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Tubis AA, Poturaj H, Dereń K, Żurek A. Risks of Drone Use in Light of Literature Studies. SENSORS (BASEL, SWITZERLAND) 2024; 24:1205. [PMID: 38400363 PMCID: PMC10892979 DOI: 10.3390/s24041205] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2023] [Revised: 02/10/2024] [Accepted: 02/11/2024] [Indexed: 02/25/2024]
Abstract
This article aims to present the results of a bibliometric analysis of relevant literature and discuss the main research streams related to the topic of risks in drone applications. The methodology of the conducted research consisted of five procedural steps, including the planning of the research, conducting a systematic review of the literature, proposing a classification framework corresponding to contemporary research trends related to the risk of drone applications, and compiling the characteristics of the publications assigned to each of the highlighted thematic groups. This systematic literature review used the PRISMA method. A total of 257 documents comprising articles and conference proceedings were analysed. On this basis, eight thematic categories related to the use of drones and the risks associated with their operation were distinguished. Due to the high content within two of these categories, a further division into subcategories was proposed to illustrate the research topics better. The conducted investigation made it possible to identify the current research trends related to the risk of drone use and pointed out the existing research gaps, both in the area of risk assessment methodology and in its application areas. The results obtained from the analysis can provide interesting material for both industry and academia.
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Affiliation(s)
- Agnieszka A. Tubis
- Department of Technical Systems Operation and Maintenance, Faculty of Mechanical Engineering, Wroclaw University of Science and Technology, Wyspianskiego Street 27, 50-370 Wroclaw, Poland;
| | - Honorata Poturaj
- Department of Technical Systems Operation and Maintenance, Faculty of Mechanical Engineering, Wroclaw University of Science and Technology, Wyspianskiego Street 27, 50-370 Wroclaw, Poland;
| | - Klaudia Dereń
- Unmanned Aerial Vehicles (UAV) Section, Center for Advanced Systems Understanding Autonomous Systems Division, Helmholtz-Zentrum Dresden-Rossendorf e.V. (HZDR), Untermarkt 20, D-02826 Görlitz, Germany; (K.D.); (A.Ż.)
| | - Arkadiusz Żurek
- Unmanned Aerial Vehicles (UAV) Section, Center for Advanced Systems Understanding Autonomous Systems Division, Helmholtz-Zentrum Dresden-Rossendorf e.V. (HZDR), Untermarkt 20, D-02826 Görlitz, Germany; (K.D.); (A.Ż.)
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2
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Kobziar LN, Lampman P, Tohidi A, Kochanski AK, Cervantes A, Hudak AT, McCarley R, Gullett B, Aurell J, Moore R, Vuono DC, Christner BC, Watts AC, Cronan J, Ottmar R. Bacterial Emission Factors: A Foundation for the Terrestrial-Atmospheric Modeling of Bacteria Aerosolized by Wildland Fires. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2024; 58:2413-2422. [PMID: 38266235 PMCID: PMC10851933 DOI: 10.1021/acs.est.3c05142] [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: 07/11/2023] [Revised: 12/31/2023] [Accepted: 01/02/2024] [Indexed: 01/26/2024]
Abstract
Wildland fire is a major global driver in the exchange of aerosols between terrestrial environments and the atmosphere. This exchange is commonly quantified using emission factors or the mass of a pollutant emitted per mass of fuel burned. However, emission factors for microbes aerosolized by fire have yet to be determined. Using bacterial cell concentrations collected on unmanned aircraft systems over forest fires in Utah, USA, we determine bacterial emission factors (BEFs) for the first time. We estimate that 1.39 × 1010 and 7.68 × 1011 microbes are emitted for each Mg of biomass consumed in fires burning thinning residues and intact forests, respectively. These emissions exceed estimates of background bacterial emissions in other studies by 3-4 orders of magnitude. For the ∼2631 ha of similar forests in the Fishlake National Forest that burn each year on average, an estimated 1.35 × 1017 cells or 8.1 kg of bacterial biomass were emitted. BEFs were then used to parametrize a computationally scalable particle transport model that predicted over 99% of the emitted cells were transported beyond the 17.25 x 17.25 km model domain. BEFs can be used to expand understanding of global wildfire microbial emissions and their potential consequences to ecosystems, the atmosphere, and humans.
