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Zhou Y, Xia X, Lang J, Zhao B, Chen D, Mao S, Zhang Y, Liu J, Li J. A coupled framework for estimating pollutant emissions from open burning of specific crop residue: A case study for wheat. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 844:156731. [PMID: 35772556 DOI: 10.1016/j.scitotenv.2022.156731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 06/08/2022] [Accepted: 06/12/2022] [Indexed: 06/15/2023]
Abstract
Crop residue open burning is considered to be one of the main sources of pollutant emissions from rural areas. It is necessary to accurately establish an emissions inventory of specific crops which could reflect the specific spatiotemporal distribution characteristics of crop residue burning emissions. However, the information for emission estimation of specific crop in each province and year is seriously data-deficient, resulting in a large uncertainty in the emissions inventory. In this study, taking the open burning of wheat residue as an example, we propose a framework for estimating pollutant emissions for specific crop residue by combining phenological information, land use data, field investigation/statistical data, and fire detection information. The wheat residue open burning proportion (OBP) and the corresponding pollutant emissions were estimated for each province in mainland China from 2003 to 2019. The national average OBP and emissions of wheat crop residue open burning first increased and then decreased during this period, with the peak in 2012. The gridded spatial distribution showed that high-emission areas were mainly concentrated in central-eastern China, and the emission areas gradually shifted from south to north from April to September. The change of daily emissions from large-scale concentrated emissions to small-scale emissions demonstrated that straw open burning prohibition policies were effective in reducing the annual emissions and peak daily emissions. This study provides a promising method for the combination of data from multiple sources to estimate open burning of crop residues. The method can be used to obtain accurate and detailed emissions data to support research into biomass burning and the development of targeted mitigation strategies.
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Affiliation(s)
- Ying Zhou
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China.
| | - Xiangchen Xia
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Jianlei Lang
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Beibei Zhao
- Technical Centre for Soil, Agriculture and Rural Ecology and Environment, Ministry of Ecology and Environment, Beijing 100012, China
| | - Dongsheng Chen
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Shushuai Mao
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Yuying Zhang
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Jing Liu
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Jia Li
- Key Laboratory of Beijing on Regional Air Pollution Control, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
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Lin M, Begho T. Crop residue burning in South Asia: A review of the scale, effect, and solutions with a focus on reducing reactive nitrogen losses. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2022; 314:115104. [PMID: 35462257 DOI: 10.1016/j.jenvman.2022.115104] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 04/16/2022] [Accepted: 04/16/2022] [Indexed: 06/14/2023]
Abstract
This paper reviews the literature on crop residue burning - a widespread practice in many regions in South Asia. Specifically, we examine evidence from studies highlighting the scale of the practice in South Asia, the environmental implications, the drivers of the practice and the remedies to the problem. The studies provide evidence that the Indo-Gangetic Plain (IGP) is a hot-spot for atmospheric pollutants, with seasonal crop residue burning being a major contributor. The burning of crop residue is reported to degrade the soil, increase the risk of erosion, and increase the soil temperature, consequently decimating soil microorganisms. This subsequently impacts the monetary cost involved in recovering the soil fertility and the potential for further pollution through the increased use of fertilizer. The review shows that farmers' reasons for burning crop residues are mainly the high cost of incorporating, collecting, transporting, and processing crop residues in South Asia. Labour shortages, the marketability of the crop residue and the short time interval between harvest and next cropping seasons also influence farmers decision to burn crop residue. To address this problem, there is the need to encourage the use of agricultural machines capable of sowing crops in standing stubble, adopting in-situ practices and changing crop varieties to those with short duration. In addition, education and awareness are needed to change beliefs and perceptions on crop residue burning. Crucially, when promoting alternative sustainable uses of crop residue, the economic benefits should be prioritized, and support towards initial investments that accompany the adoption of alternative practices should be provided.
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Affiliation(s)
- Muyang Lin
- School of GeoSciences, University of Edinburgh, King's Buildings, West Mains Road, Edinburgh, EH9 3JY, Scotland, United Kingdom
| | - Toritseju Begho
- Rural Economy, Environment & Society, Scotland's Rural College (SRUC), Peter Wilson Building, King's Buildings, W Mains Rd, Edinburgh, EH9 3JG, United Kingdom.
