DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France

  • AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
  • ICIW 2023, The Eighteenth International Conference on Internet and Web Applications and Services
  • ICIMP 2023, The Eighteenth International Conference on Internet Monitoring and Protection
  • SMART 2023, The Twelfth International Conference on Smart Cities, Systems, Devices and Technologies
  • IMMM 2023, The Thirteenth International Conference on Advances in Information Mining and Management
  • INFOCOMP 2023, The Thirteenth International Conference on Advanced Communications and Computation
  • MOBILITY 2023, The Thirteenth International Conference on Mobile Services, Resources, and Users
  • SPWID 2023, The Ninth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
  • ACCSE 2023, The Eighth International Conference on Advances in Computation, Communications and Services

ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France

  • SERVICE COMPUTATION 2023, The Fifteenth International Conference on Advanced Service Computing
  • CLOUD COMPUTING 2023, The Fourteenth International Conference on Cloud Computing, GRIDs, and Virtualization
  • FUTURE COMPUTING 2023, The Fifteenth International Conference on Future Computational Technologies and Applications
  • COGNITIVE 2023, The Fifteenth International Conference on Advanced Cognitive Technologies and Applications
  • ADAPTIVE 2023, The Fifteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
  • CONTENT 2023, The Fifteenth International Conference on Creative Content Technologies
  • PATTERNS 2023, The Fifteenth International Conference on Pervasive Patterns and Applications
  • COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
  • BUSTECH 2023, The Thirteenth International Conference on Business Intelligence and Technology

NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
  • SENSORDEVICES 2023, The Fourteenth International Conference on Sensor Device Technologies and Applications
  • SECURWARE 2023, The Seventeenth International Conference on Emerging Security Information, Systems and Technologies
  • AFIN 2023, The Fifteenth International Conference on Advances in Future Internet
  • CENICS 2023, The Sixteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
  • ICQNM 2023, The Seventeenth International Conference on Quantum, Nano/Bio, and Micro Technologies
  • FASSI 2023, The Ninth International Conference on Fundamentals and Advances in Software Systems Integration
  • GREEN 2023, The Eighth International Conference on Green Communications, Computing and Technologies

NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • UBICOMM 2023, The Seventeenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
  • ADVCOMP 2023, The Seventeenth International Conference on Advanced Engineering Computing and Applications in Sciences
  • SEMAPRO 2023, The Seventeenth International Conference on Advances in Semantic Processing
  • AMBIENT 2023, The Thirteenth International Conference on Ambient Computing, Applications, Services and Technologies
  • EMERGING 2023, The Fifteenth International Conference on Emerging Networks and Systems Intelligence
  • DATA ANALYTICS 2023, The Twelfth International Conference on Data Analytics
  • GLOBAL HEALTH 2023, The Twelfth International Conference on Global Health Challenges
  • CYBER 2023, The Eighth International Conference on Cyber-Technologies and Cyber-Systems

TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal

  • CORETA 2023, Advances on Core Technologies and Applications
  • DIGITAL 2023, Advances on Societal Digital Transformation

SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain

SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain

  • ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
  • ICSNC 2023, The Eighteenth International Conference on Systems and Networks Communications
  • CENTRIC 2023, The Sixteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
  • VALID 2023, The Fifteenth International Conference on Advances in System Testing and Validation Lifecycle
  • SIMUL 2023, The Fifteenth International Conference on Advances in System Simulation
  • SOTICS 2023, The Thirteenth International Conference on Social Media Technologies, Communication, and Informatics
  • INNOV 2023, The Twelfth International Conference on Communications, Computation, Networks and Technologies
  • HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing

IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain

 

 

ThinkMind // SMART 2021, The Tenth International Conference on Smart Cities, Systems, Devices and Technologies // View article smart_2021_1_30_40011

A Data-Driven Approach for Region-wise Environmental Health and COVID-19 Risk Assessment Scores

Authors:
Sanjana Pai Nagarmat
Saiyed Kashif Shaukat

Keywords: COVID-19, air quality index, tree cover, health score, risk score

Abstract:
High population density in India has led to rapid influx of citizens into urban cities. With urbanization, cities are facing massive issues in terms of improving citizen health and living conditions, medical infrastructure facilities and overall environmental conditions. The recent COVID-19 pandemic further threw light on the need to solve these pre-existing challenges. Academic scholars, researchers and industries across the country have developed several platforms and smart city applications to help city planners. However, the data sources largely remain segregated. Due to this, applications have restricted ability to provide interpretable results and quantified scores at a granular level. Our paper introduces a novel data-driven approach that helps city planners easily comprehend the current situation and further prioritize action plans to solve urban challenges of environmental health and medical infrastructure facilities in city wards. Data from several sources are combined to provide scores at a granular ward level that is indicative of ward environmental health and ward level risk in situations like the pandemic. Health score provides recommendations to improve the environmental health while the risk score helps in identifying critical zones and predicting the number of active patients in the region. Several Machine Learning based scoring models to predict risk scores for wards are considered. Risk scores are analyzed on a spatio-temporal basis and results are validated with the actual data from Pune smart city. The model introduced in this paper based on Gradient Tree Boosting Algorithm successfully predicts the ward risk scores with 94.55% accuracy.

Pages: 14 to 23

Copyright: Copyright (c) IARIA, 2021

Publication date: May 30, 2021

Published in: conference

ISSN: 2308-3727

ISBN: 978-1-61208-805-1

Location: Valencia, Spain

Dates: from May 30, 2021 to June 3, 2021

SERVICES CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy.