Critical Analysis of Air Pollution and AQI and Its Bad Effects on Human Health: AI- and DL-Based Approach for Sustainable Development

Critical Analysis of Air Pollution and AQI and Its Bad Effects on Human Health: AI- and DL-Based Approach for Sustainable Development

Rohit Rastogi, Sheelu Sagar, Puru Jain, Rishabh Jain, Priyanshi Garg, Mukund Rastogi, Neeti Tandon, Prajwal Srivastava
DOI: 10.4018/IJSESD.298334
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Abstract

Because of quick industrialization and urbanization, Delhi is seeing uncommon increment in air contamination. The arrival of unsafe gases, for example, carbon monoxide and sulfur dioxide isn't just hurtful to the soundness of the populace, but on the other hand is making irreversible impacts nature. The motivation behind this undertaking is to depict the execution of ease and vitality proficient air quality checking frameworks. The proposed air quality observing framework utilizes an air quality record that can be effectively translated. To show the truth of the gases being discharged around parts of Delhi. AQI considers four significant poisons: sulfur dioxide, carbon monoxide, nitrogen dioxide and ozone and benzene, SPM. By recalling information on day by day contamination levels, the EPA can indicate a number about its AQI run. The assessment results affirm the ability of the proposed framework for constant and spatial observing of air quality. Also, it is workable for the overall population to arrive at the aftereffects of air quality observing continuously.
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1. Motivation, Objective And Scope Of The Presented Research Work

1.1 Motivation

Today, the Air quality is a major concern throughout the globe. The whole humanity is facing unprecedented challenge and threat to solve this critical issue. Many times, India and China like countries and their mass population are facing these issues for many days. It motivated our team to analyze the situation and provide a technical intervention for it. Present manuscript is an effort in the same direction.

  • 1.

    Resource Allocation: To help the chairmen in apportioning the assets and deciding the needs. The ordinary exchanging must be done so as to know the asset. Empower assessment of exchange offs associated with the other air contamination control techniques.

  • 2.

    Location Based Dashboard: It is used to measure the harmful air quality at different places and its consequences in different angles at developed and developing areas. What's more, along these lines we can rank the areas. Along these lines, bringing up those territories and frequencies of potential risks.

  • 3.

    Trend Analysis: To reflect the different variations in the standard of air index this has been happening over a specified time. So as for to add the trend and thus simplify it. This enables forecasting of air quality and plans pollution control measures.

  • 4.

    Public Information: To spread consciousness in general society about the ecological conditions. It's important for the peoples who have suffered from harmful effects caused by the air contamination. The individuals should think about the data identified with contamination. In this way it so empowers them to adjust their day by day work and imparts at the moment when they are aware regarding higher contamination levels.

  • 5.

    Scientific Research: It is used as a technique to reduce this data and converts it in human friendly and easy to use structure and shape by preprocessing the data that delivers more understanding and clarity to the researchers while directing the examination over some natural wonders. The science, for example, to be fighting and ready to invalidate it. Such instruments become increasingly helpful when utilized in along these lines the combination with different sources, for example, we realize nearby outflow studies.

1.2 Research Work Objective

The research work aims to achieve the following:

  • 1.

    Make aware all over to the public about the air quality by summation parameter which is easily understandable.

  • 2.

    Informing citizens about the overall and every concerned effect of the parameters in healthcare 4.0 of the poor quality of air and climate related concerns.

  • 3.

    Developed urban areas are marked points and towns for beautifully given smartly priority on the responses provided to take care the quality of the air.

1.3 Scope of the Research Work

  • Review of the all the available AQIs and also including international practices and exercises.

  • Suggest health impact has to be limited above the pre-decided finalized limits for the 8 factors for which the quality protocols of air in small duration are the recommended. The overall the air quality index and overall presentations.

  • Suggest qualitative description of and material analysis of the air quality and related same health impressions for all the many other numerical annals related to quality of air.

  • The measurement of quality of air with the available data and so overall from a less but already marked developed and developing areas of residential for citizens.

  • To improve the IoT and online based and easily manually usable structure for handling quality of air for the citizens applying on present and previous parameter values related to air quality. The web-based research will be promising.

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