Smart City Healthcare System for Survival Forecast of Cardiac Attack Situation Using Machine Learning Techniques

Smart City Healthcare System for Survival Forecast of Cardiac Attack Situation Using Machine Learning Techniques

Ramkrishna Ghosh, Rinku Rani Bhunia, Sabyasachi Pramanik, Suneeta Mohanty, Prasant Kumar Patnaik
DOI: 10.4018/978-1-6684-6408-3.ch019
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Abstract

Smart cities are going through enormous moves in technology and operations in recent days, and ‘data science' is driving the change in the current age of the Fourth Industrial Revolution (Industry 4.0). Data science is typically the scientific study and analysis of actual happenings with historical data using a variety of scientific methodologies, machine learning techniques, processes, and systems. In this paper, the authors focus on and investigate the “smart city healthcare,” where data for the city gathered from different origins like sensors, devices connected with the internet, or more exterior origins, is being extracted for perceptions and secret associations to improve decision-making procedures and convey superior and further smart facilities to residents. To attain this intention, machine learning methodical design can be utilized to deliver extensive proficiency about data collected, which builds the computing process more practicable and smarter in different actual city facilities.
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1. Introduction

Currently, the globe is undergoing an advancement of “Smart Cities” in accordance with the demands of the community in the metropolitan regions, which is commonly observed as an usage of the internet of things (IoT) (Silva et al., 2018). IoT is designated as an interconnected network of different elements that are perceiving, gathering, communicating, and investigating data for smart systems and facilities. With the arrival of intelligent instruments and their latest evolutions, the concept of connecting day to day entities beyond current networks has become greatly beneficial and is expanding gradually. IoT has an enormous effect on our lives in different aspects like social, commercial along with economical. In the IoT network, interconnected intelligent devices may allocate and gain legal information to create smart resolution. Consequently, IoT delivers crucial construction elements for the cities, i.e., collection of data, acquirement of data, and smart resolution along with application management for smart city facilities.

The IoT is a state of the art networking standard, permitting far reaching chances by authorizing the Internet to confine lots of smart devices by way of typical communication protocols, such as Internet Protocol (IP). This offers services to end users and assists to engineer state of the art solutions to community-scale problems.

For example, smart healthcare is nourishing concern in IoT usages which need embedded sensors and actuators in patients to observe bodily conditions. These are generally employed to gather and process data and collect appropriate information to make worthy steps and determinations for the patients.

The goal of a systematic IoT medical management is to provide actual time remote observation of patient fitness state, to stop the dangerous patient states and to upgrade the standard of life by way of smart IoT settings. New challenges were initiated with IoT for the security (Pramanik, 2022) of systems and procedures and additionally with the privacy difficulties with a patient’s medical data. Information security applying IoT is extremely cumbersome and demanding; since global connectivity and accessibility are the crucial matters connected with IoT.

With the ubiquitous utilization of associated networks and tendency of devices to form extensive ad hoc networks, internet of healthcare things (IoHT) usages have grown with ample diverseness and alteration in recent decades. One of the substantial innovations is the commencement of customized medical management facilities and extensive wearable devices in the healthcare region. Due to the eventual advantages of IoT in health facilities and usages, countries worldwide have taken ample measures to initiate evolution, acquisition and utilization of IoT facilities and usages in the healthcare sector.

Inside the medical management sector, network arrangements of information and communication technology (ICT) have aided enhanced health observation techniques. Linking ICT network arrangements, IoTs and cloud computing performed the medical technology to the following level (Shashidhar et al., 2020). It guarantees economical, low-priced, convenient, and dependable devices known as distant health observance system devices enclosed with the patients. This constitution is an extensive segment of health center organizations where faraway health of a patient can observe and convey upgrades to physicians (Rohokale et al., 2011). Everybody appears to examine health concerns. The authors have utilized an ongoing remote health observation method in the mode of IoT and cloud. The arrangement may utilize Arduino and IoT cloud jointly in the mode of a novel method to observe the health of a patient.

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