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Jaffe DA, Ninneman M, Nguyen L, Lee H, Hu L, Ketcherside D, Jin L, Cope E, Lyman S, Jones C, O'Neil T, Mansfield ML. Key results from the salt lake regional smoke, ozone, and aerosol study (SAMOZA). JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION (1995) 2024; 74:163-180. [PMID: 38198293 DOI: 10.1080/10962247.2024.2301956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2023] [Accepted: 12/13/2023] [Indexed: 01/12/2024]
Abstract
The Northern Wasatch Front area is one of ~ 50 metropolitan regions in the U.S. that do not meet the 2015 O3 standard. To better understand the causes of high O3 days in this region we conducted the Salt Lake regional Smoke, Ozone and Aerosol Study (SAMOZA) in the summer of 2022. The primary goals of SAMOZA were: Measure a suite of VOCs, by Proton Transfer Reaction Mass Spectrometry (PTR-MS) and the 2,4-dinitrophenylhydrazine (DNPH) cartridge method.Evaluate whether the standard UV O3 measurements made in SLC show a positive bias during smoke events, as has been suggested in some recent studies.Use the observations to conduct photochemical modeling and statistical/machine learning analyses to understand photochemistry on both smoke-influenced and non-smoke days.Implications: The Northern Wasatch Front area is one of ~50 metropolitan regions in the U.S. that do not meet the 2015 O3 standard. To better understand the causes of high O3 days in this region we conducted the Salt Lake regional Smoke, Ozone and Aerosol Study (SAMOZA) in the summer of 2022. A number of policy relevant findings are identified in the manuscript including role of smoke and NOx vs VOC sensitivity.
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Affiliation(s)
- Daniel A Jaffe
- School of STEM, University of Washington Bothell, Bothell, WA, USA
- Department of Atmospheric Sciences, University of Washington Seattle, Seattle, WA, USA
| | - Matt Ninneman
- School of STEM, University of Washington Bothell, Bothell, WA, USA
| | - Linh Nguyen
- School of STEM, University of Washington Bothell, Bothell, WA, USA
| | - Haebum Lee
- School of STEM, University of Washington Bothell, Bothell, WA, USA
| | - Lu Hu
- Department of Chemistry and Biochemistry, University of Montana, Missoula, MT, USA
| | - Damien Ketcherside
- Department of Chemistry and Biochemistry, University of Montana, Missoula, MT, USA
| | - Lixu Jin
- Department of Chemistry and Biochemistry, University of Montana, Missoula, MT, USA
| | - Emily Cope
- Department of Chemistry and Biochemistry, University of Montana, Missoula, MT, USA
| | - Seth Lyman
- Bingham Research Center, Utah State University, Vernal, UT, USA
- Department of Chemistry and Biochemistry, Utah State University, Logan, UT, USA
| | - Colleen Jones
- Bingham Research Center, Utah State University, Vernal, UT, USA
| | - Trevor O'Neil
- Bingham Research Center, Utah State University, Vernal, UT, USA
| | - Marc L Mansfield
- Bingham Research Center, Utah State University, Vernal, UT, USA
- Department of Chemistry and Biochemistry, Utah State University, Logan, UT, USA
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2
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Mangotra A, Singh SK. Volatile organic compounds: A threat to the environment and health hazards to living organisms - A review. J Biotechnol 2024; 382:51-69. [PMID: 38242502 DOI: 10.1016/j.jbiotec.2023.12.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Revised: 12/10/2023] [Accepted: 12/23/2023] [Indexed: 01/21/2024]
Abstract
Volatile organic compounds (VOCs) are the organic compounds having a minimum vapor pressure of 0.13 kPa at standard temperature and pressure (293 K, 101 kPa). Being used as a solvent for organic and inorganic compounds, they have a wide range of applications. Most of the VOCs are non-biodegradable and very easily become component of the environment and deplete its purity. It also deteriorates the water quality index of the water bodies, impairs the physiology of living beings, enters the food chain by bio-magnification and degrades, decomposes and manipulates the physiology of living organisms. To unveil the adverse impacts of volatile organic compounds (VOCs) and their rapid eruption and interference in the living world, a review has been designed. This review presents an insight into the currently available VOCs, their sources, applications, sampling methods, analytic procedures, imposition on the health of aquatic and terrestrial communities and their contamination of the environment. Elaboration has been done on representation of toxicological effects of VOCs on vertebrates, invertebrates, and birds. Subsequently, the role of environmental agencies in the protection of environment has also been illustrated.