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Crop Residue Burning Emissions and the Impact on Ambient Particulate Matters over South Korea. ATMOSPHERE 2022. [DOI: 10.3390/atmos13040559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
In the study, crop residue burning (CRB) emissions were estimated based on field surveys and combustion experiments to assess the impact of the CRB on particulate matter over South Korea. The estimates of CRB emissions over South Korea are 9514, 8089, 4002, 2010, 172,407, 7675, 33, and 5053 Mg year−1 for PM10, PM2.5, OC, EC, CO, NOx, SO2, and NH3, respectively. Compared with another study, our estimates in the magnitudes of CRB emissions were not significantly different. When the CRB emissions are additionally considered in the simulation, the monthly mean differences in PM2.5 (i.e., △PM2.5) were marginal between 0.07 and 0.55 μg m−3 over South Korea. Those corresponded to 0.6–4.3% in relative differences. Additionally, the △PM10 was 0.07–0.60 μg m−3 over South Korea. In the spatial and temporal aspects, the increases in PM10 and PM2.5 were high in Gyeongbuk (GB) and Gyeongnam (GN) provinces in June, October, November, and December.
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Das B, Bhave PV, Puppala SP, Adhikari S, Sainju S, Mool E, Byanju RM. Emission factors and emission inventory of diesel vehicles in Nepal. THE SCIENCE OF THE TOTAL ENVIRONMENT 2022; 812:152539. [PMID: 34952078 DOI: 10.1016/j.scitotenv.2021.152539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/25/2021] [Revised: 12/12/2021] [Accepted: 12/15/2021] [Indexed: 06/14/2023]
Abstract
A comprehensive emission inventory of the transport sector through fuel-based emission factors (EFs) was developed for the first time in Nepal. This study estimates air pollutants emission from diesel vehicles between the years 1989 and 2018 based on national statistical data, average vehicle kilometers travelled, fuel mileage, and measurement-based EFs for each vehicle category during idle and moving conditions. The consumption of diesel by vehicle category was also estimated and total consumption was compared with national sales data. The Monte Carlo was used to estimate uncertainties. Nationally, total diesel consumption was estimated as 892,770 kL (85-115%) in 2017/18, 13.4 times higher than 1989/90. Ratnoze1 and Microaeth were used to conduct the tail pipe emission measurements. The fuel-based EFs of CO2, CO, BC, and PM2.5 were calculated through the carbon mass balance method. Of all diesel vehicles measured (n = 29) during idling, the average EFs were estimated as CO2 2600 (99-101%), CO 33.3 (44-156%), BC 0.6 (25-101%), and PM2.5 5.2 (0-235%) in unit of g L-1. For moving conditions (n = 5), the average EFs were estimated to be CO2 2476 (90-110%), CO 97.3 (0-232%), BC 1.7 (46-110%), and PM2.5 20.7 (0-255%), all in g L-1. Multiplying fuel consumption by EFs, national air pollutant emissions were estimated as 2214 (90-110%) to 2781(85-115%) for CO2, 27.7 (42-158%) to 88.8 (0-232%) for CO, 0.51 (23-177%) to 3.55 (46-110%) for BC and 3.42 (0-236%) to 23.47 (0-255%) for PM2.5 in 2017/18 in unit of Gg. This paper recommends revising national vehicle mass emission standards based on the findings of this study and including and enhancing sustainable low-carbon transport through amendment of transport policy.
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Affiliation(s)
- Bhupendra Das
- Central Department of Environmental Science, Tribhuvan University, Kirtipur, Nepal; International Centre for Integrated Mountain Development, Lalitpur, Nepal.
| | - Prakash V Bhave
- International Centre for Integrated Mountain Development, Lalitpur, Nepal.
| | | | - Sagar Adhikari
- International Centre for Integrated Mountain Development, Lalitpur, Nepal.
| | - Shreeti Sainju
- Central Department of Environmental Science, Tribhuvan University, Kirtipur, Nepal
| | - Enna Mool
- Central Department of Environmental Science, Tribhuvan University, Kirtipur, Nepal; International Centre for Integrated Mountain Development, Lalitpur, Nepal.
| | - Rejina M Byanju
- Central Department of Environmental Science, Tribhuvan University, Kirtipur, Nepal.
