[논문]Contribution of ship emissions to the concentration of PM2.5: A comprehensive study using AIS data and WRF/Chem model in Bohai Rim Region, China

Chen, Dongsheng; Zhao, Na; Lang, Jianlei; Zhou, Ying; Wang, Xiaotong; Li, Yue; Zhao, Yuehua; Guo, Xiurui

doi:10.1016/j.scitotenv.2017.07.255

Contribution of ship emissions to the concentration of PM2.5: A comprehensive study using AIS data and WRF/Chem model in Bohai Rim Region, China

The Science of the total environment, v.610/611, 2018년, pp.1476 - 1486

Chen, Dongsheng (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Zhao, Na (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Lang, Jianlei (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Zhou, Ying (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Wang, Xiaotong (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Li, Yue (Transport Planning and Research Institute, Ministry of Transport) , Zhao, Yuehua (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology) , Guo, Xiurui (Key Laboratory of Beijing on Regional Air Pollution Control, Beijing University of Technology)

Abstract ▼ AI-Helper

Abstract Compared with on-road vehicles, emission from ships is one of the least-regulated anthropogenic emission sources and non-negligible source of primary aerosols and gas-phase precursors of PM2.5. The Bohai Rim Region in China hosts dozens of large ports, two of which ranked among the top ten ports in the world. To determine the impact of ship emissions on the PM2.5 concentrations over this region, two parts of works have been conducted in this study. First, a detailed ship emission inventory with high spatiotemporal resolution was developed based on Automatic Identification System (AIS) data. Then the WRF/Chem model was applied to modeling the impact of ship emissions by comparing two scenarios: with and without ship emissions. The results indicate that the total estimated ship emissions of SO2, NOX, PM10, PM2.5, CO, HC, and CO2 from Bohai Rim Region in 2014 are 1.9×105, 2.9×105, 2.6×104, 2.4×104, 2.5×104, 1.2×104, and 1.3×107 tonnes, respectively. The modeling results indicate that the annual PM2.5 concentrations increased by 5.9% on land areas of Bohai Rim Region (the continent within 115.2°E–124.3°E and 36.1°N–41.6°N) due to ship emissions. The contributions show distinctive seasonal variations of contributions, presenting highest in summer (12.5%) followed by spring (6.9%) and autumn (3.3%), and lowest in winter (0.9%). The contribution reaches up to 10.7% along the shoreline and down to 1.0% 200km inland. After examining the statistics of the modeling results during heavy and non-heavy haze days in July, it was found that 6 out of 9 cities around the Bohai Rim Region were observed with higher contributions from ship emissions during heavy haze days compared with non-heavy haze days. These results indicate that the impacts of ship emissions on the ambient PM2.5 are non-negligible, especially for heavy haze days for most coastal cities in the Bohai Rim Region. Highlights Impact of ship emissions on PM2.5 in Bohai Rim Region (BRR) was estimated by WRF/Chem. Ship emission inventory with high spatiotemporal resolution was developed in the area. Average contribution of ship emissions to PM2.5 in land areas of BRR was 5.9% in 2014. The average contributions were 10.7% along the shoreline and down to 1.0% 200km inland. Ship contributions in most coastal cities were bigger in haze period than other days. Graphical abstract [DISPLAY OMISSION]

주제어

참고문헌 (61)

Atmos. Environ. Ackermann 32 17 2981 1998 10.1016/S1352-2310(98)00006-5 Modal aerosol dynamics model for Europe: development and first applications

상세보기
Atmos. Chem. Phys. Aksoyoglu 16 4 1895 2016 10.5194/acp-16-1895-2016 Contribution of ship emissions to the concentration and deposition of air pollutants in Europe

상세보기
J. Atmos. Chem. Ansari 73 363 2016 10.1007/s10874-016-9331-y Competing impact of anthropogenic emissions and meteorology on the distribution of trace gases over Indian region

상세보기
Atmos. Environ. Chen 145 10 2016 10.1016/j.atmosenv.2016.08.086 Estimating ship emissions based on AIS data for port of Tianjin, China

