A cognitive technology based healthcare monitoring system and medical data transmission

被引:18
|
作者
Kumar, M. Arun [1 ]
Vimala, R. [2 ]
Britto, K. R. Aravind [3 ]
机构
[1] PSNA Coll Engn & Technol, Dept IT, Dindigul, Tamil Nadu, India
[2] PSNA Coll Engn & Technol, Dept EEE, Dindigul, Tamil Nadu, India
[3] PSNA Coll Engn & Technol, Dept ECE, Dindigul, Tamil Nadu, India
关键词
Medical data processing; Big-data; Healthcare monitoring system; Clustering and classification; BIG DATA; DATA ANALYTICS; PREDICTION; MAPREDUCE; FRAMEWORK;
D O I
10.1016/j.measurement.2019.03.017
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In healthcare management, the volume of patient data generated from various medical devices used for patient monitoring. Increasing healthcare data is persisted in distributed database available in cloud, for sharing among medical experts. Cloud provides most excellent methods to explore the organized and unorganized data prepared from healthcare management systems. By analyzing the healthcare data, the health conditions and the treatment methods are predicted for future treatment. Yet, the existing design could not sustain both analysis and procedure for huge quantity of multi-organized healthcare data. In this paper, it is aimed to provide a cognitive technology for efficient monitoring and transmission of medical data in a healthcare industry. To do that, a Cognitive Data Transmission Method (CDTM) is proposed for monitor, record and transmit the data patient's health related data. A highest priority is assigned in data transmission, when the health condition is critical, which can be identified from the data-packet information. The cognitive nature is obtained using Simulated Annealing method. Finally, a stochastic prophesy representation is intended to predict the future health condition of the most related patients based on their present health conditions. Performance assessment of the planned procedure is recognized through general model in the cloud surroundings, that ensures 98% accurateness of prediction and sustain 99% of CPU and bandwidth consumption to decrease the analysis time (C) 2019 Published by Elsevier Ltd.
引用
收藏
页码:322 / 332
页数:11
相关论文
共 50 条
  • [1] Secure Transmission Medical Data for Pervasive Healthcare System using Android
    Sudha, G.
    Ganesan, R.
    [J]. 2013 INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND SIGNAL PROCESSING (ICCSP), 2013, : 433 - 436
  • [2] Private and Secured Medical Data Transmission and Analysis for Wireless Sensing Healthcare System
    Huang, Haiping
    Gong, Tianhe
    Ye, Ning
    Wang, Ruchuan
    Dou, Yi
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2017, 13 (03) : 1227 - 1237
  • [3] Healthcare Standards based Sensory Data Exchange for Home Healthcare Monitoring System
    Khan, Wajahat Ali
    Hussain, Maqbool
    Afzal, Muhammad
    Amin, Muhammad Bilal
    Lee, Sungyoung
    [J]. 2012 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2012, : 1274 - 1277
  • [4] Smart Wireless Sensor Technology for Healthcare Monitoring System Using Cognitive Radio Networks
    Jabeen, Tallat
    Jabeen, Ishrat
    Ashraf, Humaira
    Ullah, Ata
    Jhanjhi, N. Z.
    Ghoniem, Rania M.
    Ray, Sayan Kumar
    [J]. SENSORS, 2023, 23 (13)
  • [5] Secure Medical Data Transmission Model for IoT-Based Healthcare Systems
    Elhoseny, Mohamed
    Ramirez-Gonzalez, Gustavo
    Abu-Elnasr, Osama M.
    Shawkat, Shihab A.
    Arunkumar, N.
    Farouk, Ahmed
    [J]. IEEE ACCESS, 2018, 6 : 20596 - 20608
  • [6] Review on "Blockchain technology based medical healthcare system with privacy issues"
    Saha, Arijit
    Amin, Ruhul
    Kunal, Sourav
    Vollala, Satyanarayana
    Dwivedi, Sanjeev K.
    [J]. SECURITY AND PRIVACY, 2019, 2 (05)
  • [7] Design of Remote Medical Monitoring System Based on ZigBee Technology
    Xu, Dawei
    Feng, Ping
    Ren, Shan
    Wang, Lirong
    [J]. PROCEEDINGS 2015 IEEE FIFTH INTERNATIONAL CONFERENCE ON BIG DATA AND CLOUD COMPUTING BDCLOUD 2015, 2015, : 199 - 202
  • [8] Research on the Online Monitoring Data Transmission Technology Based on Beidou Communication
    Gong, Yiyu
    Fan, Songhai
    Luo, Lei
    Liu, Xiaojiang
    [J]. 2018 IEEE 18TH INTERNATIONAL CONFERENCE ON COMMUNICATION TECHNOLOGY (ICCT), 2018, : 660 - 663
  • [9] The status of medical technology and the healthcare system in the Philippines
    Ledesma, JFG
    [J]. PACIFIC MEDICAL TECHNOLOGY SYMPOSIUM, PROCEEDINGS, 1998, : 163 - 165
  • [10] Wireless Data Transmission Based on GPRS in Greenhouse Monitoring System
    Hou, Xiaoqian
    Wang, Xiangdong
    [J]. SENSORS, MEASUREMENT AND INTELLIGENT MATERIALS, PTS 1-4, 2013, 303-306 : 2054 - 2057