{"id":3442,"date":"2025-09-15T20:38:15","date_gmt":"2025-09-15T20:38:15","guid":{"rendered":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3442"},"modified":"2025-09-16T02:42:13","modified_gmt":"2025-09-16T02:42:13","slug":"detecting-orbital-communication-impersonation-via-robust-fingerprints-and-ghost-space-scoring","status":"publish","type":"page","link":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3442","title":{"rendered":"Detecting Orbital Communication Impersonation via Robust Fingerprints and Ghost-space Scoring"},"content":{"rendered":"\n<div data-wp-interactive=\"core\/file\" class=\"wp-block-file\"><object data-wp-bind--hidden=\"!state.hasPdfPreview\" hidden class=\"wp-block-file__embed\" data=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/Detecting-Orbital-Communication-Impersonation-via-Robust-Fingerprints-and-Ghost-space-Scoring-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\" type=\"application\/pdf\" style=\"width:100%;height:600px\" aria-label=\"Embed of Detecting Orbital Communication Impersonation via Robust Fingerprints and Ghost-space Scoring Benjamin J Gilbert College of the Mainland Robotic Process Automation.\"><\/object><a id=\"wp-block-file--media-2c3c2dd5-7466-4ca6-b0a0-840c30782fe7\" href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/Detecting-Orbital-Communication-Impersonation-via-Robust-Fingerprints-and-Ghost-space-Scoring-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\">Detecting Orbital Communication Impersonation via Robust Fingerprints and Ghost-space Scoring Benjamin J Gilbert College of the Mainland Robotic Process Automation<\/a><a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/Detecting-Orbital-Communication-Impersonation-via-Robust-Fingerprints-and-Ghost-space-Scoring-Benjamin-J-Gilbert-College-of-the-Mainland-Robotic-Process-Automation.pdf\" class=\"wp-block-file__button wp-element-button\" download aria-describedby=\"wp-block-file--media-2c3c2dd5-7466-4ca6-b0a0-840c30782fe7\">Download<\/a><\/div>\n\n\n\n<p>We study orbital communication impersonation<br>(\u201dmimics\u201d) and show that robust fingerprint matching fused with<br>ghost-space scoring sustains low FPR under realistic SNR, timing<br>jitter, and partial-band occlusions. We provide a reproducible<br>pipeline with JSON\u2192TeX tooling.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-opt-id=1609107568  fetchpriority=\"high\" decoding=\"async\" width=\"619\" height=\"546\" src=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:auto\/h:auto\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-68.png\" alt=\"\" class=\"wp-image-3444\" srcset=\"https:\/\/ml6vmqguit1n.i.optimole.com\/w:619\/h:546\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-68.png 619w, https:\/\/ml6vmqguit1n.i.optimole.com\/w:300\/h:265\/q:mauto\/f:best\/https:\/\/172-234-197-23.ip.linodeusercontent.com\/wp-content\/uploads\/2025\/09\/image-68.png 300w\" sizes=\"(max-width: 619px) 100vw, 619px\" \/><\/figure>\n\n\n\n<p>\\author{<\/p>\n\n\n\n<p>&nbsp; &nbsp; \\IEEEauthorblockN{Benjamin J. Gilbert}<\/p>\n\n\n\n<p>&nbsp; &nbsp; \\IEEEauthorblockA{<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; Spectrcyde RF Quantum SCYTHE\\\\<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; College of the Mainland\\\\<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; Robotic Process Automation\\\\<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; Email: bgilbert2@com.edu\\\\<\/p>\n\n\n\n<p>&nbsp; &nbsp; &nbsp; &nbsp; ORCID: 0009-0006-2298-6538<\/p>\n\n\n\n<p>&nbsp; &nbsp; }<\/p>\n\n\n\n<p><a href=\"https:\/\/consciousness.arizona.edu\/sites\/default\/files\/2025-06\/Program-Abstracts-june-16_1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/consciousness.arizona.edu\/sites\/default\/files\/2025-06\/Program-Abstracts-june-16_1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] THE SCIENCE OF CONSCIOUSNESS Barcelona July 6-11, 2025<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/consciousness.arizona.edu\/sites\/default\/files\/2025-06\/Program-Abstracts-june-16_1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Welcome to the 31st annual &#8216;The Science of Consciousness&#8217; (&#8216;TSC&#8217;) Conference, the world&#8217;s largest, longest running, interdisciplinary and premier gathering &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/consciousness.arizona.edu\/sites\/default\/files\/2025-06\/Program-Abstracts-june-16_1.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">consciousness.arizona.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/news.ufl.edu\/2022\/07\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/news.ufl.edu\/2022\/07\/\" target=\"_blank\" rel=\"noreferrer noopener\">UF News &#8211; University of Florida<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/news.ufl.edu\/2022\/07\/\" target=\"_blank\" rel=\"noreferrer noopener\">Using artificial intelligence, researchers have discovered what is likely the largest animal mimicry complex on Earth, changing the way we see, or rather hear, &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/news.ufl.edu\/2022\/07\/\" target=\"_blank\" rel=\"noreferrer noopener\">news.ufl.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.aafs.org\/sites\/default\/files\/media\/documents\/2025Proceedings_2.3.25.