ABSTRACT
Nowadays, we are observing an explosion in the proliferation of clinical data. In this context, a typical example of the well-known big data problem is represented by the huge amount of Magnetic Resonance Imaging (MRI) files that need to be stored and analysed. Although the Cloud computing technology can address such a demanding problem, data reliability, availability and privacy are three of the major concerns against the large scale adoption of Cloud storage systems in the healthcare context - this is why hospitals are reluctant to move the patients' data over the Cloud. In this paper, we focus on data reliability and availability and we discuss an approach that allows healthcare centres storing clinical data in a Multi-Cloud storage environment while guaranteeing patients' privacy. Experiments proved the feasibility of our approach.
- Bhagwat, D., Pollack, K., Long, D. D. E., Schwarz, T., Miller, E. L., and Paris, J.-F. Providing high reliability in a minimum redundancy archival storage system. In Proceedings of the 14th IEEE International Symposium on Modeling, Analysis, and Simulation (Washington, DC, USA, 2006), MASCOTS'06, IEEE Computer Society, pp. 413--421. Google ScholarDigital Library
- Celesti, A., Fazio, M., Villari, M., and Puliafito, A. Adding long-term availability, obfuscation, and encryption to multi-cloud storage systems. Journal of Network and Computer Applications 59 (2016), 208 -- 218. Google ScholarDigital Library
- Celesti, A., Peditto, N., Verboso, F., Villari, M., and Puliafito, A. Draco paas: A distributed resilient adaptable cloud oriented platform. In 2013 IEEE International Symposium on Parallel Distributed Processing, Workshops and Phd Forum (2013), pp. 1490--1497. Google ScholarDigital Library
- Chang, C. H., Molahosseini, A. S., Zarandi, A. A. E., and Tay, T. F. Residue number systems: A new paradigm to datapath optimization for low-power and high-performance digital signal processing applications. IEEE Circuits and Systems Magazine 15, 4 (2015), 26--44.Google ScholarCross Ref
- Fan, K., Zhao, L., Shen, X., Li, H., and Yang, Y. Smart-blocking file storage method in cloud computing. In 2012 1st IEEE International Conference on Communications in China (ICCC) (2012), pp. 57--62.Google ScholarCross Ref
- Hai-Jia, W., Peng, L., and Wei-wei, C. The optimization theory of file partition in network storage environment. In Grid and Cooperative Computing (GCC), 2010 9th International Conference on (2010), pp. 30--33. Google ScholarDigital Library
- Huo, Y., Wang, H., Hu, L., and Yang, H. A cloud storage architecture model for data-intensive applications. In Computer and Management (CAMAN), 2011 International Conference on (2011), pp. 1--4.Google ScholarCross Ref
- Leavitt, N. Storage challenge: Where will all that big data go? Computer 46, 9 (September 2013), 22--25. Google ScholarDigital Library
- Traverso, G., Demirel, D., Habib, S. M., and Buchmann, J. As3: Adaptive social secret sharing for distributed storage systems. In 2016 14th Annual Conference on Privacy, Security and Trust (PST) (2016), pp. 528--535.Google ScholarCross Ref
- You, L. L., Pollack, K. T., Long, D. D. E., and Gopinath, K. Presidio: A framework for efficient archival data storage. Trans. Storage 7, 2 (July 2011), 6:1--6:60. Google ScholarDigital Library
- Zhang, Y., Liu, W., and Song, J. A novel solution of distributed file storage for cloud service. In Computer Software and Applications Conference Workshops (COMPSACW), 2012 IEEE 36th Annual (2012), pp. 26--31. Google ScholarDigital Library
Index Terms
- Big MRI Data Dissemination and Retrieval in a Multi-Cloud Hospital Storage System
Recommendations
Big data analytics in Cloud computing: an overview
AbstractBig Data and Cloud Computing as two mainstream technologies, are at the center of concern in the IT field. Every day a huge amount of data is produced from different sources. This data is so big in size that traditional processing tools are unable ...
Towards Hybrid Multi-Cloud Storage Systems: Understanding How to Perform Data Transfer
AbstractNowadays, storing and retrieving information over the Cloud is critical for the survival and growth of organizations and people. In this context, the possibility to store a huge amount of data and files on remote third-party Cloud ...
The rise of "big data" on cloud computing
Cloud computing is a powerful technology to perform massive-scale and complex computing. It eliminates the need to maintain expensive computing hardware, dedicated space, and software. Massive growth in the scale of data or big data generated through ...
Comments