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Published on: April 12, 2021
An intelligent blockchain strategy for decentralised healthcare framework.
Akanksha Goel1,2, S Neduncheliyan1
1School of Computing, Bharath Institute of Higher Education and Research, Chennai, Tamil Nadu 600073 India.
A new Deep Belief-based Diffie Hellman (DBDH) framework enhances medical data security on blockchains. This approach improves confidentiality and reduces time and memory usage for secure data sharing.
Area of Science:
- Blockchain Technology
- Cybersecurity
- Medical Data Management
Background:
- Secure medical data sharing is a major blockchain challenge.
- Existing methods suffer from high time/memory use and low confidentiality.
- Data integrity is compromised by security threats and large unstructured records.
Purpose of the Study:
- To present a novel hybrid Deep Belief-based Diffie Hellman (DBDH) security framework.
- To protect medical data from malicious events and ensure data integrity.
- To improve the efficiency and confidentiality of secure medical data transfer.
Main Methods:
- Utilized a deep belief neural system for continuous system monitoring and attack identification.
- Implemented a hybrid DBDH framework incorporating deep belief networks and Diffie Hellman.
- Employed homomorphic properties for hash calculation on encrypted data and a verification module for hash comparison.
Main Results:
- The DBDH framework demonstrated enhanced security and confidentiality for medical data.
- The model showed reduced time consumption and memory usage compared to existing approaches.
- Cryptanalysis confirmed the model's robustness against malicious attacks.
Conclusions:
- The proposed DBDH framework effectively secures medical data on blockchain.
- This novel approach addresses the limitations of existing blockchain security methods.
- The framework offers a promising solution for secure and efficient medical data sharing.
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