Advances in smart environment monitoring systems using IoT and sensors

SL Ullo, GR Sinha - Sensors, 2020 - mdpi.com
Air quality, water pollution, and radiation pollution are major factors that pose genuine
challenges in the environment. Suitable monitoring is necessary so that the world can …

Review of urban computing in air quality management as smart city service: An integrated IoT, AI, and cloud technology perspective

A Kaginalkar, S Kumar, P Gargava, D Niyogi - Urban Climate, 2021 - Elsevier
Cities foster economic growth. However, growing cities also contribute to air pollution and
climate change. The paper provides a perspective regarding the opportunity available in …

[PDF][PDF] SMOTEDNN: A novel model for air pollution forecasting and AQI classification.

MA Haq - Computers, Materials & Continua, 2022 - cdn.techscience.cn
Rapid industrialization and urbanization are rapidly deteriorating ambient air quality,
especially in the developing nations. Air pollutants impose a high risk on human health and …

Effective air quality prediction using reinforced swarm optimization and bi-directional gated recurrent unit

S Gurumoorthy, AK Kokku, P Falkowski-Gilski… - Sustainability, 2023 - mdpi.com
In the present scenario, air quality prediction (AQP) is a complex task due to high variability,
volatility, and dynamic nature in space and time of particulates and pollutants. Recently …

Machine learning algorithms to forecast air quality: a survey

M Méndez, MG Merayo, M Núñez - Artificial Intelligence Review, 2023 - Springer
Air pollution is a risk factor for many diseases that can lead to death. Therefore, it is
important to develop forecasting mechanisms that can be used by the authorities, so that …

Air quality prediction in smart cities using machine learning technologies based on sensor data: a review

D Iskandaryan, F Ramos, S Trilles - Applied Sciences, 2020 - mdpi.com
The influence of machine learning technologies is rapidly increasing and penetrating almost
in every field, and air pollution prediction is not being excluded from those fields. This paper …

Prediction of air quality index using machine learning techniques: a comparative analysis

NS Gupta, Y Mohta, K Heda, R Armaan… - … and Public Health, 2023 - Wiley Online Library
An index for reporting air quality is called the air quality index (AQI). It measures the impact
of air pollution on a person's health over a short period of time. The purpose of the AQI is to …

[HTML][HTML] A time series forecasting based multi-criteria methodology for air quality prediction

R Espinosa, J Palma, F Jiménez, J Kamińska… - Applied Soft …, 2021 - Elsevier
There is a very extensive literature on the design and test of models of environmental
pollution, especially in the atmosphere. Current and recent models, however, are focused on …

Predicting air quality index using ensemble machine learning

M Hardini, RA Sunarjo, M Asfi, MHR Chakim… - ADI Journal on Recent …, 2023 - adi-journal.org
This study focuses on utilizing Ensemble Machine Learning to predict and forecast the Air
Quality Index (AQI). The research is motivated by the adverse effects of industrialization and …

Small vegetated patches greatly reduce urban surface temperature during a summer heatwave in Adelaide, Australia

A Ossola, GD Jenerette, A McGrath, W Chow… - Landscape and Urban …, 2021 - Elsevier
As the global climate warms, cities worldwide face more frequent and extreme heatwaves.
These events can affect human health and decrease liveability. While the mitigating effects …