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Affiliation(s)
- Anju Mangotra
- School of Bioengineering and Biosciences, Lovely Professional University, Jalandhar-Delhi G.T. Road, NH-1, Phagwara, 144411 Punjab, India.
| | - Shailesh Kumar Singh
- School of Agriculture, Lovely Professional University, Jalandhar-Delhi G.T. Road, NH-1, Phagwara, 144411 Punjab, India.
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Ninneman M, Lyman S, Hu L, Cope E, Ketcherside D, Jaffe D. Investigation of Ozone Formation Chemistry during the Salt Lake Regional Smoke, Ozone, and Aerosol Study (SAMOZA). ACS EARTH & SPACE CHEMISTRY 2023; 7:2521-2534. [PMID: 38148992 PMCID: PMC10749563 DOI: 10.1021/acsearthspacechem.3c00235] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 10/13/2023] [Accepted: 11/13/2023] [Indexed: 12/28/2023]
Abstract
Salt Lake City (SLC), UT, is an urban area where ozone (O3) concentrations frequently exceed health standards. This study uses an observationally constrained photochemical box model to investigate the drivers of O3 production during the Salt Lake Regional Smoke, Ozone, and Aerosol Study (SAMOZA), which took place from August to September 2022 in SLC. During SAMOZA, a suite of volatile organic compounds (VOCs), oxides of nitrogen (NOx), and other parameters were measured at the Utah Technical Center, a high-NOx site in the urban core. We examined four high-O3 cases: 4 August and 3, 11, and 12 September, which were classified as a nonsmoky weekday, a weekend day with minimal smoke influence, a smoky weekend day, and a smoky weekday, respectively. The modeled O3 production on 4 August and 3 September was highly sensitive to VOCs and insensitive to NOx reductions of ≤50%. Box model results suggest that the directly emitted formaldehyde contributed to the rapid increase in morning O3 concentrations on 3 September. Model sensitivity tests for September 11-12 indicated that smoke-emitted VOCs, especially aldehydes, had a much larger impact on O3 production than NOx and/or anthropogenic VOCs. On 11 and 12 September, smoke-emitted VOCs enhanced model-predicted maximum daily 8 h average O3 concentrations by 21 and 13 parts per billion (ppb), respectively. Overall, our results suggest that regionwide VOC reductions of at least 30-50% or NOx reductions of at least 60% are needed to bring SLC into compliance with the national O3 standard of 70 ppb.
