{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T11:12:09Z","timestamp":1768993929444,"version":"3.49.0"},"reference-count":40,"publisher":"MDPI AG","issue":"21","license":[{"start":{"date-parts":[[2022,11,7]],"date-time":"2022-11-07T00:00:00Z","timestamp":1667779200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"the National Natural Science Foundation of China (NSFC)","doi-asserted-by":"publisher","award":["62003354"],"award-info":[{"award-number":["62003354"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>The global satellite navigation system represented by global position systems (GPS) has been widely used in civil and military fields, and has become an important cornerstone of space-time information services. However, the frequency band of satellite navigation signals is open, and the frequency points overlap with some radars and communication systems, which brings challenges to the application of satellite navigation. Time-domain adaptive filtering technology is a typical anti-jamming method which can suppress the narrow-band interference faced by satellite navigation. However, in the process of suppressing narrow-band interference, the navigation signal will be distorted, which is mainly reflected in the distortion of the spectrum of the navigation signal, which will lead to the enhancement of the side lobes in the correlation function. In this paper, we focus on time-domain adaptive anti-jamming, study the mechanism of correlation function sidelobes lift caused by narrow-band interference suppression, and propose a correlation function sidelobes suppression method based on time-domain adaptive anti-jamming, which can be realized without losing anti-jamming performance. The simulation experiment verifies the validity of the mechanism analysis of the sidelobes lift of the correlation function and the effectiveness of the proposed method. The analysis results and the proposed method are of great significance, which is reflected in the improvement of the anti-jamming performance and acquisition performance of satellite navigation receivers.<\/jats:p>","DOI":"10.3390\/rs14215609","type":"journal-article","created":{"date-parts":[[2022,11,8]],"date-time":"2022-11-08T08:17:12Z","timestamp":1667895432000},"page":"5609","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Sidelobes Suppression for Time Domain Anti-Jamming of Satellite Navigation Receivers"],"prefix":"10.3390","volume":"14","author":[{"given":"Wenxiang","family":"Liu","sequence":"first","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3277-0504","authenticated-orcid":false,"given":"Zukun","family":"Lu","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhiying","family":"Wang","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"},{"name":"Beijing Satellite Navigation Center, Beijing 100080, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xianghao","family":"Li","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zongnan","family":"Li","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Wei","family":"Xiao","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaozhou","family":"Ye","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhi","family":"Wang","sequence":"additional","affiliation":[{"name":"Transcom (Shanghai) Technology Co., Ltd., Shanghai 201601, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jie","family":"Song","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jia","family":"Qiao","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Baiyu","family":"Li","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Technology, National University of Defense Technology, Changsha 410073, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2022,11,7]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1109\/TGRS.2019.2934016","article-title":"Impact of GPS processing on the estimation of snow water equivalent using refracted GPS signals","volume":"58","author":"Ladina","year":"2020","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1109\/LGRS.2019.2916164","article-title":"Spatial Resolution in GNSS-R Under Coherent Scattering","volume":"17","author":"Camps","year":"2020","journal-title":"IEEE Geosci. Remote Sens. Lett."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Zhang, P., Tu, R., Zhang, R., Gao, Y., and Cai, H. (2018). Combining GPS, BeiDou, and Galileo Satellite Systems for Time and Frequency Transfer Based on Carrier Phase Observations. Remote Sens., 10.","DOI":"10.3390\/rs10020324"},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Chen, H., Niu, F., Su, X., Gegn, T., Liu, Z., and Li, Q. (2021). Initial Results of Modeling and Improvement of BDS-2\/GPS Broadcast Ephemeris Satellite Orbit Based on BP and PSO-BP Neural Networks. Remote Sens., 13.","DOI":"10.3390\/rs13234801"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"420","DOI":"10.1016\/j.measurement.2012.07.018","article-title":"Experimental assessment of high-rate GPS receivers for deformation monitoring of bridge","volume":"46","author":"Yi","year":"2013","journal-title":"Measurement"},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Chertova, O.G., and Chirov, D.S. (2022, January 30). Development Prospects of the ERA-GLONASS System. Proceedings of the 2022 Wave Electronics and Its Application in Information and Telecommunication Systems (WECONF), St-Petersburg, Russia.","DOI":"10.1109\/WECONF55058.2022.9803699"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"7881","DOI":"10.1109\/TITS.2021.3074102","article-title":"High-Resolution Spectral Estimation for Continuous Wave Jamming Mitigation of GNSS Signals in Autonomous Vehicles","volume":"23","author":"Elghamrawy","year":"2022","journal-title":"IEEE Trans. Intell. Transp. Syst."