Placement delivery array design for the coded caching scheme in medical data sharing

A coded caching scheme for efficient storage and access of medical data is discussed in this paper. Being an inspiring technology for improving the availability and sharing of medical data, the coded caching scheme for medical data is not only convenient for the medical staffs to grasp the patients’ health conditions and treatment history in time, but also effective for the patients to obtain improved quality of medical services. In this paper, the coded caching scheme for the combination network which is the model for the medical data sharing is studied. In the combination network, the server communicates with the users via multiple relays, and the relays as well as the users have cache memories. Using the maximum distance separable codes and placement delivery array (PDA) algorithm, the coded placement phase and delivery phase for combination networks are designed. In addition, for combination networks that satisfy the resolvability property, we extend the PDA algorithm to the case where the users’ priority is considered. The proposed scheme greatly reduces the subpacketization level with slightly increasing the transmission rate. The users with higher priority can get the requested content faster. We demonstrate that relays with cache memories can reduce the data transmission in peak time. The gap between the upper bound and lower bound of the transmission rate is gradually decreased with the increase in the users’ memories. The proposed scheme will shorten the latency time of the system and improve system efficiency for storage and access of medical data.

[1]  Xiaojiang Du,et al.  Security in wireless sensor networks , 2008, IEEE Wireless Communications.

[2]  Vaneet Aggarwal,et al.  Coded Caching With Distributed Storage , 2019, IEEE Transactions on Information Theory.

[3]  Sébastien Ourselin,et al.  GIFT-Cloud: A data sharing and collaboration platform for medical imaging research , 2017, Comput. Methods Programs Biomed..

[4]  Daniela Tuninetti,et al.  Novel Outer Bounds and Inner Bounds with Uncoded Cache Placement for Combination Networks with End-User-Caches , 2017 .

[5]  Seyed Pooya Shariatpanahi,et al.  Multi-Server Coded Caching , 2015, IEEE Transactions on Information Theory.

[6]  Daniela Tuninetti,et al.  Caching in Combination Networks: Novel Multicast Message Generation and Delivery by Leveraging the Network Topology , 2018, 2018 IEEE International Conference on Communications (ICC).

[7]  Xiaojiang Du,et al.  Achieving Efficient and Secure Data Acquisition for Cloud-Supported Internet of Things in Smart Grid , 2017, IEEE Internet of Things Journal.

[8]  Pradeep Kumar Ray,et al.  Investigating an ontology-based approach for Big Data analysis of inter-dependent medical and oral health conditions , 2014, Cluster Computing.

[9]  N. Milman,et al.  Tocilizumab increased sustained glucocorticoid-free remission from giant cell arteritis , 2017, Annals of Internal Medicine.

[10]  Christine Julien,et al.  SEMComm: Sharing Electronic Medical Records using Device to Device Communication , 2016, Middleware Posters and Demos.

[11]  Cong Ling,et al.  Coded caching in a multi-server system with random topology , 2017, 2018 IEEE Wireless Communications and Networking Conference (WCNC).

[12]  Xiaohu Tang,et al.  On the Placement Delivery Array Design for Centralized Coded Caching Scheme , 2015, IEEE Transactions on Information Theory.

[13]  Kenneth D Mandl,et al.  Sharing Medical Data for Health Research: The Early Personal Health Record Experience , 2010, Journal of medical Internet research.

[14]  Xiaojiang Du,et al.  Internet Protocol Television (IPTV): The Killer Application for the Next-Generation Internet , 2007, IEEE Communications Magazine.

[15]  Helena M. Mentis,et al.  Sharing medical data vs. health knowledge in chronic illness care , 2012, CHI Extended Abstracts.

[16]  Aylin Yener,et al.  Coded caching for resolvable networks with security requirements , 2016, 2016 IEEE Conference on Communications and Network Security (CNS).

[17]  Mohsen Guizani,et al.  Transactions papers a routing-driven Elliptic Curve Cryptography based key management scheme for Heterogeneous Sensor Networks , 2009, IEEE Transactions on Wireless Communications.

[18]  Adam E Flanders,et al.  Medical image and data sharing: are we there yet? , 2009, Radiographics : a review publication of the Radiological Society of North America, Inc.

[19]  Li Tang,et al.  Coded caching for networks with the resolvability property , 2016, 2016 IEEE International Symposium on Information Theory (ISIT).

[20]  Sheng Yang,et al.  Placement Delivery Array Design for Combination Networks with Edge Caching , 2018, 2018 IEEE International Symposium on Information Theory (ISIT).

[21]  Fiona Godlee,et al.  [Data sharing statements for clinical trials: a requirement of the International Committee of Medical Journal Editors]. , 2017, Ugeskrift for laeger.

[22]  Jaime Llorca,et al.  Caching in combination networks , 2015, 2015 49th Asilomar Conference on Signals, Systems and Computers.

[23]  Awais Ahmad,et al.  Real-time Medical Emergency Response System: Exploiting IoT and Big Data for Public Health , 2016, Journal of Medical Systems.

[24]  Deniz Gündüz,et al.  Coded Caching in a Multi-Server System With Random Topology , 2020, IEEE Transactions on Communications.

[25]  Donia Scott,et al.  Extracting information from the text of electronic medical records to improve case detection: a systematic review , 2016, J. Am. Medical Informatics Assoc..

[26]  Jaime Llorca,et al.  On the fundamental limits of caching in combination networks , 2015, 2015 IEEE 16th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC).

[27]  Lei Zheng,et al.  On the coded caching based wireless video transmission scheme , 2016, 2016 IEEE/CIC International Conference on Communications in China (ICCC).

[28]  Valerio Bioglio,et al.  Optimizing MDS Codes for Caching at the Edge , 2014, 2015 IEEE Global Communications Conference (GLOBECOM).

[29]  Rajasekhar Mungara,et al.  A Routing-Driven Elliptic Curve Cryptography based Key Management Scheme for Heterogeneous Sensor Networks , 2014 .

[30]  Urs Niesen,et al.  Fundamental Limits of Caching , 2014, IEEE Trans. Inf. Theory.

[31]  Marylyn D. Ritchie,et al.  Return of individual research results from genome-wide association studies: experience of the Electronic Medical Records and Genomics (eMERGE) Network , 2012, Genetics in Medicine.

[32]  M. Fava,et al.  Using electronic medical records to enable large-scale studies in psychiatry: treatment resistant depression as a model , 2011, Psychological Medicine.

[33]  Aylin Yener,et al.  Combination Networks With or Without Secrecy Constraints: The Impact of Caching Relays , 2017, IEEE Journal on Selected Areas in Communications.

[34]  Mohsen Guizani,et al.  An effective key management scheme for heterogeneous sensor networks , 2007, Ad Hoc Networks.

[35]  Urs Niesen,et al.  Decentralized coded caching attains order-optimal memory-rate tradeoff , 2013, 2013 51st Annual Allerton Conference on Communication, Control, and Computing (Allerton).

[36]  Genna R. Cohen,et al.  Are Electronic Medical Records Helpful for Care Coordination? Experiences of Physician Practices , 2010, Journal of General Internal Medicine.