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Affiliation(s)
- Matthew Ninneman
- School
of Science, Technology, Engineering and Mathematics, University of Washington Bothell, 18115 Campus Way NE, Bothell, Washington 98011, United States
| | - Seth Lyman
- Bingham
Research Center, Utah State University, 320 North Aggie Boulevard, Vernal, Utah 84078, United States
- Department
of Chemistry and Biochemistry, Utah State
University, 4820 Old
Main Hill, Logan, Utah 84322, United States
| | - Lu Hu
- Department
of Chemistry and Biochemistry, University
of Montana, 32 Campus Drive, Missoula, Montana 59812, United States
| | - Emily Cope
- Department
of Chemistry and Biochemistry, University
of Montana, 32 Campus Drive, Missoula, Montana 59812, United States
| | - Damien Ketcherside
- Department
of Chemistry and Biochemistry, University
of Montana, 32 Campus Drive, Missoula, Montana 59812, United States
| | - Daniel Jaffe
- School
of Science, Technology, Engineering and Mathematics, University of Washington Bothell, 18115 Campus Way NE, Bothell, Washington 98011, United States
- Department
of Atmospheric Sciences, University of Washington, 3920 Okanogan Lane, Seattle, Washington 98195, United States
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Long RW, Urbanski SP, Lincoln E, Colón M, Kaushik S, Krug JD, Vanderpool RW, Landis MS. Summary of PM 2.5 measurement artifacts associated with the Teledyne T640 PM Mass Monitor under controlled chamber experimental conditions using polydisperse ammonium sulfate aerosols and biomass smoke. JOURNAL OF THE AIR & WASTE MANAGEMENT ASSOCIATION (1995) 2023; 73:295-312. [PMID: 36716322 PMCID: PMC10112149 DOI: 10.1080/10962247.2023.2171156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 12/20/2022] [Accepted: 01/10/2023] [Indexed: 05/18/2023]
Abstract
Particulate matter (PM) is a major primary pollutant emitted during wildland fires that has the potential to pose significant health risks to individuals/communities who live and work in areas impacted by smoke events. Limiting exposure is the principle measure available to mitigate health impacts of smoke and therefore the accurate determination of ambient PM concentrations during wildland fire events is critical to protecting public health. However, monitoring air pollutants in smoke impacted environments has proven challenging in that measurement interferences or sampling conditions can result in both positive and negative artifacts. The EPA has performed research on methods for the measurement of PM2.5 in a series of laboratory-based studies including evaluation in smoke. This manuscript will summarize the results of the laboratory-based evaluation of federal equivalent method (FEM) monitors for PM2.5 with particular attention being given to the Teledyne-API Model T640 PM Mass monitor, as compared to the filter-based federal reference method (FRM). The T640 is an optical-based PM monitor and has been gaining wide use by state and local agencies in monitoring for PM2.5 U.S. National Ambient Air Quality Standards (NAAQS) attainment. At present, the T640 (includes both T640 and T640×) comprises ~44% of the PM2.5 FEM monitors in U.S. regulatory monitoring networks. In addition, the T640 has increasingly been employed for the higher time resolution comparison/evaluation of low-cost PM sensors including during smoke impacted events. Results from controlled non-smoke laboratory studies using generated ammonium sulfate aerosols demonstrated a generally negative T640 measurement artifact that was significantly related to the PM2.5 concentration and particle size distribution. Results from biomass burning chamber studies demonstrated positive and negative artifacts significantly associated with PM2.5 concentration and optical wavelength-dependent absorption properties of the smoke aerosol.Implications: The results detailed in this paper will provide state and local air monitoring agencies with the tools and knowledge to address PM2.5 measurement challenges in areas frequently impacted by wildland fire smoke. The observed large positive and negative artifacts in the T640 PM mass determination have the potential to result in false exceedances of the PM2.5 NAAQS or in the disqualification of monitoring data through an exceptional event designation. In addition, the observed artifacts in smoke impacted air will have a detrimental effect on providing reliable public information when wildfires occur and also in identifying reference measurements for small sensor evaluation studies. Other PM2.5 FEMs such as the BAM-1022 perform better in smoke and are comparable to the filter-based FRM. Care must be taken in choosing high time resolution FEM monitors that will be operated at smoke impacted sites. Accurate methods, such as the FRM and BAM-1022 will reduce the burden of developing and reviewing exceptional event request packages, data loss/disqualification, and provide states with tools to adequately evaluate public exposure risks and provide accurate public health messaging during wildfire/smoke events.