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Affiliation(s)
- Leda N. Kobziar
- Department
of Natural Resources and Society, University
of Idaho, 1031 N. Academic Way, Coeur d’Alene, Idaho 83814, United States
| | - Phinehas Lampman
- Department
of Natural Resources and Society, University
of Idaho, 1031 N. Academic Way, Coeur d’Alene, Idaho 83814, United States
| | - Ali Tohidi
- Mechanical
Engineering Department, Wildfire Interdisciplinary Research Center, San Jose State University, San Jose, California 95192, United States
| | - Adam K. Kochanski
- Department
of Meteorology and Climate Science, Wildfire Interdisciplinary Research
Center, San Jose State University, San Jose, California 95192, United States
| | - Antonio Cervantes
- Mechanical
Engineering Department, Wildfire Interdisciplinary Research Center, San Jose State University, San Jose, California 95192, United States
| | - Andrew T. Hudak
- Rocky
Mountain Research Station, USDA Forest Service, Moscow, Idaho 83846, United States
| | - Ryan McCarley
- Department
of Forest, Fire and Rangeland Sciences, University of Idaho, Moscow, Idaho 83844, United States
| | - Brian Gullett
- Office of
Research and Development, Environmental
Protection Agency, Research Triangle
Park, North Carolina 27711, United States
| | - Johanna Aurell
- Office of
Research and Development, Environmental
Protection Agency, Research Triangle
Park, North Carolina 27711, United States
| | - Rachel Moore
- Department
of Microbiology and Cell Science, University
of Florida, Gainesville, Florida 32611, United States
| | - David C. Vuono
- Department
of Civil and Environmental Engineering, Colorado School of Mines, Golden, Colorado 80401, United States
| | - Brent C. Christner
- Department
of Microbiology and Cell Science, University
of Florida, Gainesville, Florida 32611, United States
| | - Adam C. Watts
- Pacific
Northwest Research Station, USDA Forest
Service, Wenatchee, Washington 98801, United States
| | - James Cronan
- Pacific
Northwest Research Station, USDA Forest
Service, Seattle, Washington 98103, United States
| | - Roger Ottmar
- Pacific
Northwest Research Station, USDA Forest
Service, Seattle, Washington 98103, United States
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Badami MM, Tohidi R, Sioutas C. Los Angeles Basin's air quality transformation: a long-term investigation on the impacts of PM regulations on the trends of ultrafine particles and co-pollutants. JOURNAL OF AEROSOL SCIENCE 2024; 176:106316. [PMID: 38223364 PMCID: PMC10783618 DOI: 10.1016/j.jaerosci.2023.106316] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/16/2024]
Abstract
This study investigates the long-term trends of ambient ultrafine particles (UFPs) and associated airborne pollutants in the Los Angeles Basin from 2007 to 2022, focusing on the indirect effects of regulations on UFP levels. The particle number concentration (PNC) of UFPs was compiled from previous studies in the area, and associated co-pollutant data, including nitrogen oxides (NOx), carbon monoxide (CO), elemental carbon (EC), organic carbon (OC), and ozone (O3), were obtained from the chemical speciation network (CSN) database. Over the study period, a general decrease was noted in the PNC of UFPs, NOx, EC, and OC, except for CO, the concentration trends of which did not exhibit a consistent pattern. UFPs, NOx, EC, and OC were positively correlated, while O3 had a negative correlation, especially with NOx. Our analysis discerned two distinct subperiods in pollutant trends: 2007-2015 and 2016-2022. For example, there was an overall decrease in the PNC of UFPs at an annual rate of -850.09 particles/cm3/year. This rate was more pronounced during the first sub-period (2007-2015) at -1814.9 particles/cm3/year and then slowed to -227.21 particles/cm3/year in the second sub-period (2016-2023). The first sub-period (2007-2015) significantly influenced pollutant level changes, exhibiting more pronounced and statistically significant changes than the second sub-period (2016-2022). Since 2016, almost all primary pollutants have stabilized, indicating a reduced impact of current regulations, and emphasizing the need for stricter standards. In addition, the study included an analysis of Vehicle Miles Traveled (VMT) trends from 2007 to 2022 within the Los Angeles Basin. Despite the general increase in VMT, current regulations and cleaner technologies seem to have successfully mitigated the potential increase in increase in PNC. Overall, while a decline in UFPs and co-pollutant levels was observed, the apparent stabilization of these levels underscores the need for more stringent regulatory measures and advanced emission standards.
