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Vayu: 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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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8618008/ https://www.ncbi.nlm.nih.gov/pubmed/34833800 http://dx.doi.org/10.3390/s21227726 |
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author | Mahajan, Sachit |
author_facet | Mahajan, Sachit |
author_sort | Mahajan, Sachit |
collection | PubMed |
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 Vayu is developed that allows researchers and citizens to do detailed and reproducible analyses of air quality data. Vayu 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 Vayu was developed with air quality research in mind, it can be used to analyze different kinds of time-series data. |
format | Online Article Text |
id | pubmed-8618008 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86180082021-11-27 Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data Mahajan, Sachit Sensors (Basel) Communication 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 Vayu is developed that allows researchers and citizens to do detailed and reproducible analyses of air quality data. Vayu 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 Vayu was developed with air quality research in mind, it can be used to analyze different kinds of time-series data. MDPI 2021-11-20 /pmc/articles/PMC8618008/ /pubmed/34833800 http://dx.doi.org/10.3390/s21227726 Text en © 2021 by the author. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Mahajan, Sachit Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title | Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_full | Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_fullStr | Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_full_unstemmed | Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_short | Vayu: An Open-Source Toolbox for Visualization and Analysis of Crowd-Sourced Sensor Data |
title_sort | vayu: an open-source toolbox for visualization and analysis of crowd-sourced sensor data |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8618008/ https://www.ncbi.nlm.nih.gov/pubmed/34833800 http://dx.doi.org/10.3390/s21227726 |
work_keys_str_mv | AT mahajansachit vayuanopensourcetoolboxforvisualizationandanalysisofcrowdsourcedsensordata |