Tiitle:- AI-HybridChain: Picturized Authentication and DRL based Access Control Method with Secure Two Fold Revocation for Ensuring Cloud Computing Security
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Implementation Plan:
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Step 1: We create a Network, it consists of 100- IoT Users,1-gateway, 1-Cloud Service Providers (CSPs), 1-secure agent and 1-blockchain.
Step 2: Initially, Register the users based on user ID, password, role, and fingerprint to secure agent and also the secure agent provides image based four digit number for authentication by using Improved Advanced Encryption Standard (IAES) algorithm, and then services are also register their credentials, such as service ID, location, name, and types of services to the secure agent.
Step 3: Next, SA performs the User Authentication.
Step 4: Next, the user service requests are investigated by the gateway for preventing the CSP from intrusions by using Di-Fuzzy Inference System (Di-FIS).
Step 5: Next, Perform the request classification by using Single Class Support Vector Machine (SCSVM).
Step 6: Next, Perform the Secure and Optimal Service Selection by using Tomtit Flock Optimization (TFO) algorithm.
Step 7: Next, Perform the Access Control process by using Transfer Learning based Double Deep Q Network (TL-DDQN).
Step 8: Next, Analyzing the user storage request traffic as normal and malicious based on Deep Learning (DL) algorithm named Contrastive Residual Network (Con ResNet).
[The process based your Proposal :- AI-HybridChain: Picturized Authentication and DRL based Access Control Method with Secure Two Fold Revocation for Ensuring Cloud Computing Security ]
Step 9: Finally,we plot the results graph for Attack detection rate vs. No of request, Overhead vs. No of request, Success ratio-No of request, Throughput vs. No of request, Traffic rate Vs No. of users, Delay vs. No of request, Response time vs. No of request and No. of storage request vs unauthorized access
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S/W Req:
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1) ns-3.26
2) jdk-1.8
3) ubuntu 14.04 [32 bit]
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note:-
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We perform the Existing process based on the title:- Dynamic Secure Access Control and Data Sharing Through Trusted Delegation and Revocation in a Blockchain-Enabled Cloud-IoT Environment
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