Literature DB >> 30311011

Internet of Things with Maximal Overlap Discrete Wavelet Transform for Remote Health Monitoring of Abnormal ECG Signals.

Revathi Sundarasekar1, M Thanjaivadivel2, Gunasekaran Manogaran3, Priyan Malarvizhi Kumar4, R Varatharajan5, Naveen Chilamkurti6, Ching-Hsien Hsu7.   

Abstract

In this paper, MODWT is used to decompose the Electrocardiography (ECG) signals and to identify the changes of R waves in the noisy input ECG signal. The MODWT is used to handle the arbitrary changes in the input signal. The R wave's detctected by the proposed framework is used by the doctors and careholders to take necessary action for the patients. MATLAB simulink model is used to develop the simulation model for the MODWT method. The performance of the MODWT based remote health monitoring system method is comparatively analyzed with other ECG monitoring approaches such as Haar Wavelet Transformation (HWT) and Discrete Wavelet Transform (DWT). Sensitivity, specificity, and Receiver Operating Characteristic (ROC) curve are calculated to evaluate the proposed Internet of Things with MODWT based ECG monitoring system. We have used MIT-BIH Arrythmia Database to perform the experiments.

Entities:  

Keywords:  ECG signals; Haar wavelet transformation; Internet of things; Maximal overlap discrete wavelet transform; Monitoring system; Remote health monitoring system; Simulation model; Wearable sensor devices

Mesh:

Year:  2018        PMID: 30311011     DOI: 10.1007/s10916-018-1093-4

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  5 in total

Review 1.  The Internet of Things for basic nursing care-A scoping review.

Authors:  Riitta Mieronkoski; Iman Azimi; Amir M Rahmani; Riku Aantaa; Virpi Terävä; Pasi Liljeberg; Sanna Salanterä
Journal:  Int J Nurs Stud       Date:  2017-02-01       Impact factor: 5.837

2.  Spatial Big Data Analytics of Influenza Epidemic in Vellore, India.

Authors:  Daphne Lopez; M Gunasekaran; B Senthil Murugan; Harpreet Kaur; Kaja M Abbas
Journal:  Proc IEEE Int Conf Big Data       Date:  2014-10

Review 3.  Security issues in healthcare applications using wireless medical sensor networks: a survey.

Authors:  Pardeep Kumar; Hoon-Jae Lee
Journal:  Sensors (Basel)       Date:  2011-12-22       Impact factor: 3.576

4.  Accurate Vehicle Location System Using RFID, an Internet of Things Approach.

Authors:  Jaco Prinsloo; Reza Malekian
Journal:  Sensors (Basel)       Date:  2016-06-04       Impact factor: 3.576

5.  Mobile Crowd Sensing for Traffic Prediction in Internet of Vehicles.

Authors:  Jiafu Wan; Jianqi Liu; Zehui Shao; Athanasios V Vasilakos; Muhammad Imran; Keliang Zhou
Journal:  Sensors (Basel)       Date:  2016-01-11       Impact factor: 3.576

  5 in total
  5 in total

1.  Improving the Accuracy of Feature Selection in Big Data Mining Using Accelerated Flower Pollination (AFP) Algorithm.

Authors:  K Venkatasalam; P Rajendran; M Thangavel
Journal:  J Med Syst       Date:  2019-03-09       Impact factor: 4.460

2.  An E-health system for monitoring elderly health based on Internet of Things and Fog computing.

Authors:  Hafedh Ben Hassen; Wael Dghais; Belgacem Hamdi
Journal:  Health Inf Sci Syst       Date:  2019-10-24

3.  An IoT and Fog Computing-Based Monitoring System for Cardiovascular Patients with Automatic ECG Classification Using Deep Neural Networks.

Authors:  Jaime A Rincon; Solanye Guerra-Ojeda; Carlos Carrascosa; Vicente Julian
Journal:  Sensors (Basel)       Date:  2020-12-21       Impact factor: 3.576

4.  An ML-Enabled Internet of Things Framework for Early Detection of Heart Disease.

Authors:  Yar Muhammad; Moteeb Almoteri; Hana Mujlid; Abdulrhman Alharbi; Fahad Alqurashi; Ashit Kumar Dutta; Sultan Almotairi; Hamad Almohamedh
Journal:  Biomed Res Int       Date:  2022-09-21       Impact factor: 3.246

5.  A home hospitalization system based on the Internet of things, Fog computing and cloud computing.

Authors:  Hafedh Ben Hassen; Nadia Ayari; Belgacem Hamdi
Journal:  Inform Med Unlocked       Date:  2020-06-09
  5 in total

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