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Wu Y, Song P, Lin S, Peng L, Li Y, Deng Y, Deng X, Lou W, Yang S, Zheng Y, Xiang D, Hu J, Zhu Y, Wang M, Zhai Z, Zhang D, Dai Z, Gao J. Global Burden of Respiratory Diseases Attributable to Ambient Particulate Matter Pollution: Findings From the Global Burden of Disease Study 2019. Front Public Health 2021; 9:740800. [PMID: 34888281 PMCID: PMC8650086 DOI: 10.3389/fpubh.2021.740800] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2021] [Accepted: 10/25/2021] [Indexed: 11/18/2022] Open
Abstract
Background: Exposure to ambient particulate matter pollution (APMP) is a global health issue that directly affects the human respiratory system. Thus, we estimated the spatiotemporal trends in the burden of APMP-related respiratory diseases from 1990 to 2019. Methods: Based on the Global Burden of Disease Study 2019, data on the burden of APMP-related respiratory diseases were analyzed by age, sex, cause, and location. Joinpoint regression analysis was used to analyze the temporal trends in the burden of different respiratory diseases over the 30 years. Results: Globally, in 2019, APMP contributed the most to chronic obstructive pulmonary disease (COPD), with 695.1 thousand deaths and 15.4 million disability-adjusted life years (DALYs); however, the corresponding age-standardized death and DALY rates declined from 1990 to 2019. Similarly, although age-standardized death and DALY rates since 1990 decreased by 24% and 40%, respectively, lower respiratory infections (LRIs) still had the second highest number of deaths and DALYs attributable to APMP. This was followed by tracheal, bronchus, and lung (TBL) cancer, which showed increased age-standardized death and DALY rates during the past 30 years and reached 3.78 deaths per 100,000 persons and 84.22 DALYs per 100,000 persons in 2019. Among children aged < 5 years, LRIs had a huge burden attributable to APMP, whereas for older people, COPD was the leading cause of death and DALYs attributable to APMP. The APMP-related burdens of LRIs and COPD were relatively higher among countries with low and low-middle socio-demographic index (SDI), while countries with high-middle SDI showed the highest burden of TBL cancer attributable to APMP. Conclusions: APMP contributed substantially to the global burden of respiratory diseases, posing a significant threat to human health. Effective actions aimed at air pollution can potentially avoid an increase in the PM2.5-associated disease burden, especially in highly polluted areas.
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Affiliation(s)
- Ying Wu
- Department of Nephrology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Ping Song
- Department of Gastroenterology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Shuai Lin
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Ling Peng
- Department of Respiratory Disease, Zhejiang Provincial People's Hospital, Hangzhou, China
| | - Yizhen Li
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Yujiao Deng
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Xinyue Deng
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Weiyang Lou
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Si Yang
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Yi Zheng
- Department of Nephrology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Dong Xiang
- Celilo Cancer Center, Oregon Health Science Center Affiliated Mid-Columbia Medical Center, The Dalles, OR, United States
| | - Jingjing Hu
- Dana-Farber Cancer Institute and Harvard Medical School, Boston, MA, United States
| | - Yuyao Zhu
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Meng Wang
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Zhen Zhai
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Dai Zhang
- Department of Oncology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Zhijun Dai
- Department of Breast Surgery, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
| | - Jie Gao
- Department of Nephrology, The Second Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
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Bajracharya SB, Mishra A, Maharjan A. Determinants of crop residue burning practice in the Terai region of Nepal. PLoS One 2021; 16:e0253939. [PMID: 34197535 PMCID: PMC8248638 DOI: 10.1371/journal.pone.0253939] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Accepted: 06/15/2021] [Indexed: 11/18/2022] Open
Abstract
The open burning of agricultural crop residue is a key environmental issue facing the Hindu Kush Himalaya region, the Indo-Gangetic plain in particular. There is a varying intensity in the incidence of open agricultural burning in this region, and multiple drivers that determine why farmers in this region decide to burn their crop residues. While there have been research studies conducted for other countries in the region, research into the determinants of crop-burning in the Nepalese context is missing. Using primary data from a survey of 388 farming households across three districts of the Nepal Terai―Nawalparasi, Rupandehi and Kapilvastu―applying a recursive bivariate probit model, this study seeks to find out what drives the Nepalese farmers to burn their crop residue instead of using them in a sustainable manner and suggest policy recommendations for mitigation. Our findings show that the major determining factors that influence the farmers’ behavior in Nepal are livestock ownership, combine harvester use and awareness level of the farmers. While the effects of crop residue burning is transboundary in nature, the mitigation measures require to be region specific. Based on the findings, the study proposes raising livestock, using technology like Happy Seeders or upgrade the combine harvesters, raising awareness and changing perception of farmers, and promoting alternative uses of crop residue as viable mitigation measures.
