> IEEE SYSTEMS JOURNAL IMDSP-BSoS: A Blockchain-Powered Systems-of-Systems Framework for Secure and Predictive Healthcare Data Management

IMDSP-BSoS is a novel System-of-Systems (SoS) framework integrating Blockchain, Federated Learning, ListenFirst ML (LFML), wearable devices, and edge-cloud computing to address secure, efficient, and scalable healthcare data management. The framework employs Adaptive Privacy Sharding (APS) for advanced privacy and supports context-aware decision-making, enabling robust distributed operations. Formulated as an optimization problem, IMDSP-BSoS balances predictive performance, data security, latency, and scalability. It achieves strong results, including AUC of 0.9569 and 88% accuracy on the HCC dataset, AUC of 0.9378 and 85% accuracy for CKD, and 94% accuracy for wearable sensor-based anomaly detection. With an 80ms latency, it ensures real-time responsiveness, while stable blockchain throughput highlights scalability and robustness. Leveraging Docker and Kubernetes, the system dynamically scales under high workloads. Compared to traditional models, IMDSP-BSoS excels in security, adaptability, and efficiency, providing a transformative solution for modern healthcare data management. Supplementary Material File (imdsp-bsos.pdf) - Download - 1.45 MB Information & Authors Information Version history Copyright This work is licensed under a Non Exclusive No Reuse License.

Authors Metrics & Citations Metrics Article Usage 442views 212downloads Citations Download citation Akoramurthy B, Surendiran B, Sathishkumar V E. > IEEE SYSTEMS JOURNAL IMDSP-BSoS: A Blockchain-Powered Systems-of-Systems Framework for Secure and Predictive Healthcare Data Management. Authorea. 27 January 2025. DOI: https://doi.org/10.22541/au.173801320.05799818/v1 DOI: https://doi.org/10.22541/au.173801320.05799818/v1 If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download. For more information or tips please see 'Downloading to a citation manager' in the Help menu.