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Observed data quality concerns involving low-cost air sensors.
Clements AL, Reece S, Conner T, Williams R. Clements AL, et al. Among authors: williams r. Atmos Environ X. 2019 Jul 1;3:100034. doi: 10.1016/j.aeaoa.2019.100034. Atmos Environ X. 2019. PMID: 34327315 Free PMC article. No abstract available.
Interpreting Mobile and Handheld Air Sensor Readings in Relation to Air Quality Standards and Health Effect Reference Values: Tackling the Challenges.
Woodall GM, Hoover MD, Williams R, Benedict K, Harper M, Soo JC, Jarabek AM, Stewart MJ, Brown JS, Hulla JE, Caudill M, Clements AL, Kaufman A, Parker AJ, Keating M, Balshaw D, Garrahan K, Burton L, Batka S, Limaye VS, Hakkinen PJ, Thompson B. Woodall GM, et al. Among authors: williams r. Atmosphere (Basel). 2017;8(10):182. doi: 10.3390/atmos8100182. Epub 2017 Sep 21. Atmosphere (Basel). 2017. PMID: 29093969 Free PMC article.
Examining spatiotemporal variability of urban particulate matter and application of high-time resolution data from a network of low-cost air pollution sensors.
Feinberg SN, Williams R, Hagler G, Low J, Smith L, Brown R, Garver D, Davis M, Morton M, Schaefer J, Campbell J. Feinberg SN, et al. Among authors: williams r. Atmos Environ (1994). 2019 Sep 15;213:579-584. doi: 10.1016/j.atmosenv.2019.06.026. Atmos Environ (1994). 2019. PMID: 34121907 Free PMC article.
Deliberating performance targets workshop: Potential paths for emerging PM2.5 and O3 air sensor progress.
Williams R, Duvall R, Kilaru V, Hagler G, Hassinger L, Benedict K, Rice J, Kaufman A, Judge R, Pierce G, Allen G, Bergin M, Cohen RC, Fransioli P, Gerboles M, Habre R, Hannigan M, Jack D, Louie P, Martin NA, Penza M, Polidori A, Subramanian R, Ray K, Schauer J, Seto E, Thurston G, Turner J, Wexler AS, Ning Z. Williams R, et al. Atmos Environ X. 2019 Apr;2:100031. doi: 10.1016/j.aeaoa.2019.100031. Epub 2019 Apr 13. Atmos Environ X. 2019. PMID: 34322666 Free PMC article.
Applications of low-cost sensing technologies for air quality monitoring and exposure assessment: How far have they gone?
Morawska L, Thai PK, Liu X, Asumadu-Sakyi A, Ayoko G, Bartonova A, Bedini A, Chai F, Christensen B, Dunbabin M, Gao J, Hagler GSW, Jayaratne R, Kumar P, Lau AKH, Louie PKK, Mazaheri M, Ning Z, Motta N, Mullins B, Rahman MM, Ristovski Z, Shafiei M, Tjondronegoro D, Westerdahl D, Williams R. Morawska L, et al. Among authors: williams r. Environ Int. 2018 Jul;116:286-299. doi: 10.1016/j.envint.2018.04.018. Epub 2018 Apr 26. Environ Int. 2018. PMID: 29704807 Free PMC article. Review.
Community Air Sensor Network (CAIRSENSE) project: evaluation of low-cost sensor performance in a suburban environment in the southeastern United States.
Jiao W, Hagler G, Williams R, Sharpe R, Brown R, Garver D, Judge R, Caudill M, Rickard J, Davis M, Weinstock L, Zimmer-Dauphinee S, Buckley K. Jiao W, et al. Among authors: williams r. Atmos Meas Tech. 2016 Nov 1;9(11):5281-5292. doi: 10.5194/amt-9-5281-2016. Atmos Meas Tech. 2016. PMID: 32802212 Free PMC article.
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