A Kalman Filter Scheme for the Optimization of Low-Cost Gas Sensor Measurements

I Christakis, O Tsakiridis, D Kandris, I Stavrakas - Electronics, 2023 - mdpi.com
Air pollution, which is mainly caused by industrialization, intensive transportation, and the
heating of buildings, is one of the most important problems in large cities because it …

Estimation of power plant emissions with unscented Kalman filter

S Metia, QP Ha, HN Duc, M Azzi - IEEE Journal of Selected …, 2018 - ieeexplore.ieee.org
Emissions from power plants constitute a major part of air pollution and should be
adequately estimated. In this paper, we consider the problem of estimating nitrogen dioxide …

An adaptive Kalman filtering algorithm based on maximum likelihood estimation

Z Wang, J Cheng, B Qi, S Cheng… - … Science and Technology, 2023 - iopscience.iop.org
Traditional adaptive Kalman filtering algorithms based on innovation are often used to solve
the problem of reduced or even divergent filtering estimation accuracy under abnormal …

Improving accuracy of the Kalman filter algorithm in dynamic conditions using ANN-based learning module

I Ullah, M Fayaz, DH Kim - Symmetry, 2019 - mdpi.com
Prediction algorithms enable computers to learn from historical data in order to make
accurate decisions about an uncertain future to maximize expected benefit or avoid potential …

Effect of relative humidity and air temperature on the results obtained from low-cost gas sensors for ambient air quality measurements

A Samad, DR Obando Nuñez, GC Solis Castillo… - Sensors, 2020 - mdpi.com
Using low-cost gas sensors for air quality monitoring promises cost effective and convenient
measurement systems. Nevertheless, the results obtained have a questionable quality due …

Performance of aether low-cost sensor device for air pollution measurements in urban environments. accuracy evaluation applying the air quality index (aqi)

GC Spyropoulos, PT Nastos, KP Moustris - Atmosphere, 2021 - mdpi.com
Significant portions of European cities' population are still exposed to levels of air pollution
deemed harmful by the World Health Organization. Given the high impact of air pollution …

In search of an optimal in-field calibration method of low-cost gas sensors for ambient air pollutants: Comparison of linear, multilinear and artificial neural network …

DB Topalović, MD Davidović, M Jovanović… - Atmospheric …, 2019 - Elsevier
The current compliance networks of automatic air-quality monitoring stations in large urban
environments are not sufficient to provide spatial and temporal measurement resolution for …

A new calibration system for low-cost sensor network in air pollution monitoring

H Cui, L Zhang, W Li, Z Yuan, M Wu, C Wang… - Atmospheric Pollution …, 2021 - Elsevier
In recent years, low-cost air sensors designed to measure ambient particulate matters and
trace gases have been changing the world of air quality monitoring. Although low-cost …

[PDF][PDF] Evaluating low-cost commercially available sensors for air quality monitoring and application of sensor calibration methods for improving accuracy

NH Nguyen, HX Nguyen, TTB Le, CD Vu - 2021 - sadil.ws
In this paper, we present the results of the evaluation of three low-cost laser sensors and
comparison with the standard device Metone Aerocet 531s which is capable of counting …

Reliable Low-Cost Air Quality Monitoring Using Off-The-Shelf Sensors and Statistical Calibration

DD Drajic, NR Gligoric - Elektronika ir Elektrotechnika, 2020 - eejournal.ktu.lt
Modern cities are densely populated spaces and number of people living in cities is
increasing rapidly by years. The air monitoring stations exist in most of the cities to monitor …