Global trends of aerosol optical thickness using the ensemble empirical mode decomposition method. (8th February 2016)
- Record Type:
- Journal Article
- Title:
- Global trends of aerosol optical thickness using the ensemble empirical mode decomposition method. (8th February 2016)
- Main Title:
- Global trends of aerosol optical thickness using the ensemble empirical mode decomposition method
- Authors:
- Zhang, Zhao Yang
Wong, Man Sing
Nichol, Janet - Abstract:
- ABSTRACT: Aerosol trends and rates of change were analysed between 2003 and 2013, over both land and ocean, using MODerate resolution Imaging Spectroradiometer (MODIS) monthly aerosol optical thickness (AOT) products (MYD08). Unlike previous research, the ensemble empirical mode decomposition (EEMD) was implemented in this study. Results show that sustained positive or negative trends are globally observed in most areas during the study period. However, increasing rates were decelerated and even became downward trends over western North America, central South America, East China Sea and southeastern China. Comparing EEMD results with linear regression, it is evident that the increasing and decreasing rates from the EEMD method are much stronger. Zonally averaged trends clearly indicate an opposite trend between the southern and northern hemispheres. In addition, this study demonstrates that linear regression may not fit trends statistically in some areas, such as central South America and part of the Indian Ocean. Around 32.74% (12 816) of pixels exhibit low correlation ( r 2 = 0.5) between linear and nonlinear trends from EEMD. Approximately 12.46% (4877), 6.56% (2567) and 1.85% (724) of pixels experience significant variations against the F ‐test, autoregressive process of the first‐order for EEMD and linear regression, respectively. The rates of change observed in this study can be used in analysing the long‐term effects of aerosols on climate change and earth's radiativeABSTRACT: Aerosol trends and rates of change were analysed between 2003 and 2013, over both land and ocean, using MODerate resolution Imaging Spectroradiometer (MODIS) monthly aerosol optical thickness (AOT) products (MYD08). Unlike previous research, the ensemble empirical mode decomposition (EEMD) was implemented in this study. Results show that sustained positive or negative trends are globally observed in most areas during the study period. However, increasing rates were decelerated and even became downward trends over western North America, central South America, East China Sea and southeastern China. Comparing EEMD results with linear regression, it is evident that the increasing and decreasing rates from the EEMD method are much stronger. Zonally averaged trends clearly indicate an opposite trend between the southern and northern hemispheres. In addition, this study demonstrates that linear regression may not fit trends statistically in some areas, such as central South America and part of the Indian Ocean. Around 32.74% (12 816) of pixels exhibit low correlation ( r 2 = 0.5) between linear and nonlinear trends from EEMD. Approximately 12.46% (4877), 6.56% (2567) and 1.85% (724) of pixels experience significant variations against the F ‐test, autoregressive process of the first‐order for EEMD and linear regression, respectively. The rates of change observed in this study can be used in analysing the long‐term effects of aerosols on climate change and earth's radiative budget. … (more)
- Is Part Of:
- International journal of climatology. Volume 36:Number 13(2016)
- Journal:
- International journal of climatology
- Issue:
- Volume 36:Number 13(2016)
- Issue Display:
- Volume 36, Issue 13 (2016)
- Year:
- 2016
- Volume:
- 36
- Issue:
- 13
- Issue Sort Value:
- 2016-0036-0013-0000
- Page Start:
- 4358
- Page End:
- 4372
- Publication Date:
- 2016-02-08
- Subjects:
- aerosol -- aerosol optical thickness -- climatology -- ensemble empirical mode decomposition -- MODIS
Climatology -- Periodicals
Climat -- Périodiques
Climatologie -- Périodiques
551.605 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
- DOI:
- 10.1002/joc.4637 ↗
- Languages:
- English
- ISSNs:
- 0899-8418
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4542.168000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 2572.xml