Performance Analysis of Cross Chain Interoperability in Blockchain
Implementation Plan:
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Step 1: Initially,we will collect and load data from Ethereum Fraud Detection dataset
Step 2: Then, we pre-process the data using SMOTE, and ADASYN to balance the data distribution priority.
Step 3: Next, we perform Heterogeneous blockchain Interoperability using Data Standardization Module (DSM) technique to securely transfer the data.
Step 4: Next, we optimize the Cross-chain Parameters using RNN-DEW algorithm with SMPTC3 protocol.
Step 5: Next, we detect the attack using bidirectional encoder representations from transformers (BERT) with PSO algorithm to analyze transaction patterns.
Step 6: Next, we securely transfer the assets using a pre-adaptor signature scheme into the UCCPB functions based on collected data.
Step 7 : Finally, we plot performance for the following metrics:
7.1: Number of Transactions Vs. Transaction Accuracy (%)
7.2: Number of Transactions Vs. Transaction Latency (s)
7.3: Number of Transactions Vs. Detection Accuracy (%)
7.4: Number of Transactions Vs. Communication overhead (bytes)
7.5: Number of Transactions Vs. Transaction Throughput (Transactions/sec)
Software Requirements:
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1. Development Tool: Python 3.11.9
2. Operating System: Windows 10 (64-bit) or above
Dataset:
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Link: https://www.kaggle.com/datasets/vagifa/ethereum-frauddetection-dataset
Note:
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1) If the proposed plan does not fully align with your requirements, please provide all necessary details—including steps, parameters, models, and expected outcomes—in advance.
2) Kindly ensure that any missing configurations or specifications are clearly outlined in the plan before confirming.
3) If there’s no built-in solution for what the project needs, we can always turn to reference models, customize our own, different math models or write the code ourselves to fulfil the process.
4) If the plan satisfies your requirement, Please confirm with us.
5) Project based on Simulation only.
We perform with an Existing Approach Ref 5: CrossDeFi: A Novel Cross-Chain Communication Protocol