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Affiliation(s)
- Mohammad Mahdi Badami
- University of Southern California, Department of Civil and Environmental Engineering, Los Angeles, California, USA
| | - Ramin Tohidi
- University of Southern California, Department of Civil and Environmental Engineering, Los Angeles, California, USA
| | - Constantinos Sioutas
- University of Southern California, Department of Civil and Environmental Engineering, Los Angeles, California, USA
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Marin DB, Becciolini V, Santana LS, Rossi G, Barbari M. State of the Art and Future Perspectives of Atmospheric Chemical Sensing Using Unmanned Aerial Vehicles: A Bibliometric Analysis. SENSORS (BASEL, SWITZERLAND) 2023; 23:8384. [PMID: 37896478 PMCID: PMC10611377 DOI: 10.3390/s23208384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2023] [Revised: 09/09/2023] [Accepted: 10/05/2023] [Indexed: 10/29/2023]
Abstract
In recent years, unmanned aerial vehicles (UAVs) have been increasingly used to monitor and assess air quality. The interest in the application of UAVs in monitoring air pollutants and greenhouse gases is evidenced by the recent emergence of sensors with the most diverse specifications designed for UAVs or even UAVs designed with integrated sensors. The objective of this study was to conduct a comprehensive review based on bibliometrics to identify dynamics and possible trends in scientific production on UAV-based sensors to monitor air quality. A bibliometric analysis was carried out in the VOSViewer software (version 1.6.17) from the Scopus and Web of Science reference databases in the period between 2012 and 2022. The main countries, journals, scientific organizations, researchers and co-citation networks with greater relevance for the study area were highlighted. The literature, in general, has grown rapidly and has attracted enormous attention in the last 5 years, as indicated by the increase in articles after 2017. It was possible to notice the rapid development of sensors, resulting in smaller and lighter devices, with greater sensitivity and capacity for remote work. Overall, this analysis summarizes the evolution of UAV-based sensors and their applications, providing valuable information to researchers and developers of UAV-based sensors to monitor air pollutants.
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Affiliation(s)
- Diego Bedin Marin
- Department of Agriculture, Food, Environment and Forestry, University of Florence, Via San Bonaventura, 13, 50145 Florence, Italy
| | - Valentina Becciolini
- Department of Agriculture, Food, Environment and Forestry, University of Florence, Via San Bonaventura, 13, 50145 Florence, Italy
| | - Lucas Santos Santana
- Department of Environmental Engineering, Federal University of Lavras, Aquenta Sol Avenue, P.O. Box 3037, Lavras 37200-900, Brazil
| | - Giuseppe Rossi
- Department of Agriculture, Food, Environment and Forestry, University of Florence, Via San Bonaventura, 13, 50145 Florence, Italy
| | - Matteo Barbari
- Department of Agriculture, Food, Environment and Forestry, University of Florence, Via San Bonaventura, 13, 50145 Florence, Italy
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Aurell J, Gullett B, Grier G, Holder A, George I. Seasonal Emission Factors from Rangeland Prescribed Burns in the Kansas Flint Hills Grasslands. ATMOSPHERIC ENVIRONMENT (OXFORD, ENGLAND : 1994) 2023; 304:10.1016/j.atmosenv.2023.119769. [PMID: 37388538 PMCID: PMC10302544 DOI: 10.1016/j.atmosenv.2023.119769] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/01/2023]
Abstract
Operational-sized prescribed grassland burns at three mid-West U.S. locations and ten 1-ha-sized prescribed grassland burns were conducted in the Flint Hills of Kansas to determine emission factors and their potential seasonal effects. Ground-, aerostat-, and unmanned aircraft system-based platforms were used to sample plume emissions for a range of gaseous and particulate pollutants. The ten co-located, 1-ha-sized plots allowed for testing five plots in the spring and five in the late summer, allowing for control of vegetation type, biomass loading, climate history, and land use. The operational-sized burns provided a range of conditions under which to determine emission factors relevant to the Flint Hills grasslands. The 1-ha plots showed that emission factors for pollutants such as PM2.5 and BTEX (benzene, toluene, ethylbenzene, and xylene) were higher during the late summer than during the traditional spring burn season. This is likely due to increased biomass density and fuel moisture in the growing season biomass resulting in reduced combustion efficiency.
