{"id":53500,"date":"2025-12-11T11:36:12","date_gmt":"2025-12-11T08:36:12","guid":{"rendered":"https:\/\/edgemicrowave.com\/hafif-ogrenilmis-algoritmalar-ile-gercek-zamanli-on-korelasyonlu-gnss-girisim-siniflandirmasi\/"},"modified":"2026-01-26T22:23:58","modified_gmt":"2026-01-26T19:23:58","slug":"hafif-ogrenilmis-algoritmalar-ile-gercek-zamanli-on-korelasyonlu-gnss-girisim-siniflandirmasi","status":"publish","type":"post","link":"https:\/\/edgemicrowave.com\/tr\/hafif-ogrenilmis-algoritmalar-ile-gercek-zamanli-on-korelasyonlu-gnss-girisim-siniflandirmasi\/","title":{"rendered":"Hafif \u00d6\u011frenilmi\u015f Algoritmalar ile Ger\u00e7ek Zamanl\u0131 \u00d6n Korelasyonlu GNSS Giri\u015fim S\u0131n\u0131fland\u0131rmas\u0131"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"340\" src=\"https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-1024x340.jpeg\" alt=\"\" class=\"wp-image-53350\" srcset=\"https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-1024x340.jpeg 1024w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-300x100.jpeg 300w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-768x255.jpeg 768w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-1536x510.jpeg 1536w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-370x123.jpeg 370w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-840x279.jpeg 840w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls-410x136.jpeg 410w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls.jpeg 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n<p><strong>\u00d6zet:<\/strong><br\/>Radyo frekans\u0131 paraziti (RFI), g\u00fcvenlik a\u00e7\u0131s\u0131ndan kritik uygulamalarda GNSS i\u00e7in \u00f6nemli bir tehdit olmaya devam etmektedir. Tek bir azaltma y\u00f6ntemi t\u00fcm giri\u015fimciler i\u00e7in etkili olmad\u0131\u011f\u0131ndan, \u00e7al\u0131\u015fma s\u0131ras\u0131nda uygun kar\u015f\u0131 \u00f6nlemleri se\u00e7mek i\u00e7in g\u00fcvenilir s\u0131n\u0131fland\u0131rmaya ihtiya\u00e7 vard\u0131r. Kilit kayb\u0131n\u0131 \u00f6nlemek i\u00e7in, RFI s\u0131n\u0131fland\u0131rmas\u0131 ger\u00e7ek zamanl\u0131 olarak, tipik olarak kaynak k\u0131s\u0131tl\u0131 g\u00f6m\u00fcl\u00fc platformlarda \u00e7al\u0131\u015fmal\u0131 ve hafif algoritmalar gerektirmelidir. \u00d6nceki \u00e7al\u0131\u015fmalar bunu belirli t\u00fcrdeki engelleyicileri tespit etmek ve karakterize etmek i\u00e7in basit kural tabanl\u0131 algoritmalarla ger\u00e7ekle\u015ftirirken, bu yakla\u015f\u0131m t\u00fcm olas\u0131 RFI tekniklerinin geni\u015f alan\u0131n\u0131 \u00f6l\u00e7eklendirmez ve veri odakl\u0131 \u00f6\u011frenilmi\u015f algoritmalar daha iyi bir uyum sa\u011flar. Bu k\u0131s\u0131tlamalar\u0131 kar\u015f\u0131lamak i\u00e7in bu \u00e7al\u0131\u015fma, hala y\u00fcksek do\u011fruluk sa\u011flayan kompakt algoritmalara vurgu yaparak \u00f6n korelasyon RFI s\u0131n\u0131fland\u0131rmas\u0131n\u0131 ele almaktad\u0131r. \u0130lk olarak, sanal bir uyarlanabilir \u00e7entik filtresinin (ANF) anl\u0131k frekans tahminlerinden t\u00fcretilen yeni bir dizi hafif giri\u015f \u00f6zelli\u011fi sunuyoruz. Bu yeni \u00f6zellikleri \u00f6nceki literat\u00fcrdeki di\u011fer spektral \u00f6zelliklerle birle\u015ftirerek hem dar bant hem de geni\u015f bant dura\u011fan olmayan RFI i\u00e7in geli\u015fmi\u015f