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"154253","DOI":"10.1109\/ACCESS.2019.2948823","article-title":"A Compact Antenna for GPS Anti-Jamming in Airborne Applications","volume":"7","author":"Rezazadeh","year":"2019","journal-title":"IEEE Access"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"1397","DOI":"10.1109\/LAWP.2016.2639068","article-title":"A High-Temperature Stable Antenna Array for the Satellite Navigation System","volume":"16","author":"Liu","year":"2017","journal-title":"IEEE Antennas Wirel. Propag. Lett."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Lu, Z., Chen, F., Xie, Y., Sun, Y., and Cai, H. (2020). High Precision Pseudo-Range Measurement in GNSS Anti-jamming Antenna Array Processing. Electronics, 9.","DOI":"10.3390\/electronics9030412"},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"451","DOI":"10.1109\/JSYST.2013.2283753","article-title":"Design of GPS Anti-Jamming Systems Using Adaptive Notch Filters","volume":"9","author":"Chien","year":"2015","journal-title":"IEEE Syst. J."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"4413417","DOI":"10.1109\/TGRS.2022.3201581","article-title":"Robustness of Vegetation Optical Depth Retrievals Based on L-Band Global Radiometry","volume":"60","author":"Chaparro","year":"2022","journal-title":"IEEE Trans. Geosci. Remote Sens."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Xu, W., Xing, W., Fang, C., Huang, P., Tan, W., and Gao, Z. (2020). RFI Suppression for SAR Systems Based on Removed Spectrum Iterative Adaptive Approach. Remote Sens., 12.","DOI":"10.3390\/rs12213520"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1155\/2016\/2154763","article-title":"Assessment of Measurement Distortions in GNSS Antenna Array Space-Time Processing","volume":"2","author":"Marathe","year":"2016","journal-title":"Int. J. Antennas Propag."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"383","DOI":"10.1049\/iet-rsn.2017.0416","article-title":"Blind Adaptive Channel Mismatch Equalization Method for GNSS Antenna Arrays","volume":"12","author":"Lu","year":"2018","journal-title":"IET Radar Sonar Navig."},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Zhou, Q., Zheng, H., Wu, X., Yue, X., Chen, Z., and Wang, Q. (2020). Fractional Fourier Transform-Based Radio Frequency Interference Suppression for High-Frequency Surface Wave Radar. Remote Sens., 12.","DOI":"10.3390\/rs12010075"},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"1327","DOI":"10.1109\/JPROC.2016.2525938","article-title":"Protecting GNSS Receivers From Jamming and Interference","volume":"104","author":"Gao","year":"2016","journal-title":"Proc. IEEE"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Song, J., Lu, Z., Xiao, Z., Li, B., and Sun, G. (2022). Optimal Order of Time-Domain Adaptive Filter for Anti-jamming Navigation Receiver. Remote Sens., 14.","DOI":"10.3390\/rs14010048"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"2010","DOI":"10.1109\/JSYST.2018.2882769","article-title":"Keeping UAVs under control during GPS jamming","volume":"13","author":"Bertold","year":"2019","journal-title":"IEEE Syst. J."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1909708","DOI":"10.1155\/2016\/1909708","article-title":"Impact on Anti-jamming Performance of Channel Mismatch in GNSS Antenna Arrays Receivers","volume":"2016","author":"Lu","year":"2016","journal-title":"Int. J. Antennas Propag."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Kim, S., Park, K., and Seo, J. (2019, January 23\u201326). Mitigation of GPS Chirp Jammer Using a Transversal FIR Filter and LMS Algorithm. Proceedings of the 34th International Technical Conference on Circuits\/Systems, Computers and Communications (ITC-CSCC), JeJu, Korea.","DOI":"10.1109\/ITC-CSCC.2019.8793441"},{"key":"ref_22","doi-asserted-by":"crossref","unstructured":"Nouri, M., Aghdam, S.A., and Vakili, V.T. (2011, January 19\u201321). An optimal method for narrowband interference mitigation in the GPS. Proceedings of the Fourth International Conference on Modeling, Simulation and Applied Optimization, Kuala Lumpur, Malaysia.","DOI":"10.1109\/ICMSAO.2011.5775480"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"5798","DOI":"10.1109\/TSP.2019.2946028","article-title":"Adaptive Filter Approach for GPS Multipath Estimation Under Correntropy Criterion in Dynamic Multipath Environment","volume":"67","author":"Cheng","year":"2019","journal-title":"IEEE Trans. Signal Process."