Prediction and Analysis of Heart Diseases Using Heterogeneous Computing Platform

被引:1
|
作者
Sinnapolu, GiriBabu [1 ]
Alawneh, Shadi [1 ]
Dixon, Simon R. [2 ]
机构
[1] Oakland Univ, Elect & Comp Engn Dept, Rochester, MI 48309 USA
[2] Beaumont Hosp, Dept Cardiovasc Med, Royal Oak, MI 48073 USA
关键词
Graphics Processing Unit (GPU); proximity sensors; heart diseases; Atrial Fibrillation; Ventricular Fibrillation; ACUTE MYOCARDIAL-INFARCTION; VENTRICULAR-FIBRILLATION;
D O I
10.3390/math11081781
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The work in this paper helps study cardiac rhythms and the electrical activity of the heart for two of the most critical cardiac arrhythmias. Various consumer devices exist, but implementation of an appropriate device at a certain position on the body at a certain pressure point containing an enormous number of blood vessels and developing filtering techniques for the most accurate signal extraction from the heart is a challenging task. In this paper, we provide evidence of prediction and analysis of Atrial Fibrillation (AF) and Ventricular Fibrillation (VF). Long-term monitoring of diseases such as AF and VF occurrences is very important, as these will lead to occurrence of ischemic stroke, cardiac arrest and complete heart failure. The AF and VF signal classification accuracy are much higher when processed on a Graphics Processor Unit (GPU) than Central Processing Unit (CPU) or traditional Holter machines. The classifier COMMA-Z filter is applied to the highly-sensitive industry certified Bio PPG sensor placed at the earlobe and computed on GPU.
引用
收藏
页数:22
相关论文
共 50 条
  • [41] Dataset identification for prediction of heart diseases
    Kumar B.P.
    Latchoumi T.P.
    International Journal of Cloud Computing, 2022, 11 (5-6) : 415 - 424
  • [42] Multiplex Analysis Platform for Endocrine Disruption Prediction Using Zebrafish
    Jarque, Sergio
    Ibarra, Jone
    Rubio-Brotons, Maria
    Garcia-Fernandez, Jessica
    Terriente, Javier
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (07):
  • [43] Accelerate Scientific Deep Learning Models on Heterogeneous Computing Platform with FPGA
    Jiang, Chao
    Ojika, David
    Vallecorsa, Sofia
    Kurth, Thorsten
    Prabhat
    Patel, Bhavesh
    Lam, Herman
    24TH INTERNATIONAL CONFERENCE ON COMPUTING IN HIGH ENERGY AND NUCLEAR PHYSICS (CHEP 2019), 2020, 245
  • [44] Proposal of Agent Organization Method on Heterogeneous Agent Platform for Symbiotic Computing
    Uchiya, Takahiro
    Konno, Susumu
    Hara, Hideki
    Sugawara, Kenji
    Kinoshita, Tetsuo
    PROCEEDINGS OF THE 8TH IEEE INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS, 2009, : 125 - +
  • [45] Heterogeneous Computing Platform Based On CPU plus FPGA and Working Modes
    Li, Yang
    Zhao, Xiaodong
    Cheng, Taoran
    PROCEEDINGS OF 2016 12TH INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND SECURITY (CIS), 2016, : 669 - 672
  • [46] Modeling ATR applications for intelligent execution upon a heterogeneous computing platform
    Budenske, JR
    Ramanujan, RS
    Thurber, KJ
    Siegel, HJ
    SMC '97 CONFERENCE PROCEEDINGS - 1997 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-5: CONFERENCE THEME: COMPUTATIONAL CYBERNETICS AND SIMULATION, 1997, : 649 - 656
  • [47] Edge and Fog Computing Platform for Data Fusion of Complex Heterogeneous Sensors
    Mujica, Gabriel
    Rodriguez-Zurrunero, Roberto
    Richard Wilby, Mark
    Portilla, Jorge
    Rodriguez Gonzalez, Ana Belen
    Araujo, Alvaro
    Riesgo, Teresa
    Vinagre Diaz, Juan Jose
    SENSORS, 2018, 18 (11)
  • [48] A Heterogeneous Platform with GPU and FPGA for Power Efficient High Performance Computing
    Wu, Qiang
    Ha, Yajun
    Kumar, Akash
    Luo, Shaobo
    Li, Ang
    Mohamed, Shihab
    2014 14TH INTERNATIONAL SYMPOSIUM ON INTEGRATED CIRCUITS (ISIC), 2014, : 220 - 223
  • [49] Heterogeneous Transmission and Parallel Computing Platform (HTPCP) for Remote Sensing Applications
    Yi, Guo
    Rius, Antonio
    Ribo, Serni
    Ferrer, Carles
    VLSI CIRCUITS AND SYSTEMS V, 2011, 8067
  • [50] Implementation of SAR Echo Simulation Algorithm on Heterogeneous Embedded Computing Platform
    Hou, Xiaoyu
    Quan, Daying
    Fan, Wei
    Jin, Xiaoping
    Liu, Hengliang
    3RD ANNUAL INTERNATIONAL CONFERENCE ON CLOUD TECHNOLOGY AND COMMUNICATION ENGINEERING, 2020, 719