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Affiliation(s)
- Johanna Aurell
- University of Dayton Research Institute, 300 College Park, Dayton, OH 45469, USA
| | - Brian Gullett
- U.S. Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling, Research Triangle Park, NC 27711, USA
| | - Gina Grier
- U.S. Environmental Protection Agency, Region 7, 11201 Renner Blvd., Lenexa, KS 66219, USA
| | - Amara Holder
- U.S. Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling, Research Triangle Park, NC 27711, USA
| | - Ingrid George
- U.S. Environmental Protection Agency, Office of Research and Development, Center for Environmental Measurement and Modeling, Research Triangle Park, NC 27711, USA
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Ho HH, Nair S, Rangwala AS. Heat release rate of enhanced large-scale open oil slick fires with Outdoor Gas Emission Sampling (OGES) system. MARINE POLLUTION BULLETIN 2023; 192:114987. [PMID: 37163793 DOI: 10.1016/j.marpolbul.2023.114987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 04/20/2023] [Accepted: 04/22/2023] [Indexed: 05/12/2023]
Abstract
The Outdoor Gas Emission Sampling (OGES) system was developed to serve as an economical alternative to expensive industrial gas monitoring equipment. By establishing a sampling plane with four discrete sampling points along the radial direction of the smoke plume, the heat release rate (HRR) was measured for large-scale open oil slick fires. This newfound technique was particularly noteworthy during enhanced burns involving Flame Refluxer™ technology, where it is believed that partial premixing of the fuel and air by the apparatus resulted in a higher HRR than existing flame height correlations would suggest, evident by the HRR calculated using mass burning rate and gas analysis methods, which were in good agreement. Results from OGES show the potential of using point sampling within the plume regime to measure the HRR of fires that exceed the capabilities of conventional hood-based calorimeters, especially when it pertains to large-scale open burns.
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Affiliation(s)
- Hsin-Hsiu Ho
- Fire Protection Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA.
| | - Sharanya Nair
- Fire Protection Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
| | - Ali S Rangwala
- Fire Protection Engineering, Worcester Polytechnic Institute, 100 Institute Road, Worcester, MA 01609, USA
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7
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Yin F, He Z, Song Z, Su P, Zhang L, Feng D, Yang T. The fingerprint stability of the biomarker hopanes and steranes in soot emissions from in-situ burning of oil. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 839:156273. [PMID: 35643145 DOI: 10.1016/j.scitotenv.2022.156273] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 05/06/2022] [Accepted: 05/23/2022] [Indexed: 06/15/2023]
Abstract
The behavior of emissions is an important concern of in-situ burning (ISB) of spilled oils. In particular, the heavy soot originated from ISB can negatively impact the atmospheric environment. To track the behavior of ISB soot, the conservative biomarkers, such as hopanes and steranes, can be potentially used. In this study, the stability of chemical fingerprints of hopanes and steranes in the ISB soot were investigated based on the burning of two different types of oils, including one ultra-light condensate (i.e., surrogate Sanchi condensate) and one heavy oil. The results indicate that the chromatographic patterns and diagnostic ratios of hopanes and steranes in the ISB soot emissions almost remain identical to their corresponding source oils, proving the various oil source identification of ISB soot can be realized. This work attempts to provide novel insights into the application of biomarkers in the management of ISB emissions.
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Affiliation(s)
- Fang Yin
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China; International Joint Research Center for Persistent Toxic Substances (IJRC-PTS), Shanghai Maritime University, Shanghai 201306, PR China
| | - Zhiwei He
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China
| | - Zhibo Song
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China
| | - Penghao Su
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China; International Joint Research Center for Persistent Toxic Substances (IJRC-PTS), Shanghai Maritime University, Shanghai 201306, PR China
| | - Li Zhang
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China
| | - Daolun Feng
- College of Ocean Science and Engineering, Shanghai Maritime University, Shanghai 201306, PR China; International Joint Research Center for Persistent Toxic Substances (IJRC-PTS), Shanghai Maritime University, Shanghai 201306, PR China
| | - Tao Yang
- East China Sea Environmental Monitoring Center, State Oceanic Administration, Shanghai 201206, PR China.
