20.500.12556/DiRROS-30244 Smart prediction and trust-based transmission in delay-targeted networks for aviation communication Pametno napovedovanje in prenos na podlagi zaupanja v omrežjih z zamikom za letalsko komunikacijo Delay Targeted Networking (DTN) facilitates communication in environments with sporadic connectivity and long delays, such as space missions and isolated locations. The rise of 5G technology has increased the demand for in-flight services, challenging aviation communication to provide reliable data through satellite systems and traditional macro-cellular networks. However, airborne communication’s dynamic nature poses significant challenges, including irregular connections and variable delays. To tackle these challenges, a novel Smart Prediction and trAnsmission mechanism for delay taRgeted networK (SPARK) technique has been proposed to enhance the efficiency and reliability of DTNs in aviation communication. The proposed SPARK method includes a comprehensive node trust evaluation system, utilizing direct and indirect trust metrics to ensure network reliability. After evaluating node trustworthiness, the proposed method restricts heavy load traffic based on trustworthiness. The Prediction and Transmission Module incorporates the Cooperative Watchdog System (CWS) to dynamically update each node’s reputation score. Nodes are classified into cooperative, partially cooperative, neutral, mislead, and selfish nodes. Experimental results demonstrate the effectiveness of the suggested SPARK framework utilizing evaluation parameters including delivery rate, delay, overhead, hop count, throughput, complexity, and resource utilization. The delay rate of the proposed SPARK method is 18.67%, 19.87%, and 14.45% is lower than the existing OPRNET, IDRL, and CCMA, techniques respectively. The distribution of the proposed SPARK framework attains a forwarding rate of 11% for selfish, and 9.2% for misleading based on their packet forwarding behavior. Omrežje z zamikom (DTN) olajšuje komunikacijo v okoljih z naključno povezljivostjo in dolgimi zamiki, kot so vesoljske misije in izolirane lokacije. Razvoj tehnologije 5G je povečal povpraševanje po storitvah med letom, kar predstavlja izziv za letalsko komunikacijo, da zagotovi zanesljive podatke prek satelitskih sistemov in tradicionalnih makrocelularnih omrežij. Vendar pa dinamična narava letalske komunikacije predstavlja pomembne izzive, vključno z nepravilnimi povezavami in spremenljivimi zamiki. Za reševanje teh izzivov je bila predlagana nova tehnika Smart Prediction and trAnsmission mechanism for delay taRgeted networK (SPARK), ki izboljšuje učinkovitost in zanesljivost DTN v letalski komunikaciji. Predlagana metoda SPARK vključuje celovit sistem ocenjevanja zaupanja vozlišč, ki uporablja neposredne in posredne metrike zaupanja za zagotavljanje zanesljivosti omrežja. Po oceni zanesljivosti vozlišč predlagana metoda omeji promet z veliko obremenitvijo na podlagi zanesljivosti. Modul za napovedovanje in prenos vključuje sistem Cooperative Watchdog System (CWS) za dinamično posodabljanje ocene ugleda vsakega vozlišča. Vozlišča so razvrščena v sodelujoča, delno sodelujoča, nevtralna, zavajajoča in sebična vozlišča. Rezultati poskusov dokazujejo učinkovitost predlaganega okvira SPARK, ki uporablja parametre ocenjevanja, vključno s hitrostjo dostave, zamudo, režijskimi stroški, številom skokov, prepustnostjo, kompleksnostjo in izkoriščenostjo virov. Stopnja zamude predlagane metode SPARK je 18,67%, 19,87% in 14,45% nižja od obstoječih tehnik OPRNET, IDRL in CCMA. Porazdelitev predlaganega okvira SPARK doseže stopnjo posredovanja 11% za sebične in 9,2% za zavajajoče vozlišča na podlagi njihovega vedenja pri posredovanju paketov. delay targeted network transmission routing prediction communication mreža z zamikom prenos usmerjanje napovedovanje komunikacija true false true Angleški jezik Slovenski jezik Neznano 2026-06-17 19:15:43 2026-06-18 05:59:01 2026-07-02 03:59:36 0000-00-00 00:00:00 2025 0 0 Besedilo v angl.; str. 219-228 no. 4 Vol. 55 2025 0000-00-00 Zaloznikova Objavljeno NiDoloceno 0000-00-00 0000-00-00 2025-01-01 004.7 0352-9045 10.33180/InfMIDEM2025.402 281586435 MIDEM_55(2025)4p2.pdf MIDEM_55(2025)4p2.pdf 1 EEA11ED93B18D8D60CE1CDB1EE726114 311206eac38b207a5162d677e6b9f1d07fdd928f7ab4147f4e4403dbc59e43a5 78e11544-7528-11f1-b0d9-001a4af901a5 https://dirros.openscience.si/Dokument.php?lang=slv&id=46822 https://ojs.midem-drustvo.si/index.php/InfMIDEM/article/view/2069 1 2c989acf-6a70-11f1-97b2-001a4af901a5 https://dirros.openscience.si/Dokument.php?lang=slv&id=45814 \"https://www.midem-drustvo.si/journal_papers/MIDEM_55(2025)4p2.pdf 1 6b3529a7-7528-11f1-b0d9-001a4af901a5 https://dirros.openscience.si/Dokument.php?lang=slv&id=46799 https://ojs.midem-drustvo.si/index.php/InfMIDEM/article/view/2069 1 0b438a31-6aca-11f1-a3b9-001a4af901a5 https://dirros.openscience.si/Dokument.php?lang=slv&id=45831 RAZ_Deivasigamani_Shanmugavel_2025.pdf RAZ_Deivasigamani_Shanmugavel_2025.pdf 1 2758F2F4003C93BAD97320C34CC2C3E9 66c9576369299b4723b71aaea89d8e043f3141d5cd65759a2bd1b96715320bd3 0311cfb2-7386-11f1-a785-001a4af901a5 https://dirros.openscience.si/Dokument.php?lang=slv&id=46411 Strokovno društvo za mikroelektroniko, elektronske sestavne dele in materiale Informacije MIDEM 0 0 0