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.aafs.org\/sites\/default\/files\/media\/documents\/2025Proceedings_2.3.25.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] PROCEEDINGS &#8211; American Academy of Forensic Sciences<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.aafs.org\/sites\/default\/files\/media\/documents\/2025Proceedings_2.3.25.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">The Proceedings of the American Academy of Forensic Sciences is an official publication of the American Academy of Forensic Sciences (AAFS).<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.aafs.org\/sites\/default\/files\/media\/documents\/2025Proceedings_2.3.25.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">aafs.org<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.facebook.com\/groups\/LetsGoKings\/posts\/2616219925222249\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.facebook.com\/groups\/LetsGoKings\/posts\/2616219925222249\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kings Team Performance and Strategy Discussion &#8211; Facebook<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.facebook.com\/groups\/LetsGoKings\/posts\/2616219925222249\/\" target=\"_blank\" rel=\"noreferrer noopener\">Detroit scored a goal after individual mistake of #44&#8230; 2 yrs.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.facebook.com\/groups\/LetsGoKings\/posts\/2616219925222249\/\" target=\"_blank\" rel=\"noreferrer noopener\">facebook.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/physics.case.edu\/events\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/physics.case.edu\/events\/\" target=\"_blank\" rel=\"noreferrer noopener\">Events &#8211; CWRU Physics<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/physics.case.edu\/events\/\" target=\"_blank\" rel=\"noreferrer noopener\">The direct detection of gravitational waves in 2015 has marked the beginning of a new era for science where we are now able to \u201chear\u201d the Universe through a new &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/physics.case.edu\/events\/\" target=\"_blank\" rel=\"noreferrer noopener\">physics.case.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/vertpaleo.org\/wp-content\/uploads\/2024\/10\/2024_SVP_Program_Final3.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/vertpaleo.org\/wp-content\/uploads\/2024\/10\/2024_SVP_Program_Final3.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] SVP 84th ANNUAL MEETING &#8211; Society of Vertebrate Paleontology<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/vertpaleo.org\/wp-content\/uploads\/2024\/10\/2024_SVP_Program_Final3.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">The Host Committee of the 84th Annual Meeting is excited to welcome all participants to the Society of Vertebrate Paleontology&#8217;s.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/vertpaleo.org\/wp-content\/uploads\/2024\/10\/2024_SVP_Program_Final3.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">vertpaleo.org<\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/www.ai.mit.edu\/publications\/pubsDB\/pubs.html\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/www.ai.mit.edu\/publications\/pubsDB\/pubs.html\" target=\"_blank\" rel=\"noreferrer noopener\">AI Publications &#8211; MIT CSAIL<\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/www.ai.mit.edu\/publications\/pubsDB\/pubs.html\" target=\"_blank\" rel=\"noreferrer noopener\">This thesis argues for enculturating humanoid robots using infant development as a metaphor for building a humanoid robot&#8217;s cognitive abilities.<\/a><\/p>\n\n\n\n<p><a href=\"http:\/\/www.ai.mit.edu\/publications\/pubsDB\/pubs.html\" target=\"_blank\" rel=\"noreferrer noopener\">ai.mit.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rifters.com\/real\/Blindsight.htm\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rifters.com\/real\/Blindsight.htm\" target=\"_blank\" rel=\"noreferrer noopener\">Blindsight by Peter Watts &#8211; Rifters<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rifters.com\/real\/Blindsight.htm\" target=\"_blank\" rel=\"noreferrer noopener\">For the longest time it hadn&#8217;t even been real: just a probabilistic ghost until Theseus got close enough to collapse the waveform. A quantum particle, heavy as &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rifters.com\/real\/Blindsight.htm\" target=\"_blank\" rel=\"noreferrer noopener\">rifters.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.lincoln.edu\/_files\/academics\/Lincoln-Humanities-Journal-Vol-4-2016.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.lincoln.edu\/_files\/academics\/Lincoln-Humanities-Journal-Vol-4-2016.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] The Lincoln Humanities Journal Panopticon: Surveillance &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.lincoln.edu\/_files\/academics\/Lincoln-Humanities-Journal-Vol-4-2016.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">The Lincoln Humanities Journal, ISSN 2474-7726 (print), ISSN 2474-7726 (online), is an interdisciplinary double blind peer-reviewed journal published once a &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.lincoln.edu\/_files\/academics\/Lincoln-Humanities-Journal-Vol-4-2016.