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8
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Development and Calibration of Pressure-Temperature-Humidity (PTH) Probes for Distributed Atmospheric Monitoring Using Unmanned Aircraft Systems. SENSORS 2022; 22:s22093261. [PMID: 35590950 PMCID: PMC9100009 DOI: 10.3390/s22093261] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/22/2022] [Accepted: 04/22/2022] [Indexed: 02/04/2023]
Abstract
Small unmanned aircraft systems (UAS) are increasingly being used for meteorology and atmospheric monitoring. The ease of deployment makes distributed sensing of parameters such as barometric pressure, temperature, and relative humidity in the lower atmospheric boundary layer feasible. However, constraints on payload size and weight, and to a lesser extent power, limit the types of sensors that can be deployed. The objective of this work was to develop a miniature pressure-temperature-humidity (PTH) probe for UAS integration. A set of eight PTH probes were fabricated and calibrated/validated using an environmental chamber. An automated routine was developed to facilitate calibration and validation from a large set of temperature and relative humidity setpoints. Linear regression was used to apply temperature and relative humidity calibrations. Barometric pressure was calibrated using a 1-point method consisting of an offset. The resulting PTH probes were less than 4 g in mass and consumed less than 1 mA when operated from a 5 VDC source. Measurements were transmitted as a formatted string in ASCII format at 1 Hz over a 3.3 V TTL UART. Prior to calibration, measurements between individual PTH probes were significantly different. After calibration, no significant differences in temperature measurements across all PTH probes were observed, and the level of significance between PTH probes was reduced. Actual differences between calibrated PTH probes were likely to be negligible for most UAS-based applications, regardless of significance. RMSE across all calibrated PTH probes for the pressure, temperature, and relative humidity was less than 31 Pa, 0.13 °C, and 0.8% RH, respectively. The resulting calibrated PTH probes will improve the ability to quantify small variations in ambient conditions during coordinated multi-UAS flights.
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9
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Kobziar LN, Vuono D, Moore R, Christner BC, Dean T, Betancourt D, Watts AC, Aurell J, Gullett B. Wildland fire smoke alters the composition, diversity, and potential atmospheric function of microbial life in the aerobiome. ISME COMMUNICATIONS 2022; 2:8. [PMID: 37938277 PMCID: PMC9723787 DOI: 10.1038/s43705-022-00089-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 01/03/2022] [Accepted: 01/13/2022] [Indexed: 04/29/2023]
Abstract
The atmosphere contains a diverse reservoir of microbes but the sources and factors contributing to microbial aerosol variability are not well constrained. To advance understanding of microbial emissions in wildfire smoke, we used unmanned aircraft systems to analyze the aerosols above high-intensity forest fires in the western United States. Our results show that samples of the smoke contained ~four-fold higher concentrations of cells (1.02 ± 0.26 × 105 m-3) compared to background air, with 78% of microbes in smoke inferred to be viable. Fivefold higher taxon richness and ~threefold enrichment of ice nucleating particle concentrations in smoke implies that wildfires are an important source of diverse bacteria and fungi as well as meteorologically relevant aerosols. We estimate that such fires emit 3.71 × 1014 microbial cells ha-1 under typical wildfire conditions in western US forests and demonstrate that wildland biomass combustion has a large-scale influence on the local atmospheric microbial assemblages. Given the long-range transport of wildfire smoke emissions, these results expand the concept of a wildfire's perimeter of biological impact and have implications to biogeography, gene flow, the dispersal of plant, animal, and human pathogens, and meteorology.
