Simulating 6 Tisch Network | Python based Simulation Tool

Veröffentlicht am: 18 Juni 2022
auf dem Kanal: PhDprojects. org - Ideas For Growing Your Career

294

Title:- AIFed-6TiSCH: Delay Aware 6TiSCH IIoT Networks for Energy Efficient Data Transmission by Adopting Federated Learning and Edge Computing with Blockchain
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Implementation Plan:
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Step 1: We create a IIoT Network environment, its consists of 100 - IIoT sensors , 2 - edge servers,1-smart gateway,1- Blockchain node and 1- cloud node..

Step 2: initially , we authenticating the IIoT nodes based on the parameters ID, PUF, MAC, and location by using Hybrid Authentication algorithm (Mchacha-poly 135) and provides the secret
key.

Step 3: Next, the joined node transmits the Enhanced Beacons (EB) periodically to joint the new nodes and form the network based on the DIS and DIO message and select the optimal parent based on DIO metrics using Enhanced Sea Gull (ESG) optimization algorithm.

Step 4: Next, the optimal channel is selected using Multi-Criteria Decision Making Algorithm by considering RSSI, background noise, packet delivery ratio, SNR, path loss and trust which enhance the network reliability and also perform the Hybrid Scheduling (based on federated learning..

Step 5: Next, perform the local model training process by using Light Gradient Boosting Machine (LGBM) algorithm and update the trained data to global model which then combines and shares the updates to the local models.

Step 6: Next, we perform secure edge migration using Improved Multi-Agent Deep Deterministic Policy
Gradient (IMADDPG).

[based on your Proposal title as --- AIFed-6TiSCH: Delay Aware 6TiSCH IIoT Networks for Energy Efficient Data Transmission by Adopting Federated Learning and Edge Computing with Blockchain ]

Step 7: In finally we print the results graph for No. of nodes Vs energy consumption , No. of nodes Vs end-end-latency , No. of nodes Vs congestion Rate , No. of nodes Vs Node joining time• Data rate Vs Packet delivery ratio, Packet interval rate Vs Energy consumption, No. of nodes Vs Throughput and Data availability Vs Migration Time.

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s/w req:
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1)cooja
2)ubuntu-14.04 LTS(32 bit)

we perform the exsisting process based on the title , --- Autonomous Allocation and Scheduling of Minimal Cell in 6TiSCH Network

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