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Affiliation(s)
- Sugat B. Bajracharya
- International Centre for Integrated Mountain Development (ICIMOD), Kathmandu, Nepal
- * E-mail:
| | - Arabinda Mishra
- International Centre for Integrated Mountain Development (ICIMOD), Kathmandu, Nepal
| | - Amina Maharjan
- International Centre for Integrated Mountain Development (ICIMOD), Kathmandu, Nepal
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Hall JV, Zibtsev SV, Giglio L, Skakun S, Myroniuk V, Zhuravel O, Goldammer JG, Kussul N. Environmental and political implications of underestimated cropland burning in Ukraine. ENVIRONMENTAL RESEARCH LETTERS : ERL [WEB SITE] 2021; 16:064019. [PMID: 34316296 PMCID: PMC8312694 DOI: 10.1088/1748-9326/abfc04] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Open burning is illegal in Ukraine, yet Ukraine has, on average, 300 times more fire activity per year (2001-2019) than most European countries. In 2016 and 2017, 47% of Ukraine was identified as cultivated area, with a total of 70% of land area dedicated to agricultural use. Over 57% of all active fires in Ukraine detected using space-borne Visible Infrared Imaging Radiometer Suite (VIIRS) during 2016 and 2017 were associated with pre-planting field clearing and post-harvest crop residue removal, meaning that the majority of these fires are preventable. Due to the small size and transient nature of cropland burns, satellite-based burned area (BA) estimates are often underestimated. Moreover, traditional spectral-based BA algorithms are not suitable for distinguishing burned from plowed fields, especially in the black soil regions of Ukraine. Therefore, we developed a method to estimate agricultural BA by calibrating VIIRS active fire data with exhaustively mapped cropland reference areas (42 958 fields). Our study found that cropland BA was significantly underestimated (by 30%-63%) in the widely used Moderate Resolution Imaging Spectroradiometer-based MCD64A1 BA product, and by 95%-99.9% in Ukraine's National Greenhouse Gas Inventory. Although crop residue burns are smaller and emit far less emissions than larger wildfires, reliable monitoring of crop residue burning has a number of important benefits, including (a) improving regional air quality models and the subsequent understanding of human health impacts due to the proximity of crop residue burns to urban locations, (b) ensuring an accurate representation of predominantly smaller fires in regional emission inventories, and (c) increasing awareness of often illegal managed open burning to provide improved decision-making support for policy and resource managers.
