Performance Analysis of DDoS Attack Detection in VANET Using OMNeT++ Simulation

TITLE: - INTEGRATING MACHINE LEARNING FOR DOS ATTACK DETECTION IN VANET USING OMNET++ SIMULATION
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Implementation plan:
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Scenario - 1:
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Step 1: Initially, we will construct a Vanet Network with 50 Vehicles, 2 Base stations, 2 RSUs.
Step 2: Next, we Simulate the network to view the communications of the vehicles.
Step 3: Next, we simulate Dos Attack into the network and collect the data.
Step 4: Next, we train a BiLSTM Model for effectively detecting the Attacks using the dataset.
Step 5: Finally, we plot performance for the following metrics:
5.1: Number of Vehicles vs. Accuracy (%)
5.2: Number of Vehicles vs. Precision (%)
5.3: Number of Vehicles vs. Attack Detection Rate (%)
5.4: Number of Vehicles vs. Throughput (Mbps)
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Scenario - 2:
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Step 1: Initially, we will construct a Vanet Network with 50 Vehicles, 2 Base stations, 2 RSUs.
Step 2: Next, we Simulate the network to view the communications of the vehicles.
Step 3: Next, we simulate Dos Attack into the network and collect the data.
Step 4: Next, we train a CNN Model for effectively detecting the Attacks using the dataset.
Step 5: Finally, we plot performance for the following metrics:
5.1: Number of Vehicles vs. Accuracy (%)
5.2: Number of Vehicles vs. Precision (%)
5.3: Number of Vehicles vs. Attack Detection Rate (%)
5.4: Number of Vehicles vs. Throughput (Mbps)
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Software requirements:
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Development tool: Omnet++ 6.0.1, SUMO- 1.12.0, JDK -1.8.0_422
Development OS: Ubuntu 22.04 LTS
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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 above plan satisfies your requirement please confirm with us.
[4] We make simulation type processes only, not a real-time process.
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1. #DDoSDetection
2. #VANETSecurity
3. #OMNeTPlusPlus
4. #NetworkPerformance
5. #CyberSecurityResearch
6. #SimulationAnalysis
7. #TrafficManagement
8. #WirelessNetworks
9. #DataIntegrity
10. #ResearchInnovation
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We possess a team of professional researchers who specialize in the subsequent research domains
• Wireless sensor network
• IOT
• VANET
• SDN
• Network Security
• Wireless communication
The above mentioned video serves as a guide in conducting omnet manual research work.
Reach us at: omnet-manual.com/
mail us at : [e-mail]
call us at : [phone]