상세보기
Sci. Total Environ. Chen 583 280 2017 10.1016/j.scitotenv.2017.01.066 Estimating the contribution of regional transport to PM2.5 air pollution in a rural area on the North China Plain

상세보기
Aerosol Air Qual. Res. Chen 17 1 262 2017 10.4209/aaqr.2015.10.0610 Performance evaluation of the WRF-Chem model with different physical parameterization schemes during an extremely high PM2.5 pollution episode in Beijing

상세보기
Science Corbett 278 5339 823e824 1997 10.1126/science.278.5339.823 Emissions from ship

상세보기
J. Geophys. Res. Corbett 104 3457e3470 1999 Global nitrogen and sulphur inventories for oceangoing ships
Atmos. Chem. Phys. Corbett 10 19 9689 2010 10.5194/acp-10-9689-2010 Arctic shipping emissions inventories and future scenarios

상세보기
Cotteleer 2012 Final Report, Report No 25185-1-MSCN-rev 4. Marin Sea shipping emissions 2010: Netherlands continental shelf, port areas and ospar region II
J. Geophys. Res. Endresen 112 D12301 2007 A historical reconstruction of ships' fuel consumption and emissions
ENTEC 2002 Final Report, July 2002 Quantification of emissions from ships associated with ship movements between ports in the European Community
ENTEC UK Limited 2010 Final Report, November 2010 UK ship emissions inventory
Environ. Sci. Technol. Fan 50 1322 2016 10.1021/acs.est.5b03965 Spatial and seasonal dynamics of ship emissions over the Yangtze River Delta and East China Sea and their potential environmental influence

상세보기
Environ. Model. Softw. Goldsworthy 63 45 2015 10.1016/j.envsoft.2014.09.009 Modelling of ship engine exhaust emissions in ports and extensive coastal waters based on terrestrial AIS data - an Australian case study

상세보기
ICF International 2009 Current Methodologies in Preparing Mobile Source Port-related Emission Inventories
IVL 2004 Methodology for Calculating Emissions from Ships (2004). Prepared by IVL
Atmos. Chem. Phys. Jalkanen 12 5 2641 2012 10.5194/acp-12-2641-2012 Extension of an assessment model of ship traffic exhaust emissions for particulate matter and carbon monoxide

상세보기
Atmos. Environ. Jeong 148 115 2017 10.1016/j.atmosenv.2016.10.055 Comparison of source apportionment of PM2.5 using receptor models in the main hub port city of East Asia: Busan

상세보기
Environ. Prog. Sustain. Energy Kilic 29 2 221 2010 10.1002/ep.10365 Inventory of shipping emissions in Izmit Gulf, Turkey

상세보기
Sci. Total Environ. Li 573 1 2016 10.1016/j.scitotenv.2016.07.219 An AIS-based high-resolution ship emission inventory and its uncertainty in Pearl River Delta region, China

상세보기
Atmos. Environ. Liao 106 204 2015 10.1016/j.atmosenv.2015.01.059 WRF/Chem modeling of the impacts of urban expansion on regional climate and air pollutants in Yangtze River Delta, China

상세보기
Int. J. Environ. Res. Public Health Lin 11 1 173 2014 10.3390/ijerph110100173 Spatio-temporal variation of PM2.5 concentrations and their relationship with geographic and socioeconomic factors in China

상세보기
Atmos. Environ. Liu 76 227 2013 10.1016/j.atmosenv.2013.01.030 A numerical study of the impact of climate and emission changes on surface ozone over South China in autumn time in 2000-2050

상세보기
Nat. Clim. Chang. Liu 6 11 2016 10.1038/nclimate3083 Health and climate impacts of ocean-going vessels in East Asia

상세보기
Environ. Sci. Technol. Liu 51 1 202 2017 10.1021/acs.est.6b03834 Influence of ship emissions on urban air quality: a comprehensive study using highly time-resolved online measurements and numerical simulation in Shanghai

상세보기
Sci. Total Environ. Manousakas 574 155 2017 10.1016/j.scitotenv.2016.09.047 Assessment of PM2.5 sources and their corresponding level of uncertainty in a coastal urban area using EPA PMF 5.0 enhanced diagnostics