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Affiliation(s)
- Russell W. Long
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
| | - Shawn P. Urbanski
- United States Forest Service, Rocky Mountain Research Station, Missoula, Montana, United States of America
| | - Emily Lincoln
- United States Forest Service, Rocky Mountain Research Station, Missoula, Montana, United States of America
| | - Maribel Colón
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
| | - Surender Kaushik
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
| | - Jonathan D. Krug
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
| | - Robert W. Vanderpool
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
| | - Matthew S. Landis
- United States Environmental Protection Agency, Office of Research and Development, Research Triangle Park, North Carolina, United States of America
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Epping R, Koch M. On-Site Detection of Volatile Organic Compounds (VOCs). Molecules 2023; 28:1598. [PMID: 36838585 PMCID: PMC9966347 DOI: 10.3390/molecules28041598] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 02/03/2023] [Accepted: 02/05/2023] [Indexed: 02/11/2023] Open
Abstract
Volatile organic compounds (VOCs) are of interest in many different fields. Among them are food and fragrance analysis, environmental and atmospheric research, industrial applications, security or medical and life science. In the past, the characterization of these compounds was mostly performed via sample collection and off-site analysis with gas chromatography coupled to mass spectrometry (GC-MS) as the gold standard. While powerful, this method also has several drawbacks such as being slow, expensive, and demanding on the user. For decades, intense research has been dedicated to find methods for fast VOC analysis on-site with time and spatial resolution. We present the working principles of the most important, utilized, and researched technologies for this purpose and highlight important publications from the last five years. In this overview, non-selective gas sensors, electronic noses, spectroscopic methods, miniaturized gas chromatography, ion mobility spectrometry and direct injection mass spectrometry are covered. The advantages and limitations of the different methods are compared. Finally, we give our outlook into the future progression of this field of research.
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Affiliation(s)
- Ruben Epping
- Division of Organic Trace and Food Analysis, Bundesanstalt für Materialforschung und -Prüfung, 12489 Berlin, Germany
| | - Matthias Koch
- Division of Organic Trace and Food Analysis, Bundesanstalt für Materialforschung und -Prüfung, 12489 Berlin, Germany
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Zheng C, Tian J, Ma L, Ding C, Zhang L. Association between prenatal exposure to ambient ozone, birth weight, and macrosomia in healthy women. Front Public Health 2022; 10:1000269. [PMID: 36419998 PMCID: PMC9676959 DOI: 10.3389/fpubh.2022.1000269] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Accepted: 10/13/2022] [Indexed: 11/09/2022] Open
Abstract
Studies have shown that prenatal ozone exposure is associated with an increased risk of adverse pregnancy outcomes, among which abnormal birth weight is a detrimental factor for diseases in adulthood, but the association between birth weight and ozone is inconclusive. Herein, we conducted this study by enrolling 407 couples of pregnant women and collected their demographical materials, their exposure to ambient ozone was assessed according to the place of their residence. The hourly monitored ozone was first averaged to the daily level, then monthly and whole-gestationally levels. After adjusting confounders, we processed a multivariate generalized addictive analysis to predict the association between prenatal ozone exposure and birth weight. We also divided the cohort into two categories according to whether the infant met the standard of macrosomia, and the occurrence of macrosomia was studied via univariate and multivariate logistic regression analyses as extreme conditions of the effects of ozone exposure on birth weight. We found that the ground-level ozone in Jinan changed with temperature periodically, higher in summer and lower in winter. Over the past 8 years from 2014, the ambient ozone increased by 1.74 μg/m3 per year. Of the 407 singleton-pregnant women, 21 infants were diagnosed with macrosomia. After adjusting confounders, we found that each unit increase in prenatal ozone exposure caused 8.80% [ORozone90%CI: 0.912 (0.850, 0.978)] decreased risk of macrosomia, but the splined ambient ozone exposure data was not statistically associated with birth weight, which is probably due to the limited sample size. In conclusion, prenatal ozone exposure is associated with decreased risk of macrosomia but is weakly linked to birth weight.