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">lincoln.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linfield.edu\/assets\/files\/catalog\/16-17_catalog.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linfield.edu\/assets\/files\/catalog\/16-17_catalog.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] 2016-17 &#8211; course catalog &#8211; Linfield University<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linfield.edu\/assets\/files\/catalog\/16-17_catalog.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">The chemistry program is approved by the American Chemical Association. Programs offered online through Online and Continuing Education are authorized by the &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.linfield.edu\/assets\/files\/catalog\/16-17_catalog.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">linfield.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.mdpi.com\/1424-8220\/24\/13\/4210\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.mdpi.com\/1424-8220\/24\/13\/4210\" target=\"_blank\" rel=\"noreferrer noopener\">Recent Advances on Jamming and Spoofing Detection in GNSS<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.mdpi.com\/1424-8220\/24\/13\/4210\" target=\"_blank\" rel=\"noreferrer noopener\">This survey offers the reader a comprehensive and systematic review of methods for detection of GNSS jamming and spoofing interferences.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.mdpi.com\/1424-8220\/24\/13\/4210\" target=\"_blank\" rel=\"noreferrer noopener\">mdpi.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.researchgate.net\/publication\/381909007_Recent_Advances_on_Jamming_and_Spoofing_Detection_in_GNSS\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.researchgate.net\/publication\/381909007_Recent_Advances_on_Jamming_and_Spoofing_Detection_in_GNSS\" target=\"_blank\" rel=\"noreferrer noopener\">Recent Advances on Jamming and Spoofing Detection in GNSS<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.researchgate.net\/publication\/381909007_Recent_Advances_on_Jamming_and_Spoofing_Detection_in_GNSS\" target=\"_blank\" rel=\"noreferrer noopener\">This survey offers the reader a comprehensive and systematic review of methods for detection of GNSS jamming and spoofing interferences.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.researchgate.net\/publication\/381909007_Recent_Advances_on_Jamming_and_Spoofing_Detection_in_GNSS\" target=\"_blank\" rel=\"noreferrer noopener\">researchgate.net<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.septentrio.com\/en\/learn-more\/insights\/osnma-latest-gnss-anti-spoofing-security\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.septentrio.com\/en\/learn-more\/insights\/osnma-latest-gnss-anti-spoofing-security\" target=\"_blank\" rel=\"noreferrer noopener\">OSNMA: the latest in GNSS anti-spoofing security &#8211; Septentrio<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.septentrio.com\/en\/learn-more\/insights\/osnma-latest-gnss-anti-spoofing-security\" target=\"_blank\" rel=\"noreferrer noopener\">OSNMA secures Galileo signals against spoofing by enabling authentication of navigation data, which carries information about satellite location.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.septentrio.com\/en\/learn-more\/insights\/osnma-latest-gnss-anti-spoofing-security\" target=\"_blank\" rel=\"noreferrer noopener\">septentrio.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/39686235\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/39686235\/\" target=\"_blank\" rel=\"noreferrer noopener\">Satellite Fingerprinting Methods for GNSS Spoofing Detection<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/39686235\/\" target=\"_blank\" rel=\"noreferrer noopener\">This paper analyzes the potential of satellite fingerprinting methods for GNSS spoofing detection and benchmarks their performance using real ( &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/39686235\/\" target=\"_blank\" rel=\"noreferrer noopener\">pubmed.ncbi.nlm.nih.gov<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rdworldonline.com\/quantum-navigation-moves-from-lab-to-flight-deck-as-gps-spoofing-hits-industrial-scale\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rdworldonline.com\/quantum-navigation-moves-from-lab-to-flight-deck-as-gps-spoofing-hits-industrial-scale\/\" target=\"_blank\" rel=\"noreferrer noopener\">Quantum navigation moves from lab to flight deck as GPS spoofing &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rdworldonline.com\/quantum-navigation-moves-from-lab-to-flight-deck-as-gps-spoofing-hits-industrial-scale\/\" target=\"_blank\" rel=\"noreferrer noopener\">According to IATA data, there&#8217;s been a 175% year-over-year surge in GNSS interference in 2024 and a staggering 220% increase in GPS signal-loss &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.rdworldonline.com\/quantum-navigation-moves-from-lab-to-flight-deck-as-gps-spoofing-hits-industrial-scale\/\" target=\"_blank\" rel=\"noreferrer noopener\">rdworldonline.