상세보기
Atmos. Chem. Phys. Marelle 16 4 2359 2016 10.5194/acp-16-2359-2016 Air quality and radiative impacts of Arctic shipping emissions in the summertime in northern Norway: from the local to the regional scale

상세보기
MARIN 2011 Emissions 2009: Netherlands Continental Shelf. Port Areas and OSPAR Region II
Atmos. Environ. Merico 139 1 2016 10.1016/j.atmosenv.2016.05.024 Influence of in-port ships emissions to gaseous atmospheric pollutants and to particulate matter of different sizes in a Mediterranean harbour in Italy

상세보기
Transp. Res. Part D: Transp. Environ. Merico 50 431 2017 10.1016/j.trd.2016.11.016 Atmospheric impact of ship traffic in four Adriatic-Ionian port-cities: comparison and harmonization of different approaches

상세보기
Atmos. Environ. Miola 45 13 2242 2011 10.1016/j.atmosenv.2011.01.046 Estimating air emissions from ships: meta-analysis of modelling approaches and available data sources

상세보기
Multi-resolution Emission Inventory for China (MEIC)
Atmos. Environ. Ng 76 102 2013 10.1016/j.atmosenv.2012.07.070 Policy change driven by an AIS-assisted marine emission inventory in Hong Kong and the Pearl River Delta

상세보기
Olesen 2009 Ship Emissions and Air Pollution in Denmark: Present Situation and Future Scenarios
Int. J. Climatol. Papanastasiou 29 2 305 2009 10.1002/joc.1707 Climatology and impact on air quality of sea breeze in an urban coastal environment

상세보기
Sci. Total Environ. Perez 571 237 2016 10.1016/j.scitotenv.2016.07.025 Impact of harbour emissions on ambient PM10 and PM2.5 in Barcelona (Spain): evidences of secondary aerosol formation within the urban area

상세보기
Port of Long Beach, and Starcrest Consulting Group, LLC 2010 Port of Long Beach Air Emissions Inventory 2009
J. Geophys. Res.-Atmos. Schell 106 D22 28275 2001 10.1029/2001JD000384 Modeling the formation of secondary organic aerosol within a comprehensive air quality model system

상세보기
Sotiropoulou 1043 2017 10.1007/978-3-319-35095-0_149 Perspectives on Atmospheric Sciences Impact of shipping emissions on European air quality
Starcrest Consulting Group 2013 Port of Los Angeles Inventory of Air Emissions 2012
J. Geophys. Res.-Atmos. Stockwell 95 D10 16343 1990 10.1029/JD095iD10p16343 The second generation regional acid deposition model chemical mechanism for regional air quality modeling

상세보기
Sci. Total Environ. Tao 574 1559 2017 10.1016/j.scitotenv.2016.08.175 Source apportionment of PM2.5 at urban and suburban areas of the Pearl River Delta region, south China - with emphasis on ship emissions

상세보기
J. Geophys. Res.-Atmos. Tie 108 D20 2003 10.1029/2003JD003659 Effect of clouds on photolysis and oxidants in the troposphere

상세보기
US EPA 2007 Guidance on the Use of Models and Other Analyses for Demonstrating Attainment of Air Quality Goals for Ozone, PM2.5, and Regional Haze
Atmos. Environ. Vutukuru 42 16 3751 2008 10.1016/j.atmosenv.2007.12.073 Modeling the effects of ship emissions on coastal air quality: a case study of southern California

상세보기
Environ. Monit. Assess. Wang 187 3 2015 10.1007/s10661-015-4288-x Source apportionment and seasonal variation of PM2.5 carbonaceous aerosol in the Beijing-Tianjin-Hebei Region of China

상세보기
Atmos. Pollut. Res. Wang 7 4 711 2016 10.1016/j.apr.2016.03.006 Characteristics and source apportionment of VOCs in the suburban area of Beijing, China

상세보기
Chemosphere Watson 49 1093 2002 10.1016/S0045-6535(02)00243-6 Receptor modeling application framework for particle source apportionment

상세보기
Atmos. Environ. Wesely 23 6 1293 1989 10.1016/0004-6981(89)90153-4 Parameterization of surface resistances to gaseous dry deposition in regional-scale numerical-models

