Smart healthcare system using integrated and lightweight ECC with private blockchain for multimedia medical data processing

被引:0
作者
Hemant B. Mahajan
Aparna A. Junnarkar
机构
[1] Godwit Technologies,
[2] PES Modern College of Engineering,undefined
来源
Multimedia Tools and Applications | 2023年 / 82卷
关键词
Biomedical image procesing; Blockchain; Elliptical curve cryptography; Healthcare 4.0; Internet of things; Multimedia data; Security;
D O I
暂无
中图分类号
学科分类号
摘要
Cloud-based Healthcare 4.0 systems have research challenges with secure medical data processing, especially biomedical image processing with privacy protection. Medical records are generally text/numerical or multimedia. Multimedia data includes X-ray scans, Computed Tomography (CT) scans, Magnetic Resonance Imaging (MRI) scans, etc. Transferring biomedical multimedia data to medical authorities raises various security concerns. This paper proposes a one-of-a-kind blockchain-based secure biomedical image processing system that maintains anonymity. The integrated Healthcare 4.0 assisted multimedia image processing architecture includes an edge layer, fog computing layer, cloud storage layer, and blockchain layer. The edge layer collects and sends periodic medical information from the patient to the higher layer. The multimedia data from the edge layer is securely preserved in blockchain-assisted cloud storage through fog nodes using lightweight cryptography. Medical users then safely search such data for medical treatment or monitoring. Lightweight cryptographic procedures are proposed by employing Elliptic Curve Cryptography (ECC) with Elliptic Curve Diffie-Hellman (ECDH) and Elliptic Curve Digital Signature (ECDS) algorithm to secure biomedical image processing while maintaining privacy (ECDSA). The proposed technique is experimented with using publically available chest X-ray and CT images. The experimental results revealed that the proposed model shows higher computational efficiency (encryption and decryption time), Peak to Signal Noise Ratio (PSNR), and Meas Square Error (MSE).
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页码:44335 / 44358
页数:23
相关论文
共 127 条
[1]  
Alghazo JM(2020)A Secure multimedia processing through blockchain in smart healthcare systems ACM Trans Multimed Comput Commun Appl 59 76-84
[2]  
Rathee G(2022)5G standards for the Industry 4.0 enabled communication systems using artificial intelligence: perspective of smart healthcare system Appl Nanosci 11 1533-1540
[3]  
Gupta SD(2016)Secure multiparty computations on Bitcoin Commun ACM 8 271-280
[4]  
Tabrez Quasim M(2021)An efficient machine learning based image encryption scheme for medical image security J Med Imaging Health Inform 6 27205-27213
[5]  
Murugan SS(2018)Data processing platforms for electronic health records Heal Technol 28 2209-2223
[6]  
Latif G(2018)A Secure cryptocurrency scheme based on post-quantum blockchain IEEE Access 66 48-58
[7]  
Dhasarathan V(2021)A study on source device attribution using still images Arch Computat Methods Eng 78 19905-19916
[8]  
Alhayani B(2017)A multimedia healthcare data sharing approach through cloud-based body area network Futur Gener Comput Syst 81 11259-11277
[9]  
Kwekha-Rashid AS(2020)Decentralization and security issues in blockchain enabled internet of things Wirel Commun Mob Comput 42 214-13
[10]  
Mahajan HB(2019)A healthcare monitoring system using random forest and internet of things (IoT) Multimed Tools Appl 2021 1-7997