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1161","DOI":"10.1049\/iet-rsn.2016.0582","article-title":"Optimal reference element for interference suppression in GNSS antenna arrays under channel mismatch","volume":"11","author":"Lu","year":"2017","journal-title":"IET Radar Sonar Navig."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"803","DOI":"10.1109\/TAES.1979.308765","article-title":"The power-inversion adaptive array: Concept and performance","volume":"15","author":"Compton","year":"1979","journal-title":"IEEE Trans. Aerosp. Electron. Syst."},{"key":"ref_26","first-page":"1","article-title":"GNSS array receiver faced with overloaded interferences: Anti-jamming performance and the incident directions of interferences","volume":"99","author":"Jie","year":"2022","journal-title":"J. Syst. Eng. Electron."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"2813","DOI":"10.1109\/TIM.2017.2728420","article-title":"Adaptive Time Taps of STAP Under Channel Mismatch for GNSS Antenna Arrays","volume":"66","author":"Lu","year":"2017","journal-title":"IEEE Trans. Instrum. Meas."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Lu, Z., Song, J., Huang, L., Ren, C., Xiao, Z., and Li, B. (2022). Distortionless 1\/2 Overlap Windowing in Frequency Domain Anti-Jamming of Satellite Navigation Receivers. Remote Sens., 14.","DOI":"10.3390\/rs14081801"},{"key":"ref_29","unstructured":"Fan, G. (2016). Research on High Precision Ranging Technology of Anti-Jamming Receiver under Non-Ideal Channel. [Doctoral Dissertation, National University of Defense Technology]."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Zhou, Z., and Wei, Y. (2021, January 13\u201316). The Influence of Automatic Gain Control on Narrowband Frequency Domain GPS Anti-Jamming Receiver. Proceedings of the IEEE 21st International Conference on Communication Technology (ICCT), Tianjin, China.","DOI":"10.1109\/ICCT52962.2021.9658085"},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Li, X., Chen, F., Lu, Z., Liu, Z., and Ou, G. (2020, January 15\u201317). Overview of Anti-Jamming Technology Based on GNSS Single-Antenna Receiver. Proceedings of the 3rd International Conference on Geoinformatics and Data Analysis (ICGDA), Marseille, France.","DOI":"10.1145\/3397056.3397077"},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Zhang, T., Zhao, H., Cui, X., and Lu, M. (2012, January 22\u201325). The Upper Bound of Anti-Jamming Capability for GNSS Receivers with Finite Quantization Bits. Proceedings of the China Satellite Navigation Conference (CSNC), Beijing, China.","DOI":"10.1007\/978-3-642-29193-7_61"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"668","DOI":"10.1109\/7.489510","article-title":"Range sidelobe reduction for the quadriphase codes","volume":"32","author":"Blinchikoff","year":"1996","journal-title":"IEEE Trans. Aerosp. Electron. Syst."},{"key":"ref_34","unstructured":"Li, Z. (2004). Research on Anti-Jamming Technology of Satellite Positioning Receiver. [Ph.D. Thesis, National University of Defense Technology]."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Xue, B., Gai, M., Shen, F., and Liu, N. (2011, January 6\u20138). A novel method of multipath mitigation for C\/A code tracking loop based on wavelet transform. Proceedings of the IEEE International Conference on Information and Automation, Shenzhen, China.","DOI":"10.1109\/ICINFA.2011.5949085"},{"key":"ref_36","first-page":"1094","article-title":"A variable step size LMS adaptive filtering algorithm and analysis","volume":"29","author":"Gao","year":"2001","journal-title":"Chin. Electron. J."},{"key":"ref_37","doi-asserted-by":"crossref","unstructured":"Liu, Y.-J., and Hu, H.-Y. (2009, January 24). The Research on GPS Frequency Domain Anti-Jamming Algorithms. Proceedings of the 5th International Conference on Wireless Communications, Networking and Mobile Computing, Beijing, China.","DOI":"10.1109\/WICOM.2009.5302508"},{"key":"ref_38","unstructured":"Cui, J., Chen, N., and He, P. (2016, January 20\u201322). Adaptive anti jamming algorithm for GNSS software receiver. Proceedings of the IEEE Information Technology, Networking, Electronic and Automation Control Conference, Chongqing, China."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"227","DOI":"10.1109\/TAES.2020.3011999","article-title":"A Comparative Performance Analysis of GPS L1 C\/A, L5 Acquisition and Tracking Stages Under Polar and Equatorial Scintillations","volume":"57","author":"Savas","year":"2021","journal-title":"IEEE Trans. Aerosp. Electron. Systems."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"4224","DOI":"10.1109\/TAES.2020.2990149","article-title":"A GPS Spoofing Detection and Classification Correlator-Based Technique Using the LASSO","volume":"56","author":"Schmidt","year":"2020","journal-title":"IEEE Trans. Aerosp. Electron. 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