0% Complete
صفحه اصلی
/
سی امین کنفرانس بین المللی مهندسی برق
Defense Against Spectrum Sensing Data Falsification Attack in Cognitive Radio Networks Using Machine Learning
نویسندگان :
Nazanin Parhizgar
1
Ali Jamshidi
2
Peyman Setoodeh
3
1- دانشکده مهندسی برق و کامپیوتر/ دانشگاه شیراز
2- دانشکده مهندسی برق و کامپیوتر/ دانشگاه شیراز
3- دانشکده مهندسی برق و کامپیوتر/ دانشگاه شیراز
کلمات کلیدی :
cognitive radio (CR) networks, spectrum sensing data falsification (SSDF) attack, artificial neural network (ANN), classification
چکیده :
Cognitive radio (CR) networks are an emerging and promising technology to improve the utilization of vacant bands. In CR networks, security is a very noteworthy domain. Two threatening attacks are primary user emulation (PUE) and spectrum sensing data falsification (SSDF) attacks. A PUE attacker mimics the primary user signals to deceive the legitimate secondary users. The SSDF attacker falsifies its observations to misguide the fusion center to make a wrong decision about the status of the primary user. In this paper, we propose a scheme based on clustering the secondary users to counter SSDF attacks. Our focus is on detecting and classifying each cluster into reliable and unreliable. We introduce two different methods using an artificial neural network (ANN) for both methods and five more classifiers such as support vector machine (SVM), random forest (RF), K-nearest neighbors, logistic regression (LR), and decision tree (DR) for the second one to accomplish this target. we also consider deterministic and white Gaussian noise (WGN) scenarios for attack strategy. The results demonstrate that our method outperforms a recently suggested scheme.
لیست مقالات
لیست مقالات بایگانی شده
A Band-pass Power Divider Based on Substrate Integrated Plasmonic Waveguide
Salma Mirhadi - Shamsi Soleimani
بررسی یک روش معکوس برای استخراج ثابت دی الکتریک محلی با استفاده از میکروسکوپ نوری روبشی میدان نزدیک
علی اقراری - محمد نشاط
Millimeter-Wave Imaging System: A Brief Study on System Performance
Behnam Ghandi - Sobhan Dabidian - Sina Zeraatkar - Zahra Kavehvash
Multi-Attribute Decision-Making Methods to a Cloud Service Providing Selection
Amirhossein Shahbakhsh razavi - Kiumars Javan - Mehdi Zaferanieh - Somayeh Sobati-Moghadam
Fabrication and performance analysis of a ZnO phototransistor for UV detection
Ghasem Yousefi Simakani - ُSamaneh Hamedi
Improving CycleGAN-VC2 Voice Conversion by Learning MCD-Based Evaluation and Optimization
Majid Behdad - Davood Gharavian
Multi-Objective Particle Swarm Optimization Of Spiral Antenna for Microwave Imaging Applications
Mehdi Yousefnia - Jaber Allahgholipor - Ataollah Ebrahimzadeh
A high speed method for features extraction in face recognition systems
Hosein Khorami - Hadishahriar Shahhoseini
تاثیر روشهای کاهش سناریو و عدم قطعیتهای چندمتغیره بر عملکرد هاب انرژی
مهسا نعمتی فر - حسین شریف زاده
Optimizing Dual IMU Sensor Placement for Gait Phase Detection with LSTM Models
Mahya Abedi - Zolfa Anvari - Hamed Ghafarirad - Mohammad Zareinejad
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 40.4.2