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Affiliation(s)
- Chengyi Zheng
- Qihe Maternal and Child Health Care Hospital of Shandong Province, Dezhou, China
| | - Jiaqi Tian
- Clinical Medical Research Center for Women and Children Diseases, Maternal and Child Health Care Hospital of Shandong Province Affiliated to Qingdao University, Jinan, China
| | - Lan Ma
- Clinical Medical Research Center for Women and Children Diseases, Maternal and Child Health Care Hospital of Shandong Province Affiliated to Qingdao University, Jinan, China
| | - Chunjie Ding
- Clinical Medical Research Center for Women and Children Diseases, Maternal and Child Health Care Hospital of Shandong Province Affiliated to Qingdao University, Jinan, China
| | - Lin Zhang
- Clinical Medical Research Center for Women and Children Diseases, Maternal and Child Health Care Hospital of Shandong Province Affiliated to Qingdao University, Jinan, China,*Correspondence: Lin Zhang
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Whitehill AR, Long RW, Urbanski S, Colón M, Habel B, Landis MS. Evaluation of Cairpol and Aeroqual Air Sensors in Biomass Burning Plumes. ATMOSPHERE 2022; 13:1-22. [PMID: 36926184 PMCID: PMC10013706 DOI: 10.3390/atmos13060877] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Cairpol and Aeroqual air quality sensors measuring CO, CO2, NO2, and other species were tested in fresh biomass burning plumes in field and laboratory environments. We evaluated sensors by comparing 1-minute sensor measurements to collocated reference instrument measurements. Sensors were evaluated based on the coefficient of determination (r 2) between the sensor and reference measurements, by the accuracy, collocated precision, root mean square error (RMSE), and other metrics. In general, CO and CO2 sensors performed well (in terms of accuracy and r 2 values) compared to NO2 sensors. Cairpol CO and NO2 sensors had better sensor-versus-sensor agreement (e.g., collocated precision) than Aeroqual CO and NO2 sensors of the same species. Tests of other sensors (e.g., NH3, H2S, VOC, NMHC) provided more inconsistent results and need further study. Aeroqual NO2 sensors had an apparent O3 interference that was not observed in the Cairpol NO2 sensors. Although the sensor accuracy lags that of reference-level monitors, with location-specific calibrations they have the potential to provide useful data about community air quality and personal exposure to smoke impacts.
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Affiliation(s)
- Andrew R. Whitehill
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, 109 T.W. Alexander Drive, Research Triangle Park, NC, USA
- Correspondence: ; Tel.: +1-919-541-4540
| | - Russell W. Long
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, 109 T.W. Alexander Drive, Research Triangle Park, NC, USA
| | - Shawn Urbanski
- U.S. Forest Service, Rocky Mountain Research Station, Missoula, MT, USA
| | - Maribel Colón
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, 109 T.W. Alexander Drive, Research Triangle Park, NC, USA
| | - Bruce Habel
- Jacobs Technology Inc., Research Triangle Park, NC, USA
| | - Matthew S. Landis
- United States Environmental Protection Agency, Center for Environmental Measurement and Modeling, 109 T.W. Alexander Drive, Research Triangle Park, NC, USA
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Fan X. Gaseous ozone to preserve quality and enhance microbial safety of fresh produce: Recent developments and research needs. Compr Rev Food Sci Food Saf 2021; 20:4993-5014. [PMID: 34323365 DOI: 10.1111/1541-4337.12796] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Revised: 06/08/2021] [Accepted: 06/09/2021] [Indexed: 12/24/2022]
Abstract
Fresh fruits and vegetables are highly perishable and are subject to large postharvest losses due to physiological (senescence), pathologic (decay), and physical (mechanical damage) factors. In addition, contamination of fresh produce with foodborne human pathogens has become a concern. Gaseous ozone has multiple benefits including destruction of ethylene, inactivation of foodborne and spoilage microorganisms, and degradation of chemical residues. This article reviews the beneficial effects of gaseous ozone, its influence on quality and biochemical changes, foodborne human pathogens, and spoilage microorganisms, and discusses research needs with an emphasis on fruits. Ozone may induce synthesis of a number of antioxidants and bioactive compounds by activating secondary metabolisms involving a wide range of enzymes. Disparities exist in the literature regarding the impact of gaseous ozone on quality and physiological processes of fresh produce, such as weight loss, ascorbic acid, and fruit ripening. The disparities are complicated by incomplete reporting of the necessary information, such as relative humidity and temperatures at which ozone measurement and treatment were performed, which is needed for accurate comparison of results among studies. In order to fully realize the benefits of gaseous ozone, research is needed to evaluate the molecular mechanisms of gaseous ozone in inhibiting ripening, influence of relative humidity on the antimicrobial efficacy, interaction between ozone and the cuticle of fresh produce, ozone signaling pathways in the cells and tissues, and so forth. Possible adverse effects of gaseous ozone on quality of fresh produce also need to be carefully evaluated for the purpose of enhancing microbial and chemical safety of fresh produce.
