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Articles

An efficient geosciences workflow on multi-core processors and GPUs: a case study for aerosol optical depth retrieval from MODIS satellite data

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Pages 748-765 | Received 30 Jul 2015, Accepted 06 Dec 2015, Published online: 25 Feb 2016

References

  • Abouali, Mohammad, Joris Timmermans, Jose E. Castillo, and Bob Z. Su. 2013. “A High Performance GPU Implementation of Surface Energy Balance System (SEBS) Based on CUDA-C.” Environmental Modelling & Software 41: 134–138. doi: 10.1016/j.envsoft.2012.12.005
  • Bernabe, Sergio, Sebastián López, Antonio Plaza, and Roberto Sarmiento. 2013. “GPU Implementation of An Automatic Target Detection and Classification Algorithm for Hyperspectral Image Analysis.” Ieee Geoscience And Remote Sensing Letters 10 (2): 221–225. doi: 10.1109/LGRS.2012.2198790
  • Christophe, Emmanuel, Julien Michel, and Jordi Inglada. 2011. “Remote Sensing Processing: From Multicore to GPU.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 4 (3): 643–652. doi: 10.1109/JSTARS.2010.2102340
  • Fang, Liuyang, Mi Wang, Deren Li, and Jun Pan. 2014. “CPU/GPU Near Real-Time Preprocessing for ZY-3 Satellite Images: Relative Radiometric Correction, MTF Compensation, and Geocorrection.” ISPRS Journal of Photogrammetry and Remote Sensing 87: 229–240. doi: 10.1016/j.isprsjprs.2013.11.010
  • Fu, Bitao, Cheng Wang, and Qiuwen Zhang. 2005. “Parallel Algorithm of Geometrical Correction for MODIS Data Based on Triangulation Network.” Paper presented at the 2005 IEEE International Geoscience and Remote Sensing Symposium, Seoul, Korea, 25–29 July 2005.
  • "GDAL - Geospatial Data Abstraction Library." http://www.gdal.org/.
  • Gonzalez, Carlos, Sergio Sánchez, Abel Paz, Javier Resano, Daniel Mozos, and Antonio Plaza. 2013. “Use of FPGA or GPU-based Architectures for Remotely Sensed Hyperspectral Image Processing.” Integration, the VLSI Journal 46 (2): 89–103. doi: 10.1016/j.vlsi.2012.04.002
  • Goodchild, Michael F, Huadong Guo, Alessandro Annoni, Ling Bian, Kees de Bie, Frederick Campbell, Max Craglia, Manfred Ehlers, John van Genderen, and Davina Jackson. 2012. “Next-generation Digital Earth.” Proceedings of the National Academy of Sciences 109 (28): 11088–11094. doi: 10.1073/pnas.1202383109
  • GU, Ling-jia, Rui-zhi Ren, and Hao-feng Wang. 2010. “MODIS Imagery Geometric Precision Correction Based on Longitude and Latitude Information.” The Journal of China Universities of Posts and Telecommunications 17: 73–78. doi: 10.1016/S1005-8885(09)60603-8
  • Guo, Huadong. 2015. “Big Data for Scientific Research and Discovery.” International Journal of Digital Earth 8 (1): 1–2. doi: 10.1080/17538947.2015.1015942
  • Guo, Wei, JianYa Gong, WanShou Jiang, Yi Liu, and Bing She. 2010. “OpenRS-Cloud: A Remote Sensing Image Processing Platform Based on Cloud Computing Environment.” Science China Technological Sciences 53 (1): 221–30. doi: 10.1007/s11431-010-3234-y
  • "HDF (4) TOOLS." http://www.hdfgroup.org/products/hdf4_tools/
  • IPCC. 2013. “Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change.” In edited by T. F. Stocker, D. Qin, G.-K. Plattner, M. Tignor, S. K. Allen, J. Boschung, A. Nauels, Y. Xia, V. Bex, and P. M. Midgley. Cambridge: Cambridge University Press.
  • Kim, Ick-Hoi, and Ming-Hsiang Tsou. 2013. “Enabling Digital Earth Simulation Models Using Cloud Computing or Grid Computing–Two Approaches Supporting High-performance GIS Simulation Frameworks.” International Journal of Digital Earth 6 (4): 383–403. doi: 10.1080/17538947.2013.783125
  • Lee, Craig A., Samuel D. Gasster, Antonio Plaza, Chein-I Chang, and Bormin Huang. 2011. “Recent Developments in High Performance Computing for Remote Sensing: A Review.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 4 (3): 508–527. doi: 10.1109/JSTARS.2011.2162643
