Performance Analysis of 6G Enabled Smart Cities Edge Computing

Performance Analysis of 6G Enabled Smart Cities and Edge Computing

Implementation Plan:
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Scenario -1 🙁 Application Scenario: Earthquake Disaster Management)
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Step 1: Initially, we constructed a 6G network with Network Slices consisting of 500 – IOT Devices, 20 Small Cell Towers, 5 Drones, 2 – Fog Clouds, 1- Main Cloud, 1 Server, 1 – Base Station and 20 Edge Nodes.

Step 2: Next, we Simulate and collect earthquake detection using IoT-based accelerometers and seismic sensors at central critical points and send the data to the fog cloud and preprocess the collected data.

Step 3: Next, we Connect all IoT devices to Fog Clouds and the Main Cloud, ensuring users get safe route updates even during earthquakes/Tsunami .

Step 4: Next, implement an AI/ML-based predictive and prescriptive analytics system for safe earthquake/Tsunami escape routes, The Fog Cloud will perform the analytics and send the safe route decision to users.

Step 5 : Next, we Encrypt and Decrypt the data between IOT devices, Main Cloud, and Fog clouds using AES method.

Step 6: Next, we perform dynamic resource allocation and DNN Offloading based on infrastructure.

Step 7: Next, we perform a sudden failure disaster triggering for specific IoT devices and identifying the affected nodes via proximity coordinates and scaling the Disaster intensity.

Step 8: Next, we collect the drone based real-time evacuation data after disaster scaling intensity.

Step 9: Next, we perform a shutting down non-critical IoT devices, rerouting the traffic and showing the results as logs.

Step 10: Next, we Integrate a task with emergency services (drones, ambulances) for quick responses using Fog-to-Cloud Integrated Emergency Response System (FCI-ERS).

Step 11: Next, we simulate the aftershock Triggers (optional delayed secondary failures) and Tsunami alert broadcast (emergency broadcast simulation).

Step 12: Next, We display the safe route decision and earthquake/Tsunami disaster updates, either from the IoT Devices or the Fog Cloud.

Step 13: Next, we Identify the affected zone and Activate evacuation protocols and send alert to nearest fire stations.

Step 14: Next, we Increase UDP traffic rate from emergency nodes after earthquake

Step 15: Finally, We plot the Performance Metrics such as

15.1: Time (s) vs Packet Delivery Ratio (%)

15.2: Time (s) vs End-To-End Latency (ms)

15.3: Time (s) vs Throughput (Mbps)

15.4: Time of occurrence vs Detection delay (ms)

15.5: Time (s) vs Disaster Intensity (nodes affected)

15.6: Time (s) vs Evacuation Success Rate (%)

15.7: Time (s) vs Number of IoT Devices per severity category

15.8: Time (s) vs Offloading Success Rate (%)

15.9: Time (s) vs Number of Drones Active

15.10: Time (s) vs Packet Rate (bps)

15.11: Time (s) vs Packet Loss Rate (%)

15.12: Disaster Intensity vs Safe Route Accuracy (%)

15.13: Time (s) vs Decision Latency (ms)

Software Requirements:
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1. Development Tool: OMNeT++ 5.6.2

2. Operating System: Windows 11 (64-bit)

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

[4] If the above plan satisfies your requirement please confirm with us.

[5] Project based on Simulation only, not a real time project.

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