Publications Details for:

Democratization of Measurement and Modeling Tools for Community Action on Air Quality, and Improved Spatial Resolution of Air Pollutant Concentrations
Grant Number R836286
RFA: Air Pollution Monitoring for Communities (2014)
Journal Article (2)
Presentation (9)
Reference Type Citation Progress Report Year Document Sources
Journal Article Zimmerman N, Presto AA, Kumar SPN, Gu J, Hauryliuk A, Robinson ES, Robinson AL, Subramanian R. A machine learning calibration model using random forests to improve sensor performance for lower-cost air quality monitoring. Atmospheric Measurement Techniques 2018;11(1):291-313. R835873 (2017)
R836286 (2017)
Journal Article Zimmerman N, Presto AA, Kumar SPN, Gu J, Hauryliuk A, Robinson ES, Robinson AL, Subramanian R. Closing the gap on lower cost air quality monitoring:machine learning calibration models to improve low-cost sensor performance. Atmospheric Measurement Techniques Discussions August 2017 [In review]. R835873 (2016)
R836286 (2016)
Presentation Angulo A, Oppenheimer D. Goldilocks numbers: not too big to be unbelievable, not too small to be ignored. Presented at the Judgment and Decision-Making Pre-Conference, Society of Personality and Social Psychology, Atlanta, GA, March 1, 2018. R836286 (2017)
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Presentation Subramanian R, Presto A, Pandis S, Downs J, Zimmerman N, Schurman M, Kumar SPN, Ellis A, Gu J, Filippini R, Arnowitt M, Brendlinger T. Democratization of measurement and modeling tools for community action on air quality, and improved spatial resolution of air pollutant concentrations. Poster presented at the National Ambient Air Monitoring Conference, St. Louis, MO, August 8-11, 2016. R836286 (2016)
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Presentation Subramanian R, Schurman M, Tomko B, Gu J, Presto AA, Zimmerman N, Prabhu S, Tanzer R. Low-cost air quality monitoring: characterizing the Real-time Affordable Multi-Pollutant (RAMP) sensor package. Presented at the American Association for Aerosol Research (AAAR) 35th Annual Conference, Portland, OR, October 17-21, 2016 (Abstract #340). R836286 (2016)
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Presentation Subramanian R, Presto A, Zimmerman N, Gu J. Low-cost air quality monitoring in Pittsburgh, PA. Presented at the Argonne Sensor Workshop, Argonne, IL, September 2016. R836286 (2016)
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Presentation Subramanian R, Zimmerman N, Kumar S, Tanzer R, Gu J, Downs J, Presto AA. Low-cost air quality monitoring in environmental justice communities in Allegheny County. Presented at the International Society of Exposure Science (ISES) 27th Annual Meeting, Research Triangle Park, NC, October 15-19, 2017. R836286 (2017)
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Presentation Tanzer R, Kumar S, Zimmerman N, Presto AA, Subramanian R. Spatial and temporal variation of PM2.5 and gaseous pollutants in environmental justice communities. Presented at the American Assocation for Aerosol Research (AAAR) 36th Annual Conference, Raleigh, NC, October 16-20, 2017. R836286 (2017)
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Presentation Zimmerman N, Lipsky E, Subramanian R, Robinson A, Presto AA. Assessment of compact, real-time PM2.5 and ultrafine particle counting instrumentation with a spatially-distributed network in Pittsburgh, Pennsylvania. Presented at the American Association for Aerosol Research (AAAR) 35th Annual Conference, Portland, OR, October 17-21, 2016 (Abstract #342). R836286 (2016)
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Presentation Zimmerman N, Presto AA, Kumar S, Gu J, Robinson E, Robinson A, Subramanian R. Improved community air quality monitoring networks: achieving sensitivity to pollutant gradients using lower-cost sensors and machine learning. Presented at the International Society of Exposure Science (ISES) 27th Annual Meeting, Research Triangle Park, NC, October 15-19, 2017. R836286 (2017)
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Presentation Zimmerman N, Li Z, Robinson ES, Ellis A, Subramanian R, Robinson A, Apte J, Presto AA. Characterizing intra-urban air pollution gradients with a spatially-distributed network of lower cost sensors. Presented at the American Assocation for Aerosol Research (AAAR) 36th Annual Conference, Raleigh, NC, October 16-20, 2017. R836286 (2017)
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