of the aircraft signals and noise by the characteristic function and envelope. Whether it is noise is judged by its ED, and the impulse noise is suppressed by median filter. The EDBM filter has great suppression effect and little damage in the case of different noise durations, and the false detection rate (FDR) is significantly reduced in both numerical simulation and actual data.
引用
收藏
页数:5
相关论文
共 15 条
[1]   Denoising and improving the quality of seismic data using combination of DBM filter and FX deconvolution [J].
Bagheri, Majid ;
Riahi, Mohammad Ali ;
Hashemi, Hosein .
ARABIAN JOURNAL OF GEOSCIENCES, 2017, 10 (19)
[2]   APPLICATIONS OF MEDIAN FILTERING TO DECONVOLUTION, PULSE ESTIMATION, AND STATISTICAL EDITING OF SEISMIC DATA [J].
BEDNAR, JB .
GEOPHYSICS, 1983, 48 (12) :1598-1610
[3]   Color Random Valued Impulse Noise Removal Based on Quaternion Convolutional Attention Denoising Network [J].
Cao, Yiqin ;
Fu, Yangyi ;
Zhu, Zhiliang ;
Rao, Zhechu .
IEEE SIGNAL PROCESSING LETTERS, 2022, 29 :369-373
[4]   Identifying attacks in the Russia-Ukraine conflict using seismic array data [J].
Dando, Ben D. E. ;
Goertz-Allmann, Bettina P. ;
Brissaud, Quentin ;
Kohler, Andreas ;
Schweitzer, Johannes ;
Kvaerna, Tormod ;
Liashchuk, Alexander .
NATURE, 2023, 621 (7980) :767-+
[5]   Identification and Location Method of Microseismic Event Based on Improved STA/LTA Algorithm and Four-Cell-Square-Array in Plane Algorithm [J].
Li, Shu-cai ;
Cheng, Shuai ;
Li, Li-ping ;
Shi, Shao-shuai ;
Zhang, Ming-guang .
INTERNATIONAL JOURNAL OF GEOMECHANICS, 2019, 19 (07)
[6]   Identifying P-phase arrivals with noise: An improved Kurtosis method based on DWT and STA/LTA [J].
Li, Xibing ;
Shang, Xueyi ;
Wang, Zewei ;
Dong, Longjun ;
Weng, Lei .
JOURNAL OF APPLIED GEOPHYSICS, 2016, 133 :50-61
[7]   Acoustic-seismic coupling for a wide range of angles of incidence and frequencies using signals of jet-aircraft overflights [J].
Liebsch, Mattes ;
Altmann, Juergen .
JOURNAL OF SOUND AND VIBRATION, 2016, 385 :202-218
[8]   Removal of a series of spikes from magnetic resonance sounding signal by combining empirical mode decomposition and wavelet thresholding [J].
Lin, Tingting ;
Yu, Sijia ;
Wang, Pengfei ;
Fan, Tiehu ;
Zhang, Yang .
REVIEW OF SCIENTIFIC INSTRUMENTS, 2022, 93 (02)
[9]   A 1D time-varying median filter for seismic random, spike-like noise elimination [J].
Liu, Yang ;
Liu, Cai ;
Wang, Dian .
GEOPHYSICS, 2009, 74 (01) :V17-V24
[10]   High Density Impulse Noise Detection using Fuzzy C-means Algorithm [J].
Singh, Isha ;
Verma, Om Prakash .
DEFENCE SCIENCE JOURNAL, 2016, 66 (01) :30-36