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Affiliation(s)
- Xuetong Fan
- Eastern Regional Research Center, U.S. Department of Agriculture, Agricultural Research Service, Wyndmoor, Pennsylvania, USA
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Landis MS, Long RW, Krug J, Colón M, Vanderpool R, Habel A, Urbanski SP. The U.S. EPA wildland fire sensor challenge: Performance and evaluation of solver submitted multi-pollutant sensor systems. ATMOSPHERIC ENVIRONMENT (OXFORD, ENGLAND : 1994) 2021; 247:10.1016/j.atmosenv.2020.118165. [PMID: 33889052 PMCID: PMC8059620 DOI: 10.1016/j.atmosenv.2020.118165] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/05/2023]
Abstract
Wildland fires can emit substantial amounts of air pollution that may pose a risk to those in proximity (e.g., first responders, nearby residents) as well as downwind populations. Quickly deploying air pollution measurement capabilities in response to incidents has been limited to date by the cost, complexity of implementation, and measurement accuracy. Emerging technologies including miniaturized direct-reading sensors, compact microprocessors, and wireless data communications provide new opportunities to detect air pollution in real time. The U.S. Environmental Protection Agency (EPA) partnered with other U.S. federal agencies (CDC, NASA, NPS, NOAA, USFS) to sponsor the Wildland Fire Sensor Challenge. EPA and partnering organizations share the desire to advance wildland fire air measurement technology to be easier to deploy, suitable to use for high concentration events, and durable to withstand difficult field conditions, with the ability to report high time resolution data continuously and wirelessly. The Wildland Fire Sensor Challenge encouraged innovation worldwide to develop sensor prototypes capable of measuring fine particulate matter (PM2.5), carbon monoxide (CO), carbon dioxide (CO2), and ozone (O3) during wildfire episodes. The importance of using federal reference method (FRM) versus federal equivalent method (FEM) instruments to evaluate performance in biomass smoke is discussed. Ten solvers from three countries submitted sensor systems for evaluation as part of the challenge. The sensor evaluation results including sensor accuracy, precision, linearity, and operability are presented and discussed, and three challenge winners are announced. Raw solver submitted PM2.5 sensor accuracies of the winners ranged from ~22 to 32%, while smoke specific EPA regression calibrations improved the accuracies to ~75-83% demonstrating the potential of these systems in providing reasonable accuracies over conditions that are typical during wildland fire events.
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Affiliation(s)
- Matthew S. Landis
- US EPA, Office of Research and Development, Research Triangle Park, NC, USA
| | - Russell W. Long
- US EPA, Office of Research and Development, Research Triangle Park, NC, USA
| | - Jonathan Krug
- US EPA, Office of Research and Development, Research Triangle Park, NC, USA
| | - Maribel Colón
- US EPA, Office of Research and Development, Research Triangle Park, NC, USA
| | - Robert Vanderpool
- US EPA, Office of Research and Development, Research Triangle Park, NC, USA
| | - Andrew Habel
- Jacobs Technology Inc., Research Triangle Park, NC, USA
| | - Shawn P. Urbanski
- U.S. Forest Service, Rocky Mountain Research Station, Missoula, MT, USA
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