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Affiliation(s)
- Leda N Kobziar
- Department of Natural Resources and Society, University of Idaho, Coeur d'Alene, ID, 83814, USA.
| | - David Vuono
- Department of Civil and Environmental Engineering, Colorado School of Mines, Golden, CO, 80401, USA
| | - Rachel Moore
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, 32611, USA
- Earth and Atmospheric Sciences, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Brent C Christner
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, 32611, USA
| | - Timothy Dean
- U. S. Environmental Protection Agency, Office of Research and Development, Research Triangle Park, NC, 27711, USA
| | - Doris Betancourt
- U. S. Environmental Protection Agency, Office of Research and Development, Research Triangle Park, NC, 27711, USA
| | - Adam C Watts
- Pacific Wildland Fire Sciences Laboratory, USDA Forest Service, Seattle, WA, 98103, USA
| | - Johanna Aurell
- University of Dayton Research Institute, 300 College Park, Dayton, OH, 45469, USA
| | - Brian Gullett
- U. S. Environmental Protection Agency, Office of Research and Development, Research Triangle Park, NC, 27711, USA
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Wu C, Liu B, Wu D, Yang H, Mao X, Tan J, Liang Y, Sun JY, Xia R, Sun J, He G, Li M, Deng T, Zhou Z, Li YJ. Vertical profiling of black carbon and ozone using a multicopter unmanned aerial vehicle (UAV) in urban Shenzhen of South China. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 801:149689. [PMID: 34425446 DOI: 10.1016/j.scitotenv.2021.149689] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 08/11/2021] [Accepted: 08/11/2021] [Indexed: 06/13/2023]
Abstract
Existing studies on vertical profiling of black carbon (BC) and ozone (O3) were mainly conducted in the rural areas, leading to limited knowledge of their vertical distributions in the urban area. To fill this knowledge gap, vertical profiling (0-500 m and 0-900 m, AGL) of BC and O3 was conducted in a highly urbanized area of Shenzhen in subtropical South China using a multicopter unmanned aerial vehicle (UAV) platform. In total 32 flights were conducted from the 10th to 15th, December 2017 (winter campaign) and 42 flights from the 19th to 28th, August 2018 (summer campaign) with 4 time slots per day, including morning, afternoon, evening, and midnight. In general, equivalent BC (eBC) concentration decreased as the height increased with an overall slope of -0.13 μg m-3 per 100 m in the winter campaign and -0.08 μg m-3 per 100 m in the summer campaign. On the contrary, an increase of O3 level with altitude was observed (7.8 ppb per 100 m). Absorption Ångström exponent (AAE) exhibits a slightly increasing trend with height. Seasonality of eBC vertical profiles was observed in morning, afternoon and midnight flights, but not for evening flights. The analysis showed the shape of vertical profiles of eBC and O3 can be affected by planetary boundary layer height (PBLH) and air mass origin. Calculated heating rates due to BC show distinct seasonal variability for morning but not for afternoon, because of the counteracting effects by solar irradiance in the subtropical afternoon and eBC concentration in urban South China influenced by the monsoon climate.
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Affiliation(s)
- Cheng Wu
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China.
| | - Ben Liu
- Department of Civil and Environmental Engineering and Centre for Regional Oceans, Faculty of Science and Technology, University of Macau, Taipa, Macau
| | - Dui Wu
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China; Institute of Tropical and Marine Meteorology, CMA, Guangzhou 510080, China
| | - Honglong Yang
- Shenzhen Meteorological Bureau, CMA, Shenzhen 518040, China
| | - Xia Mao
- Shenzhen Meteorological Bureau, CMA, Shenzhen 518040, China
| | - Jian Tan
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Yue Liang
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Jia Yin Sun
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Rui Xia
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Jiaren Sun
- Key Laboratory of urban ecological Environmental Simulation and protection, South China Institute of Environmental Sciences, the Ministry of Ecology and Environment of PRC, Guangzhou 510530, China
| | - Guowen He
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Mei Li
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Tao Deng
- Institute of Tropical and Marine Meteorology, CMA, Guangzhou 510080, China
| | - Zhen Zhou
- Institute of Mass Spectrometry and Atmospheric Environment, Guangdong Provincial Engineering Research Center for On-line Source Apportionment System of Air Pollution, Jinan University, Guangzhou 510632, China; Guangdong-Hongkong-Macau Joint Laboratory of Collaborative Innovation for Environmental Quality, Guangzhou 510632, China
| | - Yong Jie Li
- Department of Civil and Environmental Engineering and Centre for Regional Oceans, Faculty of Science and Technology, University of Macau, Taipa, Macau.
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