Analysis of Detection Prevention DDoS Attack In Cloud

Performance Analysis of Detection And Prevention Of DDoS Attacks In Cloud

Implementation Plan:
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Scenario -1:(Using Actor-Critic Algorithm) :
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Step 1: Initially, we create a cloud-sim environment with 10 – number of data centers, 15 – number of tasks, 50 – number of virtual machines, and cloud service providers.

Step 2: Next, We register all users with their user ID, password.

Step 3: Next, We Perform the Authentication process by using their credentials and a random number will be generated. This process is carried out by implementing the SHA 512 algorithm.

Step 4: Next, We make a DDoS Attack Detection process based on CICIDS 2017 Dataset and perform the Feature Selection process.

Step 5: Next, We perform the Data Packets Classification by using Fuzzy VIKOR in which units of network traffic that are packets are categorized either malicious [DDOS] or not malicious.

Step 6: Next, We perform the Risk Aware VM Isolation process by using the Soft Actor Critic Algorithm (SAC) which is a reinforcement-based algorithm.

Step 7: To evaluate the performance of our work we consider the following metrics:

7.1: Number of Tasks vs. Response Time (ms)

7.2: Number of Tasks vs. Latency (ms)

7.3: Number of VM Nodes vs. Latency (ms)

7.4: Number of Tasks vs. Throughput (Mbps)

7.6: Number of Tasks vs. Resource Utilization(%)

7.7 Number of VM Nodes vs. Detection Rate(%)

7.8: Number of VM Nodes vs. False Positive Rate (%)

7.9: Number of VM Nodes vs. False Negative Rate (%)

7.10: Number of VM Nodes vs. Load Balancing Efficiency(%)

7.11: Number of Tasks vs. Policy Convergence Time(ms)

7.12: Number of Tasks vs. Computational Efficiency(%)

7.13: Number of Tasks vs. Decision Accuracy(%)

7.14: Number of Tasks vs. Average Reward(%)

Scenario -2:(Using Trust-Based MaxMin Game Algorithm) :
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Step 1: Initially, we create a cloud-sim environment with 10 – number of data centers, 15 – number of tasks, 50 – number of virtual machines, and cloud service providers.

Step 2: Initially, register all users with their user ID, password.

Step 3: Next, Perform the Authentication process by using their credentials and a random number will be generated. This process is carried out by implementing the SHA 512 algorithm.

Step 4: Next, to make a DDoS Attack Detection process based on CICIDS 2017 Dataset and perform the Feature Selection process.

Step 5: Next, perform the Data Packets Classification by using Fuzzy VIKOR in which units of network traffic that are packets are categorized either malicious [DDOS] or not malicious.

Step 6: Next, perform the Risk Aware VM Isolation process by using the Trust-Based MaxMin Game Algorithm which is a reinforcement-based algorithm.

Step 7: To evaluate the performance of our work we consider the following metrics:

7.1: Number of Tasks vs. Response Time (ms)

7.2: Number of Tasks vs. Latency (ms)

7.3: Number of VM Nodes vs. Latency (ms)

7.4: Number of Tasks vs. Throughput (Mbps)

7.6: Number of Tasks vs. Resource Utilization(%)

7.7 Number of VM Nodes vs. Detection Rate(%)

7.8: Number of VM Nodes vs. False Positive Rate (%)

7.9: Number of VM Nodes vs. False Negative Rate (%)

7.10: Number of VM Nodes vs. Load Balancing Efficiency(%)

7.11: Number of Tasks vs. Policy Convergence Time(ms)

7.12: Number of Tasks vs. Computational Efficiency(%)

7.13: Number of Tasks vs. Decision Accuracy(%)

7.14: Number of Tasks vs. Average Reward(%)

Software Requirements:
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1. Development Environment: NetBeans 8.2

2. Development Tool: CloudSim 3.o

3. Programming Language: Java 1.8

4. Operating System: Windows – 11 (64-bit)

Dataset:
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Link :- CICIDS 2017 Dataset => (https://www.kaggle.com/datasets/kk0105/cicids2017)

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.

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