<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data
Recent advances in sensor technology and the availability of low-cost and low-power sensors have changed the air quality monitoring paradigm. These sensors are being widely used by scientists and citizens for monitoring air quality at finer spatial-temporal resolution. Such practices are opening up...
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oai:doaj.org-article:ead111f043904fd6a4d56db50cbeeb422021-11-25T18:58:48Z<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data10.3390/s212277261424-8220https://doaj.org/article/ead111f043904fd6a4d56db50cbeeb422021-11-01T00:00:00Zhttps://www.mdpi.com/1424-8220/21/22/7726https://doaj.org/toc/1424-8220Recent advances in sensor technology and the availability of low-cost and low-power sensors have changed the air quality monitoring paradigm. These sensors are being widely used by scientists and citizens for monitoring air quality at finer spatial-temporal resolution. Such practices are opening up opportunities to enhance the traditional monitoring networks, but at the same time, these sensors are producing large data sets that can become overwhelming and challenging when it comes to the scientific tools and skills required to analyze the data. To address this challenge, an open-source, robust, and cross-platform sensor data analysis toolbox called <i>Vayu</i> is developed that allows researchers and citizens to do detailed and reproducible analyses of air quality data. <i>Vayu</i> combines the power of visualization and statistical analysis using a simple and intuitive graphical user interface. Additionally, it offers a comprehensive set of tools for systematic analysis such as data conversion, interpolation, aggregation, and prediction. Even though <i>Vayu</i> was developed with air quality research in mind, it can be used to analyze different kinds of time-series data.Sachit MahajanMDPI AGarticleopen-sourceair qualitydata analysiscitizen dataChemical technologyTP1-1185ENSensors, Vol 21, Iss 7726, p 7726 (2021) |
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open-source air quality data analysis citizen data Chemical technology TP1-1185 |
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open-source air quality data analysis citizen data Chemical technology TP1-1185 Sachit Mahajan <i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
description |
Recent advances in sensor technology and the availability of low-cost and low-power sensors have changed the air quality monitoring paradigm. These sensors are being widely used by scientists and citizens for monitoring air quality at finer spatial-temporal resolution. Such practices are opening up opportunities to enhance the traditional monitoring networks, but at the same time, these sensors are producing large data sets that can become overwhelming and challenging when it comes to the scientific tools and skills required to analyze the data. To address this challenge, an open-source, robust, and cross-platform sensor data analysis toolbox called <i>Vayu</i> is developed that allows researchers and citizens to do detailed and reproducible analyses of air quality data. <i>Vayu</i> combines the power of visualization and statistical analysis using a simple and intuitive graphical user interface. Additionally, it offers a comprehensive set of tools for systematic analysis such as data conversion, interpolation, aggregation, and prediction. Even though <i>Vayu</i> was developed with air quality research in mind, it can be used to analyze different kinds of time-series data. |
format |
article |
author |
Sachit Mahajan |
author_facet |
Sachit Mahajan |
author_sort |
Sachit Mahajan |
title |
<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_short |
<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_full |
<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_fullStr |
<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_full_unstemmed |
<i>Vayu</i>: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_sort |
<i>vayu</i>: an open-source toolbox for visualization and analysis of crowd-sourced sensor data |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/ead111f043904fd6a4d56db50cbeeb42 |
work_keys_str_mv |
AT sachitmahajan ivayuianopensourcetoolboxforvisualizationandanalysisofcrowdsourcedsensordata |
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1718410498168324096 |