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
… This paper aims to review the articles related to air pollution prediction in smart cities using
machine learning techniques, to make a comparison of methodologies that different authors …

A machine learning model for air quality prediction for smart cities

U Mahalingam, K Elangovan, H Dobhal… - 2019 International …, 2019 - ieeexplore.ieee.org
… the database collected based on Air Pollution in Delhi, which is the most polluted state in
India. The purpose of this research work is to predict the future Air Quality Index value with the …

A deep learning model for air quality prediction in smart cities

İ Kök, MU Şimşek, S Özdemir - 2017 IEEE international …, 2017 - ieeexplore.ieee.org
… learning methods for prediction of IoT … smart city data. We propose a novel model based on
Long Short Term Memory (LSTM) networks to predict future values of air quality in a smart city

Comparative analysis of machine learning techniques for predicting air quality in smart cities

S Ameer, MA Shah, A Khan, H Song, C Maple… - IEEE …, 2019 - ieeexplore.ieee.org
Air pollution prediction problem has been solved in the past using statistical linear methods
… to analyze the air quality of these cities. However, prediction and future data processing is …

Artificial intelligence-enabled context-aware air quality prediction for smart cities

D Schürholz, S Kubler, A Zaslavsky - Journal of Cleaner Production, 2020 - Elsevier
… Although many prediction systems have been researched and modelled, many of them …
that air pollution has on each individual citizen. Hence, we present a novel context prediction

Air-pollution prediction in smart city, deep learning approach

A Bekkar, B Hssina, S Douzi, K Douzi - Journal of big Data, 2021 - Springer
… learning methods in the air pollution prediction problem, we validated the practicality and
feasibility of the proposed model in \(PM_{2.5}\) concentration prediction by comparing the …

Smart city air quality prediction using machine learning

R Murugan, N Palanichamy - 2021 5th International …, 2021 - ieeexplore.ieee.org
predicting air quality in smart cities has been analyzed [4]. This paper outlines air pollution
prediction … the best technique for accuracy in predicting air quality with the aspect of data size …

Comparative Analysis Study for Air Quality Prediction in Smart Cities Using Regression Techniques

S Al-Eidi, F Amsaad, O Darwish, Y Tashtoush… - IEEE …, 2023 - ieeexplore.ieee.org
… work recommendations, we explore diverse machine-learning approaches for predicting air
quality and air pollution in smart cities. Additionally, investigating the effect of meteorological …

Air quality prediction in smart cities: a fuzzy-logic based approach

R Riyaz, PV Pushpa - 2018 International conference on …, 2018 - ieeexplore.ieee.org
… In this paper, our aim is to predict the AQI in smart cities by using Fuzzy … pollution concentration
in smart cities is highly uncertain, we propose FIS to predict the uncertainity in air quality

Cloud enabled air quality detection, analysis and prediction-a smart city application for smart health

Y Mehta, MMM Pai, S Mallissery… - … big data and smart city  …, 2016 - ieeexplore.ieee.org
air quality in a particular time interval. The proposed model will then be able to predict the air
quality for future … users to check and understand the air quality at their current location. The …