Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang...

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Junwei Xu 1 Randall V. Martin 1,2 , Jhoon Kim 3 , Myungje Choi 3 , Qiang Zhang 4 , Guannan Geng 4 , Yang Liu 5 , Zongwei Ma 5,6 , Lei Huang 6 , Yuxuan Wang 4,7 Estimating Ground-level PM 2.5 in Eastern China Using Aerosol Optical Depth Determined from the GOCI Satellite Instrument 1 Dalhousie University, Halifax, Canada 2 Harvard Smithsonian Center for Astrophysics, Cambridge, USA 3 Yonsei University. Seoul, Korea 4 Tsinghua University, Beijing, China 5 Emory University, Atlanta, USA 6 Nanjing University, Nanjing, China 7 Texas A&M University, College Station, USA Fall AGU San Francisco 16 Dec 2014

Transcript of Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang...

Page 1: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Junwei Xu1

Randall V. Martin1,2, Jhoon Kim3, Myungje Choi3, Qiang Zhang4, Guannan Geng4, Yang Liu5, Zongwei Ma5,6, Lei Huang6, Yuxuan Wang4,7

Estimating Ground-level PM2.5 in Eastern China Using Aerosol Optical Depth Determined from

the GOCI Satellite Instrument

1Dalhousie University, Halifax, Canada

2Harvard Smithsonian Center for Astrophysics, Cambridge, USA 3Yonsei University. Seoul, Korea

4Tsinghua University, Beijing, China 5Emory University, Atlanta, USA

6Nanjing University, Nanjing, China 7Texas A&M University, College Station, USA

Fall AGUSan Francisco16 Dec 2014

Page 2: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

PM2.5: A complex mixture of extremely small particles and liquid droplets



Fine Particulate Matter (PM2.5) Affects Health and Longevity

WHO: 3.2 million premature DEATHS

per year worldwide

East Asia: 1 million

Lim, et al., The Lancet, 380 (9859) , pp. 2224-2260, 2012

Page 3: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Vast Regions Have Insufficient Measurements of Exposure

Assessment to PM2.5

Locations of Publicly-Available PM2.5 Monitoring Sites in China

http://113.108.142.147:20035/emcpublish/ van Donkelaar et al., EHP, 2010

Satellite-Derived PM2.5 in China

Satellite Remote Sensing

Chemical Transport Model

Satellite Remote Sensing Can Fill in These Gaps

Page 4: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Satellite-derived PM2.5: from Satellite Aerosol Optical Depth (AOD) and Modeled PM2.5/AOD

GEOS-ChemChemical Transport Model

GEOS-5 meteorological fields New Multi-resolution Emission

Inventory for China (MEIC) emission in 2010

New sulfate chemical formation mechanism (on aerosol surface at RH>60)

Model version v9-01-03Nested CH @ 0.5x0.666 deg horizontal resolution

(Geostationary Ocean Color Imager) Onboard Korean COMS

(Communication, Ocean, and Meteorological Satellite)

Geostationary observation satellite 6 visible bands + 2 near-IR bands Hourly coverage @ 500 m resolution

Aerosol Retrieval Algorithm Surface reflectance: clear-sky composite

method (30-day 2nd minimum reflectance) Cloud masking: spatial variability test &

threshold test We applied additional textural cloud filters

GOCI

Page 5: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Evaluating GOCI AOD by Comparing with Coincident AERONET Ground

Measurements

Evaluating Modeled PM2.5/AOD by Comparing with Coincident Ground Measurements

Time inconsistency:Model: 2012 May – 2013 AprilGround: 2013 Jan - Dec

Page 6: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Evaluation of GOCI-derived PM2.5

Page 7: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Annual Mean GOCI-derived PM2.5

Compared with Ground Measurements

In Situ PM2.5 is better represented by GOCI-derived PM2.5 (slope = 0.91) than by GEOS-Chem (slope =0.53)

Page 8: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Seasonal and Monthly GOCI-derived PM2.5 Compared with Ground Measurements

Page 9: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Monthly GOCI-derived PM2.5 and Chemical Speciation from GEOS-Chem over Eastern China

Model indicates:Massive OM emission comes from biomass burning and biofuel combustion for heating

Important PM2.5 components:OMSulfateDust (in

spring and fall)

Xing et al., ACP, 2013

Page 10: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

Summary

GOCI provides reliable hourly AOD over Northeast Asia

GOCI-derived PM2.5 corrects the bias in the modeled PM2.5

GOCI-derived PM2.5 over Eastern China is in significant

correlation with ground measurements

Page 11: Junwei Xu 1 Randall V. Martin 1,2, Jhoon Kim 3, Myungje Choi 3, Qiang Zhang 4, Guannan Geng 4, Yang Liu 5, Zongwei Ma 5,6, Lei Huang 6, Yuxuan Wang 4,7.

MODIS-derived PM2.5Compared with In situ Measurements