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SENTINEL: A Shiny App for Processing and Analysis of Fenceline Sensor Data
M K MacDonald1, W M Champion1, E D Thoma1
1U.S. Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling, Research Triangle Park, NC 27709, USA.
SENTINEL is an R Shiny application designed to help users process and analyze data from low-cost fenceline sensors. This tool simplifies complex pollutant concentration data for industrial and emergency response applications.
Area of Science:
- Environmental Science
- Data Science
- Sensor Technology
Background:
- Low-cost fenceline sensors generate large volumes of high-frequency pollutant data.
- Existing data processing methods are often overwhelming for users without specialized software.
- Industrial facilities and emergency responders need efficient tools for emissions monitoring.
Purpose of the Study:
- To introduce SENTINEL, an R Shiny application for processing and analyzing fenceline sensor data.
- To provide a user-friendly framework for interpreting emissions data from volatile organic compounds and methane.
- To support emerging user groups of lower-cost fenceline sensors.
Main Methods:
- Development of the SENTINEL application using R Shiny.
- Implementation of temporal data aggregation for synthesized analysis.
- Inclusion of automated quality assurance screening and baseline correction algorithms.
- Creation of a user-friendly graphical user interface for data visualization and interpretation.
Main Results:
- SENTINEL offers a consistent framework for processing, analyzing, and visualizing fenceline sensor data.
- Automated quality assurance and baseline correction improve data reliability.
- The application streamlines data analysis, aiding in the interpretation of source emissions.
Conclusions:
- SENTINEL provides a valuable tool for managing and interpreting fenceline sensor data.
- The application enhances the usability of low-cost sensor networks for environmental monitoring.
- SENTINEL supports informed decision-making in industrial emissions management and emergency response.
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