Cognitive Radio IoT Networks Side Channel Attacks in Spectrum Sensing Projects

Title: Securing Cognitive Radio IoT Networks Against Power Side-Channel Attacks in Spectrum Sensing
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Implementation plan:
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Step 1: Initially, We constructed the Cognitive Radio network with 50 IOT Nodes,2 Base stations and 1 Server.

Step 2: Then, we collect power consumption fluctuations data from IOT Nodes.

Step 3: Next, we extract power variations and identify correlations between power usage and sensing states using Wavelet Transform and Fast Fourier Transform (FFT).

Step 4: Next, we detect Power Side-Channel (PSC) attacks using Hybrid CNN-LSTM technique.

Step 5: Next, we perform Obfuscation and Power Randomization using Dynamic Power Masking (DPM) to reduce noise.

Step 6: Next, we encrypt the transmitted power data using AES with Homomorphic Encryption (FHE) technique.

Step 7:Next, we optimize the power consumption using Genetic Algorithm (GA) and Particle Swarm Optimization (PSO).

Step 8: Finally, we plot performance metrics for the following

8.1: Number of IoT nodes Vs. Energy efficiency (bits/Joule)

8.2: Number of IoT nodes Vs. Detection accuracy (%)

8.3: Number of IoT nodes Vs. Computing overhead (ms)

8.4: Number of IoT nodes Vs. Latency (ms)

8.5: Number of epochs Vs. False positive rate (%)



Software Requirements:
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1. Development Tool: NS-3.35 with Python

2. Operating System: Ubuntu 22.04 LTS

Note :-
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1) If the above plan does not satisfy your requirement, please provide the processing details, like the above step-by-step.

2) Please note that this implementation plan does not include any further steps after it is put into implementation.

3) If the plan satisfies your requirement, Please confirm with us.

4) Project based on Simulation only, not a real time project.

5) Please understand that any modifications made to the confirmed implementation plan will not be made before or after the project development.

We perform with an existing approach Reference 4:-Title: “Genetic Algorithm-based Hybrid Spectrum Handoff Strategy in Cognitive Radio-based Internet of Things.
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#CognitiveRadio
#IoTNetworks
#SideChannelAttacks
#SpectrumSensing
#CyberSecurity
#WirelessCommunication
#NetworkSecurity
#IoTSecurity
#TechInnovation
#DataProtection
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