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/10937204\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/10937204\/\" target=\"_blank\" rel=\"noreferrer noopener\">Performance Testing and Analysis of a New GNSS Spoofing &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/10937204\/\" target=\"_blank\" rel=\"noreferrer noopener\">This paper addresses the vulnerability of Global Navigation Satellite Systems (GNSS) to spoofing signal attacks by proposing a spoofing detection method.<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/ieeexplore.ieee.org\/document\/10937204\/\" target=\"_blank\" rel=\"noreferrer noopener\">ieeexplore.ieee.org<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0263224124017573\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0263224124017573\" target=\"_blank\" rel=\"noreferrer noopener\">GNSS spoofing detection based on frequency domain processing<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0263224124017573\" target=\"_blank\" rel=\"noreferrer noopener\">A novel spoofing detection method is proposed. The basic idea is to exploit the spoofing-induced feature by transforming the correlator output into the &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S0263224124017573\" target=\"_blank\" rel=\"noreferrer noopener\">sciencedirect.com<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/radionavlab.ae.utexas.edu\/wp-content\/uploads\/Clements_Spoofer_SSG.pdf\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/radionavlab.ae.utexas.edu\/wp-content\/uploads\/Clements_Spoofer_SSG.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">[PDF] Single-Satellite-Based Geolocation of Broadcast GNSS Spoofers &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/radionavlab.ae.utexas.edu\/wp-content\/uploads\/Clements_Spoofer_SSG.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Although the recent advances in GNSS spoofing detection have been inspiring, many older GNSS receivers in current operation are unable to incorporate such &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/radionavlab.ae.utexas.edu\/wp-content\/uploads\/Clements_Spoofer_SSG.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">radionavlab.ae.utexas.edu<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/journals\/physics\/articles\/10.3389\/fphy.2024.1428544\/full\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/journals\/physics\/articles\/10.3389\/fphy.2024.1428544\/full\" target=\"_blank\" rel=\"noreferrer noopener\">Overview of satellite nav spoofing and anti-spoofing techniques<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/journals\/physics\/articles\/10.3389\/fphy.2024.1428544\/full\" target=\"_blank\" rel=\"noreferrer noopener\">This includes an analysis of five signal-level spoofing detection techniques, examining advancements in deep learning-based spoofing identification &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/www.frontiersin.org\/journals\/physics\/articles\/10.3389\/fphy.2024.1428544\/full\" target=\"_blank\" rel=\"noreferrer noopener\">frontiersin.org<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/html\/2505.06171v1\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/html\/2505.06171v1\" target=\"_blank\" rel=\"noreferrer noopener\">Self-supervised federated GNSS spoofing detection with &#8230; &#8211; arXiv<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/html\/2505.06171v1\" target=\"_blank\" rel=\"noreferrer noopener\">This is why this paper proposes a self-supervised federated learning framework for GNSS spoofing detection. It consists of a cloud server and &#8230;<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/arxiv.org\/html\/2505.06171v1\" target=\"_blank\" rel=\"noreferrer noopener\">arxiv.org<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>We study orbital communication impersonation(\u201dmimics\u201d) and show that robust fingerprint matching fused withghost-space scoring sustains low FPR under realistic SNR, timingjitter, and partial-band occlusions. We provide a reproduciblepipeline with JSON\u2192TeX tooling. \\author{ &nbsp; &nbsp; \\IEEEauthorblockN{Benjamin J. Gilbert} &nbsp; &nbsp; \\IEEEauthorblockA{ &nbsp; &nbsp; &nbsp; &nbsp; Spectrcyde RF Quantum SCYTHE\\\\ &nbsp; &nbsp; &nbsp; &nbsp; College of the&hellip;&nbsp;<a href=\"https:\/\/172-234-197-23.ip.linodeusercontent.com\/?page_id=3442\" rel=\"bookmark\"><span class=\"screen-reader-text\">Detecting Orbital Communication Impersonation via Robust Fingerprints and Ghost-space Scoring<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":3444,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowgMPcCw:productID":"","neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"class_list":["post-3442","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/pages\/3442","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3442"}],"version-history":[{"count":3,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/pages\/3442\/revisions"}],"predecessor-version":[{"id":3466,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/pages\/3442\/revisions\/3466"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=\/wp\/v2\/media\/3444"}],"wp:attachment":[{"href":"https:\/\/172-234-197-23.ip.linodeusercontent.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3442"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}