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Affiliation(s)
- Joanne V Hall
- Department of Geographical Sciences, University of Maryland, 2181 LeFrak Hall, College Park, MD 20742, United States of America
| | - Sergiy V Zibtsev
- Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine, Regional Eastern Europe Fire Monitoring Center (REEFMC), 15 Heroiv Oborony Street, Kyiv 03041, Ukraine
- Equally contributing second authors
| | - Louis Giglio
- Department of Geographical Sciences, University of Maryland, 2181 LeFrak Hall, College Park, MD 20742, United States of America
- Equally contributing second authors
| | - Sergii Skakun
- Department of Geographical Sciences, University of Maryland, 2181 LeFrak Hall, College Park, MD 20742, United States of America
- Equally contributing second authors
| | - Viktor Myroniuk
- Institute of Forestry and Landscape-Park Management, National University of Life and Environmental Sciences of Ukraine, Regional Eastern Europe Fire Monitoring Center (REEFMC), 15 Heroiv Oborony Street, Kyiv 03041, Ukraine
| | - Oleksandr Zhuravel
- Food and Agriculture Organization of the United Nations, Regional Office for Europe and Central Asia, 26 Esplanadna Street, Kyiv 02000, Ukraine
| | - Johann Georg Goldammer
- Global Fire Monitoring Center (GFMC), Max Planck Institute for Chemistry and Freiburg University, Georges-Koehler-Allee 75, D-79110 Freiburg, Germany
| | - Nataliia Kussul
- Department of Space Information Technologies and Systems, Space Research Institute NAS Ukraine & SSA Ukraine, Kyiv 03680, Ukraine
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Huang Z, Zhong Z, Sha Q, Xu Y, Zhang Z, Wu L, Wang Y, Zhang L, Cui X, Tang M, Shi B, Zheng C, Li Z, Hu M, Bi L, Zheng J, Yan M. An updated model-ready emission inventory for Guangdong Province by incorporating big data and mapping onto multiple chemical mechanisms. THE SCIENCE OF THE TOTAL ENVIRONMENT 2021; 769:144535. [PMID: 33486173 DOI: 10.1016/j.scitotenv.2020.144535] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2020] [Revised: 12/11/2020] [Accepted: 12/12/2020] [Indexed: 06/12/2023]
Abstract
An accurate characterization of spatial-temporal emission patterns and speciation of volatile organic compounds (VOCs) for multiple chemical mechanisms is important to improving the air quality ensemble modeling. In this study, we developed a 2017-based high-resolution (3 km × 3 km) model-ready emission inventory for Guangdong Province (GD) by updating estimation methods, emission factors, activity data, and allocation profiles. In particular, a full-localized speciation profile dataset mapped to five chemical mechanisms was developed to promote the determination of VOC speciation, and two dynamic approaches based on big data were used to improve the estimation of ship emissions and open fire biomass burning (OFBB). Compared with previous emissions, more VOC emissions were classified as oxygenated volatile organic compound (OVOC) species, and their contributions to the total ozone formation potential (OFP) in the Pearl River Delta (PRD) region increased by 17%. Formaldehyde became the largest OFP species in GD, accounting for 11.6% of the total OFP, indicating that the model-ready emission inventory developed in this study is more reactive. The high spatial-temporal variability of ship sources and OFBB, which were previously underestimated, was also captured by using big data. Ship emissions during typhoon days and holidays decreased by 23-55%. 95% of OFBB emissions were concentrated in 9% of the GD area and 31% of the days in 2017, demonstrating their strong spatial-temporal variability. In addition, this study revealed that GD emissions have changed rapidly in recent years due to the leap-forward control measures implemented, and thus, they needed to be updated regularly. All of these updates led to a 5-17% decrease in the emission uncertainty for most pollutants. The results of this study provide a reference for how to reduce uncertainties in developing model-ready emission inventories.
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Affiliation(s)
- Zhijiong Huang
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Zhuangmin Zhong
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Qinge Sha
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Yuanqian Xu
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Zhiwei Zhang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Lili Wu
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Yuzheng Wang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Lihang Zhang
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Xiaozhen Cui
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - MingShuang Tang
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Bowen Shi
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Chuanzeng Zheng
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Zhen Li
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Mingming Hu
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China
| | - Linlin Bi
- School of Environment and Energy, South China University of Technology, Guangzhou 510006, China
| | - Junyu Zheng
- Institute for Environmental and Climate Research, Jinan University, Guangzhou 511443, China.
| | - Min Yan
- Shenzhen Academy of Environmental Sciences, Shenzhen 518001, China.
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