Articles | Volume 16, issue 14
https://doi.org/10.5194/amt-16-3547-2023
https://doi.org/10.5194/amt-16-3547-2023
Research article
 | 
25 Jul 2023
Research article |  | 25 Jul 2023

Detecting plumes in mobile air quality monitoring time series with density-based spatial clustering of applications with noise

Blake Actkinson and Robert J. Griffin

Data sets

Datasets used in Detecting Plumes in Mobile Air Quality Monitoring Time Series with Density-based Spatial Clustering of Applications with Noise v01 B. Actkinson and R. Griffin https://doi.org/10.5281/zenodo.6473859

Roadway Inventory Texas Department of Transportation https://www.txdot.gov/data-maps/roadway-inventory.html

TIGER/Line Shapefile, 2018, county, Harris County, TX, All Roads County-based Shapefile U.S. Census Bureau https://catalog.data.gov/dataset/tiger-line-shapefile-2018-county-harris-county-tx-all-roads-county-based-shapefile

Model code and software

bactkinson/Anomaly_Analysis: AMT Preprint Submission (AMT) B. Actkinson https://doi.org/10.5281/zenodo.7700290

bactkinson/Plume_Detection_with_DBSCAN: Plume Detection with DBSCAN - R Shiny App (AMT) B. Actkinson https://doi.org/10.5281/zenodo.7700300

DBSCAN Plume Detection Tool B. Actkinson https://bactkinson.shinyapps.io/plume_detection_with_dbscan/

leafem: "leaflet" Extensions for "mapview" T. Appelhans https://CRAN.R-project.org/package=leafem

data.table: Extension of "Data.Frame" M. Dowle and A. Srinivasan https://CRAN.R-project.org/package=data.table

Ggpubr: "ggplot2" Based Publication Ready Plots A. Kassambara https://CRAN.R-project.org/package=ggpubr

Scattermore: Scatterplots with More Points M. Kratochvil https://CRAN.R-project.org/package=scattermore

caret: Classification and Regression Training M. Kuhn https://CRAN.R-project.org/package=caret

leaflet: Create Interactive Web Maps with the JavaScript "Leaflet" Library J. Cheng, B. Karambelkar, and Y. Xie https://CRAN.R-project.org/package=leaflet

mapview: Interactive Viewing of Spatial Data in R T. Appelhans, F. Detsch, C. Reudenbach, and S. Woellauer https://github.com/r-spatial/mapview

dbscan: Density-Based Spatial Clustering of Applications with Noise (DBSCAN) and Related Algorithms M. Hahsler and M. Piekenbrock https://CRAN.R-project.org/package=dbscan

sf: Simple Features for R E. Pebesma https://CRAN.R-project.org/package=sf

psych: Procedures for Personality and Pscyhological Research W. Revelle https://CRAN.R-project.org/package=psych

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Short summary
Data collected using air quality instrumentation deployed on automobiles and driven repeatedly...
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