Smart Healthcare System Design

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The purpose of this book is to help achieve a better integration between the work of researchers and practitioners in a single medium for capturing state-of-the-art IoT solutions in healthcare applications to address how to improve the proficiency of wireless sensor networks (WSNs) in healthcare. It explores possible automated solutions in everyday life, including the structures of healthcare systems built to handle large amounts of data, thereby improving clinical decisions; which is why this book will prove invaluable to professionals who want to increase their understanding of recent challenges in the IoT-enabled healthcare domain. The 14 chapters address various aspects of the IoT system, such as design challenges, theory, various protocols, and implementation issues, and also include several case studies.
Smart Healthcare System: Security and Privacy Aspects

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10 Chapter 10Figure 10.1 Overview of system architecture.Figure 10.2 Schematic diagram of the proposed system.Figure 10.3 An example of MQTT protocol use-case with different topics and clien...Figure 10.4 Quality of service (0) of MQTT.Figure 10.5 Quality of service (1) of MQTT.Figure 10.6 Quality of service (2) of MQTT.Figure 10.7 Raspberry Pi board (model RasPi B).Figure 10.8 Custard Pi 3A.Figure 10.9 Huba type 663 differential pressure transmitter.Figure 10.10 Flow chart of the publisher algorithm.Figure 10.11 Flow chart of the subscriber algorithm.Figure 10.12 Remote monitoring system for gas turbine engine using IoT.Figure 10.13 The experimental setup.Figure 10.14 Data from sensor 1.Figure 10.15 Data from sensor 2.Figure 10.16 Data from sensor 3.Figure 10.17 Data from sensor 4.Figure 10.18 Data from sensor 5.Figure 10.19 Data from sensor 6.Figure 10.20 Total energy consumed by each sensor with and without the proposed ...Figure 10.21 The overall energy consumption in the system with and without the p...Figure 10.22 Total bytes transmitted by RasPi with and without the proposed algo...Figure 10.23 Data storage with and without the proposed algorithm.Figure 10.24 Traceroute command in Linux.Figure 10.25 Traceroute command in Windows.Figure 10.26 Total number of transmitted bytes from the RasPi to the monitoring ...

11 Chapter 12Figure 12.1 Views of AI [10].Figure 12.2 Different types of artificial intelligence.Figure 12.3 Intelligent agent.Figure 12.4 Various disciplines of AI [15, 16].Figure 12.5 The relation between AI, ML, and DL.Figure 12.6 Industry 4.0 [19].Figure 12.7 Types of industrial revolutions.Figure 12.8 Role of ML in Industry 4.0.Figure 12.9 Challenges in Industry 4.0 [29, 30].Figure 12.10 Other Industries that adopt new trends.

12 Chapter 13Figure 13.1 Preliminary screening of COVID-19 patients.

13 Chapter 14Figure 14.1 Flow chart—symptoms of COVID-19 and predictive measures.Figure 14.2 Linear regression model.Figure 14.3 Adequacy model.Figure 14.4 Stationarity analysis.Figure 14.5 Auto correlation functional values—time and lag.Figure 14.6 Partial autocorrelation.Figure 14.7 Time plot of daily COVID-19 new cases in the world during 22-Jan 22-...Figure 14.8 Time plot of daily COVID-19 new deaths in the world during 22-Jan-20...Figure 14.9 Plots of ACF values for daily COVID-19-new cases in the world.Figure 14.10 Plots of PACF values for daily COVID-19 new cases in the world.Figure 14.11 Plots of ACF values for daily COVID-19 deaths in the world.Figure 14.12 Plots of PACF values for daily COVID-19 new new deaths in the world...Figure 14.13 Time plot of new cases across the globe during 22 Jan-2020 to 31-Ma...Figure 14.14 Time plot of second differencing for new cases and deaths in the wo...Figure 14.15 Plots of ACF values of second differencing of daily new cases in th...Figure 14.16 Plots of PACF values of second differencing of daily new cases in t...Figure 14.17 Plots of ACF values of second differencing of daily new deaths in t...Figure 14.18 Plots of PACF values of second differencing of daily new deaths in ...Figure 14.19 Plotting of ACF and PACF values for estimated residuals of daily ne...Figure 14.20 Plotting of ACF and PACF values for estimated residuals of daily ne...Figure 14.21 Normal P–P plot of estimated residual daily new cases.Figure 14.22 Normal P–P plot of estimated of residuals of daily new deaths.Figure 14.23 Forecast graph of daily new cases in the world.Figure 14.24 Forecast graph of daily new deaths in the world.Figure 14.25 Scatter plot of daily new cases vs daily COVID-19 new deaths.Figure 14.26 Normal P–P plot of estimated residuals.

List of Tables

1 Chapter 1 Table 1.1 Defined epileptic state in transient EEG signal. Table 1.2 Brainwaves frequency characteristics. Table 1.3 EEG signal mathematical transform with feature. Table 1.4 EEG signal seizures proposed HANNSVM system result. Table 1.5 Initially defined epileptic states. Table 1.6 Feature sets that resulted in the highest prediction accuracy for pati... Table 1.7 Feature sets that resulted in the highest prediction accuracy for each...

2 Chapter 2 Table 2.1 Very recent articles focusing on applications of fuzzy set theory in h... Table 2.2 Abbreviations with descriptions.

3 Chapter 3Table 3.1 Classification results for COVID-19 data set.Table 3.2 Weights of different criteria.Table 3.3 Performance scores and rank by SMART.Table 3.4 Presentation determined by WPM.Table 3.5 Presentation determines by TOPSIS.

4 Chapter 9Table 9.1 Protocols used for interconnection in medical IoT.

5 Chapter 10Table 10.1 A list of all parameters used in this study.

6 Chapter 13Table 13.1 Country-wise statistical table for affected area.Table 13.2 AI-assisted diagnosis of COVID-19 and drug discovery.

7 Chapter 14Table 14.1 Auto correlation of second differenced daily new cases.Table 14.2 Partial auto correlation of second differenced daily new cases.Table 14.3 Autocorrelation with second differenced values are obtained by transf...Table 14.4 Partial auto correlation of second differenced daily new deaths.Table 14.5 ARIMA models and normalized BIC value for daily new cases in the worl...Table 14.6 ARIMA models and normalized BIC value for daily COVID-19 new deaths i...Table 14.7 Model statistics of daily new cases in the world.Table 14.8 Model statistics of daily new deaths in the globe.Table 14.9 ARIMA model parameters of daily new cases in the world.Table 14.10 ARIMA model parameters of daily new deaths in the world.Table 14.11 Forecasting values of daily new cases in the world (June 2020–August...Table 14.12 Forecasting values of daily new deaths in the world (June 2020–Augus...Table 14.13 Statistical measures.Table 14.14 Coefficients.Table 14.15 Residuals statistics.

Guide

1 Cover

2 Table of Contents

3 Title page

4 Copyright

5 Dedication

6 Preface

7 Acknowledgments

8 Begin Reading

9 Index

10 End User License Agreement

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