상세보기
Atmos. Environ. Winther 91 1 2014 10.1016/j.atmosenv.2014.03.006 Emission inventories for ships in the arctic based on satellite sampled AIS data

상세보기
World Shipping Council
Atmos. Chem. Phys. Xie 16 10 6071 2016 10.5194/acp-16-6071-2016 Modeling of the anthropogenic heat flux and its effect on regional meteorology and air quality over the Yangtze River Delta region, China

상세보기
Atmos. Chem. Phys. Xie 16 23 15011 2016 10.5194/acp-16-15011-2016 Changes in regional meteorology induced by anthropogenic heat and their impacts on air quality in South China

상세보기
China Environ. Sci. Xing 36 3 953 2016 AIS data-based estimation of emissions from sea-going ships in Bohai Sea areas
Sci. Total Environ. Yau 431 5 299 2012 10.1016/j.scitotenv.2012.03.092 Estimation of exhaust emission from ocean-going vessels in Hong Kong

상세보기
Atmos. Res. Yau 124 61 2013 10.1016/j.atmosres.2012.12.009 Contribution of ship emissions to the fine particulate in the community near an international port in Hong Kong

상세보기
Atmos. Environ. Yu 89 169 2014 10.1016/j.atmosenv.2014.01.034 Sensitivity of predicted pollutant levels to anthropogenic heat emissions in Beijing

상세보기
Environ. Sci. Zhang 31 4 886 2010 Development of non-road mobile source emission inventory for the Pearl River Delta region
Sci. Total Environ. Zhang 497 570 2014 10.1016/j.scitotenv.2014.08.016 Identification and quantification of shipping emissions in Bohai Rim, China

상세보기
Sci. Total Environ. Zhang 581 186 2017 10.1016/j.scitotenv.2016.12.098 Shipping emissions and their impacts on air quality in China

상세보기

표제어: PCR

동의어: Packet Collision Rate

용어 설명 출처 목록 (6)

용어 설명: PCR은 세균 특이성이 있는 primer를 이용하여 적은 수의 세균이 있을지라도 쉽게 검출할 수 있는 유용한 방법이며, 이를 이용하여 구강 내 치면세균막이나 타액에서 직접 세균을 검출할 수 있게 되었다[8].

내보내기 구분	파일저장 인쇄 메일전송
구성항목	기본정보 상세정보 관리번호, 논문명, 저널/프로시딩명, 저자 , 발행년, 권, 호, 시작페이지, 끝페이지, 발행기관 관리번호, 논문명, 대등논문명, 저자 , 저널/프로시딩명, 발행기관, 발행년, 발행언어, 권, 호, 시작페이지, 끝페이지, ISBN, ISSN, 주제분야, 키워드, 초록(한글), 초록(영문), 저자(소속기관)
저장형식	Text(ASCII format) Excel format RefWorks Direct Export RIS format (for Reference Manager, ProCite, EndNote), Scholar's Aids, Mendeley
메일정보	받는사람 (필수) @ 보내는사람 (선택) @ 제목 내용 KISTI 검색결과 이메일 서비스
안내	총 건의 자료가 검색되었습니다. 다운받으실 자료의 인덱스를 입력하세요. (1-10,000) 검색결과의 순서대로 최대 10,000건 까지 다운로드가 가능합니다. 데이타가 많을 경우 속도가 느려질 수 있습니다.(최대 2~3분 소요) 다운로드 파일은 UTF-8 형태로 저장됩니다. 파일의 내용이 제대로 보이지 않을실 때는 웹브라우저 상단의 보기 -> 인코딩 -> 자동선택 여부를 확인하십시오. ~ Text(ASCII format) Excel format

연합인증

Contribution of ship emissions to the concentration of PM2.5: A comprehensive study using AIS data and WRF/Chem model in Bohai Rim Region, China

Abstract ▼ AI-Helper

주제어

참고문헌 (61)

이 논문을 인용한 문헌

관련 콘텐츠

원문 URL 링크

이 논문과 함께 이용한 콘텐츠

AI-Helper ※ AI-Helper는 오픈소스 모델을 사용합니다.

선택된 텍스트