Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study
MODIS (MOderate-resolution Imaging Spectroradiometer) retrievals of aerosol optical depth (AOD) are biased over urban areas, primarily because the reflectance characteristics of urban surfaces are different than that assumed by the retrieval algorithm. Specifically, the operational "dark-target...
Published in: | Atmospheric Measurement Techniques |
---|---|
Main Authors: | , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Copernicus Publications
2015
|
Subjects: | |
Online Access: | https://doi.org/10.5194/amt-8-5237-2015 https://doaj.org/article/f5cba7369e4f487bb0238567c4e89378 |
_version_ | 1821575114999726080 |
---|---|
author | E. Jäkel B. Mey R. Levy X. Gu T. Yu Z. Li D. Althausen B. Heese M. Wendisch |
author_facet | E. Jäkel B. Mey R. Levy X. Gu T. Yu Z. Li D. Althausen B. Heese M. Wendisch |
author_sort | E. Jäkel |
collection | Directory of Open Access Journals: DOAJ Articles |
container_issue | 12 |
container_start_page | 5237 |
container_title | Atmospheric Measurement Techniques |
container_volume | 8 |
description | MODIS (MOderate-resolution Imaging Spectroradiometer) retrievals of aerosol optical depth (AOD) are biased over urban areas, primarily because the reflectance characteristics of urban surfaces are different than that assumed by the retrieval algorithm. Specifically, the operational "dark-target" retrieval is tuned towards vegetated (dark) surfaces and assumes a spectral relationship to estimate the surface reflectance in blue and red wavelengths. From airborne measurements of surface reflectance over the city of Zhongshan, China, were collected that could replace the assumptions within the MODIS retrieval algorithm. The subsequent impact was tested upon two versions of the operational algorithm, Collections 5 and 6 (C5 and C6). AOD retrieval results of the operational and modified algorithms were compared for a specific case study over Zhongshan to show minor differences between them all. However, the Zhongshan-based spectral surface relationship was applied to a much larger urban sample, specifically to the MODIS data taken over Beijing between 2010 and 2014. These results were compared directly to ground-based AERONET (AErosol RObotic NETwork) measurements of AOD. A significant reduction of the differences between the AOD retrieved by the modified algorithms and AERONET was found, whereby the mean difference decreased from 0.27±0.14 for the operational C5 and 0.19±0.12 for the operational C6 to 0.10±0.15 and -0.02±0.17 by using the modified C5 and C6 retrievals. Since the modified algorithms assume a higher contribution by the surface to the total measured reflectance from MODIS, consequently the overestimation of AOD by the operational methods is reduced. Furthermore, the sensitivity of the MODIS AOD retrieval with respect to different surface types was investigated. Radiative transfer simulations were performed to model reflectances at top of atmosphere for predefined aerosol properties. The reflectance data were used as input for the retrieval methods. It was shown that the operational MODIS AOD retrieval ... |
format | Article in Journal/Newspaper |
genre | Aerosol Robotic Network |
genre_facet | Aerosol Robotic Network |
geographic | Zhongshan |
geographic_facet | Zhongshan |
id | ftdoajarticles:oai:doaj.org/article:f5cba7369e4f487bb0238567c4e89378 |
institution | Open Polar |
language | English |
long_lat | ENVELOPE(76.371,76.371,-69.373,-69.373) |
op_collection_id | ftdoajarticles |
op_container_end_page | 5249 |
op_doi | https://doi.org/10.5194/amt-8-5237-2015 |
op_relation | http://www.atmos-meas-tech.net/8/5237/2015/amt-8-5237-2015.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 1867-1381 1867-8548 doi:10.5194/amt-8-5237-2015 https://doaj.org/article/f5cba7369e4f487bb0238567c4e89378 |
op_source | Atmospheric Measurement Techniques, Vol 8, Iss 12, Pp 5237-5249 (2015) |
publishDate | 2015 |
publisher | Copernicus Publications |
record_format | openpolar |
spelling | ftdoajarticles:oai:doaj.org/article:f5cba7369e4f487bb0238567c4e89378 2025-01-16T18:38:48+00:00 Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study E. Jäkel B. Mey R. Levy X. Gu T. Yu Z. Li D. Althausen B. Heese M. Wendisch 2015-12-01T00:00:00Z https://doi.org/10.5194/amt-8-5237-2015 https://doaj.org/article/f5cba7369e4f487bb0238567c4e89378 EN eng Copernicus Publications http://www.atmos-meas-tech.net/8/5237/2015/amt-8-5237-2015.pdf https://doaj.org/toc/1867-1381 https://doaj.org/toc/1867-8548 1867-1381 1867-8548 doi:10.5194/amt-8-5237-2015 https://doaj.org/article/f5cba7369e4f487bb0238567c4e89378 Atmospheric Measurement Techniques, Vol 8, Iss 12, Pp 5237-5249 (2015) Environmental engineering TA170-171 Earthwork. Foundations TA715-787 article 2015 ftdoajarticles https://doi.org/10.5194/amt-8-5237-2015 2022-12-31T04:28:13Z MODIS (MOderate-resolution Imaging Spectroradiometer) retrievals of aerosol optical depth (AOD) are biased over urban areas, primarily because the reflectance characteristics of urban surfaces are different than that assumed by the retrieval algorithm. Specifically, the operational "dark-target" retrieval is tuned towards vegetated (dark) surfaces and assumes a spectral relationship to estimate the surface reflectance in blue and red wavelengths. From airborne measurements of surface reflectance over the city of Zhongshan, China, were collected that could replace the assumptions within the MODIS retrieval algorithm. The subsequent impact was tested upon two versions of the operational algorithm, Collections 5 and 6 (C5 and C6). AOD retrieval results of the operational and modified algorithms were compared for a specific case study over Zhongshan to show minor differences between them all. However, the Zhongshan-based spectral surface relationship was applied to a much larger urban sample, specifically to the MODIS data taken over Beijing between 2010 and 2014. These results were compared directly to ground-based AERONET (AErosol RObotic NETwork) measurements of AOD. A significant reduction of the differences between the AOD retrieved by the modified algorithms and AERONET was found, whereby the mean difference decreased from 0.27±0.14 for the operational C5 and 0.19±0.12 for the operational C6 to 0.10±0.15 and -0.02±0.17 by using the modified C5 and C6 retrievals. Since the modified algorithms assume a higher contribution by the surface to the total measured reflectance from MODIS, consequently the overestimation of AOD by the operational methods is reduced. Furthermore, the sensitivity of the MODIS AOD retrieval with respect to different surface types was investigated. Radiative transfer simulations were performed to model reflectances at top of atmosphere for predefined aerosol properties. The reflectance data were used as input for the retrieval methods. It was shown that the operational MODIS AOD retrieval ... Article in Journal/Newspaper Aerosol Robotic Network Directory of Open Access Journals: DOAJ Articles Zhongshan ENVELOPE(76.371,76.371,-69.373,-69.373) Atmospheric Measurement Techniques 8 12 5237 5249 |
spellingShingle | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 E. Jäkel B. Mey R. Levy X. Gu T. Yu Z. Li D. Althausen B. Heese M. Wendisch Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title | Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title_full | Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title_fullStr | Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title_full_unstemmed | Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title_short | Adaption of the MODIS aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
title_sort | adaption of the modis aerosol retrieval algorithm using airborne spectral surface reflectance measurements over urban areas: a case study |
topic | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
topic_facet | Environmental engineering TA170-171 Earthwork. Foundations TA715-787 |
url | https://doi.org/10.5194/amt-8-5237-2015 https://doaj.org/article/f5cba7369e4f487bb0238567c4e89378 |