s\u0131n\u0131fland\u0131rma do\u011frulu\u011fu g\u00f6zlemliyoruz. Daha sonra, s\u0131k\u0131 hesaplama ve bellek b\u00fct\u00e7eleri alt\u0131nda do\u011fru tahmin i\u00e7in gradyan destekli karar a\u011fa\u00e7lar\u0131 gibi kompakt \u00f6\u011frenilmi\u015f s\u0131n\u0131fland\u0131r\u0131c\u0131lar\u0131 kar\u015f\u0131la\u015ft\u0131r\u0131yoruz. De\u011ferlendirme, son \u00e7al\u0131\u015fmalardan kamuya a\u00e7\u0131k veri k\u00fcmeleri de dahil olmak \u00fczere geni\u015f bir sim\u00fcle edilmi\u015f ve kaydedilmi\u015f RFI olaylar\u0131 k\u00fcmesini kapsamaktad\u0131r. Son olarak, kompakt bir CRPA platformunda (EDGE Microwave HEDGE-8008) modellerimiz ve literat\u00fcrdeki temsili y\u00f6ntemler i\u00e7in kaynak kullan\u0131m\u0131n\u0131 \u00f6l\u00e7\u00fcyoruz.         <\/p>\n\n<p><strong>\u00d6nemli noktalar:<\/strong><\/p>\n\n<ul class=\"wp-block-list\">\n<li>Sanal-ANF tabanl\u0131 uzman \u00f6zellikleri, geleneksel spektral (STFT) uzman \u00f6zelliklerini tamamlayarak son derece hafif \u00f6n korelasyon giri\u015fim s\u0131n\u0131fland\u0131r\u0131c\u0131lar\u0131 sa\u011flar.<\/li>\n\n\n\n<li>Sanal ANF hiperparametrelerinin ayarlanmas\u0131, s\u0131n\u0131fland\u0131rma performans\u0131 \u00fczerinde minimum etkiye sahiptir ve sa\u011flam da\u011f\u0131t\u0131m\u0131 kolayla\u015ft\u0131r\u0131r.<\/li>\n\n\n\n<li>Sanal ANF \u00f6zellikleri \u00f6zellikle darbeli parazitlerin tespitinde \u00fcst\u00fcnl\u00fck sa\u011flayarak mevcut s\u0131n\u0131fland\u0131rma zincirlerindeki eksik halkay\u0131 tamamlar.<\/li>\n<\/ul>\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"642\" height=\"308\" src=\"https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls2.jpeg\" alt=\"\" class=\"wp-image-53352\" srcset=\"https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls2.jpeg 642w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls2-300x144.jpeg 300w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls2-370x178.jpeg 370w, https:\/\/edgemicrowave.com\/wp-content\/uploads\/2025\/12\/cls2-410x197.jpeg 410w\" sizes=\"(max-width: 642px) 100vw, 642px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>\u00d6zet:Radyo frekans\u0131 paraziti (RFI), g\u00fcvenlik a\u00e7\u0131s\u0131ndan kritik uygulamalarda GNSS i\u00e7in \u00f6nemli bir tehdit olmaya devam&hellip;<\/p>\n","protected":false},"author":3,"featured_media":53351,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[278],"tags":[],"class_list":["post-53500","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-belgeler"],"_links":{"self":[{"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/posts\/53500","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/comments?post=53500"}],"version-history":[{"count":1,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/posts\/53500\/revisions"}],"predecessor-version":[{"id":53502,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/posts\/53500\/revisions\/53502"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/media\/53351"}],"wp:attachment":[{"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/media?parent=53500"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/categories?post=53500"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edgemicrowave.com\/tr\/wp-json\/wp\/v2\/tags?post=53500"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}