Aerosol retrievals over bright urban surfaces using Landsat 8 images

Muhammad Bilal, Zhongfeng Qiu

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

13 Scopus citations

Abstract

Aerosols, suspended particles in the atmosphere, play an important role in the formation of cloud nuclei, climate change, poor air quality and degradation of atmospheric visibility, and public health and diseases. For a full understanding of aerosols effects on urban air quality and public health, retrieval of aerosol optical properties such as aerosol optical depth (AOD) over bright urban surfaces is required. In this study, Landsat 8 Operational Land Imager (OLI) cloud-free images at 30 m spatial resolution were obtained from 2013 to 2017 for the blue (483 nm), green (560 nm) and red (660 nm) channels to retrieve AOD using the Simplified Aerosol Retrieval Algorithm (SARA). The Minimum Reflectance Technique (MRT) was applied on the composite of Landsat surface reflectance images to estimate surface reflectance for AOD retrievals. Validation of the high-resolution AOD retrievals was conducted against two AERONET (AErosol RObotic NETwork) sites located at bright urban surfaces of Beijing. The quality and error of the AOD retrievals were reported using the Expected Error (EE = ± (0.05 + 20%)), root mean square error (RMSE), and relative percent mean error (RPME). Results showed that the Landsat 8 AOD retrievals were well-correlated R = 0.98) with the AERONET AOD measurements for each channel with 75% of the retrievals were within the EE, RMSE of 0.11 and RPME of 7%. These results suggest that the SARA algorithm is robust and useful to retrieve high-resolution AOD observations and Landsat 8 can be used for aerosols monitoring over bright urban surfaces of Beijing, which is frequently affected by severe dust storms and haze pollution, to identify their effects on public health.

Original languageEnglish
Title of host publication2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages7560-7563
Number of pages4
ISBN (Electronic)9781538671504
DOIs
StatePublished - 31 Oct 2018
Externally publishedYes
Event38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Valencia, Spain
Duration: 22 Jul 201827 Jul 2018

Publication series

NameInternational Geoscience and Remote Sensing Symposium (IGARSS)
Volume2018-July

Conference

Conference38th Annual IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018
Country/TerritorySpain
CityValencia
Period22/07/1827/07/18

Bibliographical note

Publisher Copyright:
© 2018 IEEE

Keywords

  • AERONET
  • AOD
  • Beijing
  • Landsat 8
  • SARA

ASJC Scopus subject areas

  • Computer Science Applications
  • General Earth and Planetary Sciences

Fingerprint

Dive into the research topics of 'Aerosol retrievals over bright urban surfaces using Landsat 8 images'. Together they form a unique fingerprint.

Cite this