Air Quality Index And Environment Monitoring

Air pollution remains a pressing global issue, necessitating efficient and scalable monitoring solutions beyond traditional sensor-based systems. This paper introduces a novel method for Air Quality Index (AQI) assessment by leveraging image-based analysis with MobileNetV2, a lightweight convolutional neural network (CNN). The approach utilizes environmental images—such as sky photographs—sourced alongside numerical AQI data from publicly available datasets on Kaggle, including the

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Publication Details

Journal
INTERNATIONAL JOURNAL OF ENGINEERING DEVELOPMENT AND RESEARCH
Published
2025-01-01
DOI
https://doi.org/10.56975/ijedr.v13i2.301227
Primary Topic
Air Quality Monitoring and Forecasting
Type
article
Field-Weighted Citation Impact
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article

Air Quality Index And Environment Monitoring

Sourjadip Pramanik, G. Hemanth Kumar, U. M., Sharon Shaijan
INTERNATIONAL JOURNAL OF ENGINEERING DEVELOPMENT AND RESEARCH
Air Quality Monitoring and Forecasting
article

Air Quality Index And Environment Monitoring

Sourjadip Pramanik, G. Hemanth Kumar, U. M., Sharon Shaijan
article en

Abstract

Air pollution remains a pressing global issue, necessitating efficient and scalable monitoring solutions beyond traditional sensor-based systems. This paper introduces a novel method for Air Quality Index (AQI) assessment by leveraging image-based analysis with MobileNetV2, a lightweight convolutional neural network (CNN). The approach utilizes environmental images—such as sky photographs—sourced alongside numerical AQI data from publicly available datasets on Kaggle, including the

INTERNATIONAL JOURNAL OF ENGINEERING DEVELOPMENT AND RESEARCHVol. 13(2)
Climate action
Openalex Percentile: Top 91%
Air Quality Monitoring and Forecasting
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Air Quality Index And Environment Monitoring — Sourjadip Pramanik, G. Hemanth Kumar, et al. · INTERNATIONAL JOURNAL OF ENGINEERING DEVELOPMENT AND RESEARCH (2025) | TGRS Research Map | TGRS