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E-book

Title Self-powered SoC platform for analysis and prediction of cardiac arrhythmias / Hani Saleh, Nourhan Bayasi, Baker Mohammad, Mohammed Ismail
Published Cham, Switzerland : Springer, ©2017

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Description 1 online resource : illustrations
1 online resource
Series ACSP - analog circuits and signal processing
Analog circuits and signal processing series.
Contents Preface -- Acknowledgments -- Abbreviations -- Contents -- List of Figures -- List of Tables -- Chapter 1: Introduction -- 1.1 Remote Monitoring System (RMS) -- 1.1.1 Key Enabling Technologies -- 1.1.2 Economical Impact -- 1.2 Electrocardiographic Signal -- 1.3 Cardiac Arrhythmias -- 1.4 The Problem with Existing Cardiac Arrhythmia Automatic Diagnostic Solutions -- 1.5 Proposed Solutions and Book Contribution -- 1.6 Goal of the Work -- 1.7 Book Outline -- Chapter 2: Literature Review -- 2.1 Cardiovascular Diseases -- 2.1.1 Mortality
2.1.2 Prevalence2.2 ECG Filtering: A Review -- 2.3 ECG Feature Extraction Techniques: A Review -- 2.4 ECG Classification Techniques: A Review -- 2.4.1 Support Vector Machine (SVM) -- 2.4.2 Artificial Neural Network (ANN) -- 2.4.3 Hidden Markov Model (HMM) -- 2.4.4 Linear Discriminant Analysis (LDA) -- 2.4.5 Naive Bayes -- 2.4.6 Hybrid Methods -- 2.5 Hardware Implementation of ECG Signal Processing Systems: A Review -- 2.5.1 State-of-the-Art -- Chapter 3: System Design and Development -- 3.1 ECG Databases -- 3.2 Analytical Methods for ECG Preprocessing
3.2.1 QRS Complex Detection3.2.2 T and P Wave Delineation -- 3.3 Feature Extraction -- 3.3.1 Short-Term ECG Features -- 3.3.2 Statistical Analysis -- 3.3.3 Information Gain Attribute Evaluation -- 3.4 Classification Using Naive Bayes -- 3.4.1 Classification Procedure -- Chapter 4: Hardware Design and Implementation -- 4.1 System Architecture -- 4.2 Design of the Preprocessing Stage -- 4.2.1 Realization of QRS Complex Detection -- 4.2.2 Realization of T and P Wave Delineation -- 4.3 Design of the Classification Stage -- 4.4 ASIC Implementation
4.4.1 Set Specifications and Prepare the Golden Model4.4.2 RTL Coding and Testbench -- 4.4.3 Synthesis -- 4.4.4 IC Compiler (ICC) -- 4.4.5 Chip Finishing -- Chapter 5: Performance and Results -- 5.1 Matlab Simulation Results -- 5.1.1 Performance of the Preprocessing Stage: Part 1 -- 5.1.2 Performance of the Feature Extraction Stage -- 5.1.2.1 Performance of Individual Features -- 5.1.2.2 Performance of Feature Combinations -- 5.1.3 Performance of the Classification Stage: Part 1 -- 5.1.4 Comparison to Published Work: Part 1
5.2 ASIC Implementation Results5.2.1 Performance of the Preprocessing Stage: Part 2 -- 5.2.2 Performance of the Classification Stage: Part 2 -- 5.2.3 Comparison to Published Work: Part 2 -- 5.3 First Tapeout -- 5.3.1 Testing and Implementation -- Chapter 6: Conclusions -- Bibliography
Bibliography Includes bibliographical references and index
Subject Heart rate monitoring.
Cardiovascular instruments, Implanted.
Patient monitoring.
Cardiac pacemakers.
Ambulatory electrocardiography.
Electrocardiography, Ambulatory
Monitoring, Physiologic
Pacemaker, Artificial
Computer architecture & logic design.
Biomedical engineering.
Circuits & components.
MEDICAL -- Gynecology & Obstetrics.
Ambulatory electrocardiography
Cardiac pacemakers
Cardiovascular instruments, Implanted
Heart rate monitoring
Patient monitoring
Form Electronic book
Author Saleh, Hani, author
Bayasi, Nourhan, author
Mohammad, Baker, author
Ismail, Mohammed, author
ISBN 9783319639734
3319639730