Title :
Sub-workflow parallel implementation of aerosol optical depth retrieval from MODIS data case on a Grid platform
Author :
Jia Liu ; Yong Xue ; Vassilev, Vassil ; Xingwei He
Author_Institution :
Key Lab. of Digital Earth Sci., Inst. of Remote Sensing & Digital Earth, Beijing, China
Abstract :
Aerosol Optical Depth (AOD) is an significant parameter of aerosol optical properties. Operational production of AOD datasets over long time series, large-scale coverage puts on a severe challenge to computing technologies due to both the complexity of retrieval algorithm and the huge data amounts. The Grid computing solution-Remote Sensing Service Node (RSSN) was constructed as a high-throughput platform for remote sensing applications. Taking the sub-workflow level characteristics of some remote sensing retrieval applications into consideration, a sub-workflow parallel implementation for the Synergetic Retrieval of Aerosol Properties (SRAP) algorithm from the Moderate Resolution Imaging Spectroradiometer (MODIS) sensor data was taken on the RSSN, and an initial experiment result proved that the subworkflow parallel could further reduce the runtime of data parallel solutions commonly used.
Keywords :
aerosols; atmospheric optics; atmospheric techniques; data analysis; geophysics computing; grid computing; parallel processing; remote sensing; AOD datasets; Grid computing; Grid platform; MODIS data; MODIS sensor data; Moderate Resolution Imaging Spectroradiometer; RSSN; Remote Sensing Service Node; SRAP algorithm; Synergetic Retrieval of Aerosol Properties; aerosol optical depth retrieval; aerosol optical properties; high throughput platform; remote sensing applications; subworkflow parallel implementation; time series; Adaptive optics; Aerosols; Grid computing; MODIS; Optical imaging; Remote sensing; Runtime; Aerosol Optical Depth; Grid computing; sub-workflow parallel;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
Conference_Location :
Quebec City, QC
DOI :
10.1109/IGARSS.2014.6947408