  • Levy, R. C., S. Mattoo, L. A. Munchak, L. A. Remer, A. M. Sayer, F. Patadia, and N. C. Hsu. 2013. “The Collection 6 MODIS Aerosol Products Over Land and Ocean.” Atmospheric Measurement Techniques 6 (11): 2989–3034. doi: 10.5194/amt-6-2989-2013
  • "Level 1 and Atmosphere Archive and Distribution System (LAADS Web)." http://ladsweb.nascom.nasa.gov/.
  • Liu, Jia, Dustin Feld, Yong Xue, Jochen Garcke, and Thomas Soddemann. 2015. “Multi-core Processors and Graphics Processing Unit Accelerators for Parallel Retrieval of Aerosol Optical Depth from Satellite Data: Implementation, Performance and Energy Efficiency.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8 (5): 2306–2317. doi: 10.1109/JSTARS.2015.2438893
  • Lohmann, Ulrike, and Johann Feichter. 2005. “Global Indirect Aerosol Effects: A Review.” Atmospheric Chemistry and Physics 5 (3): 715–737. doi: 10.5194/acp-5-715-2005
  • Luo, Yuxiang, Xiaobo Zheng, Tianliang Zhao, and Juan Chen. 2014. “A Climatology of Aerosol Optical Depth Over China from Recent 10 Years of MODIS Remote Sensing Data.” International Journal of Climatology 34 (3): 863–870. doi: 10.1002/joc.3728
  • Nickolls, John, and William J. Dally. 2010. “The GPU Computing Era.” IEEE Micro 30 (2): 56–69. doi: 10.1109/MM.2010.41
  • Parker, J. Anthony, Robert V. Kenyon, and D. Troxel. 1983. “Comparison of Interpolating Methods for Image Resampling.” IEEE Transactions on Medical Imaging 2 (1): 31–39. doi: 10.1109/TMI.1983.4307610
  • Paz, Abel, and Antonio Plaza. 2010. “Clusters Versus GPUs for Parallel Target and Anomaly Detection in Hyperspectral Images.” EURASIP Journal on Advances in Signal Processing 2010.
  • Plaza, Antonio, Qian Du, Yang-Lang Chang, and Roger L. King. 2011. “High Performance Computing for Hyperspectral Remote Sensing.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 4 (3): 528–544. doi: 10.1109/JSTARS.2010.2095495
  • "PROJ.4 - Cartographic Projections Library." http://trac.osgeo.org/proj/.
  • Remer, Lorraine A., Richard G. Kleidman, Robert C. Levy, Yoram J. Kaufman, Didier Tanré, Shana Mattoo, J. Vanderlei Martins, et al. 2008. “Global Aerosol Climatology from the MODIS Satellite Sensors.” Journal of Geophysical Research: Atmospheres 113 (D14S07): 1–18.
  • Savtchenko, A., D. Ouzounov, S. Ahmad, J. Acker, G. Leptoukh, J. Koziana, and D. Nickless. 2004. “Terra and Aqua MODIS Products Available from NASA GES DAAC.” Advances in Space Research 34 (4): 710–4. doi: 10.1016/j.asr.2004.03.012
  • Su, Xiang, Jiaji Wu, Bormin Huang, and Zhensen Wu. 2013. “GPU-Accelerated Computation for Electromagnetic Scattering of a Double-Layer Vegetation Model.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 6 (4): 1799–1806. doi: 10.1109/JSTARS.2012.2219508
  • Wolfe, Robert E., David P. Roy, and Eric Vermote. 1998. “MODIS Land Data Storage, Gridding, and Compositing Methodology: Level 2 Grid.” IEEE Transactions on Geoscience and Remote Sensing 36 (4): 1324–1338. doi: 10.1109/36.701082
  • Xu, Wen. 2012. “The Application of China's Land Observation Satellites within the Framework of Digital Earth and Its Key Technologies.” International Journal of Digital Earth 5 (3): 189–201. doi: 10.1080/17538947.2011.647774
  • Xue, Yong, Jianwen Ai, Wei Wan, Huadong Guo, Yingjie Li, Ying Wang, Jie Guang, Linlu Mei, and Hui Xu. 2011. “Grid-enabled High-performance Quantitative Aerosol Retrieval from Remotely Sensed Data.” Computers & Geosciences 37 (2): 202–206. doi: 10.1016/j.cageo.2010.07.004
  • Xue, Yong, and A. P. Cracknell. 1995. “Operational Bi-angle Approach to Retrieve the Earth Surface Albedo from AVHRR Data in the Visible Band.” International Journal of Remote Sensing 16 (3): 417–429. doi: 10.1080/01431169508954410
  • Xue, Yong, Xingwei He, Hui Xu, Jie Guang, Jianping Guo, and Linlu Mei. 2014. “China Collection 2.0: The Aerosol Optical Depth Dataset from the Synergetic Retrieval of Aerosol Properties Algorithm.” Atmospheric Environment 95: 45–58. doi: 10.1016/j.atmosenv.2014.06.019
  • Xue, Yong, Dominic Palmer-Brown, and Huadong Guo. 2011. “The Use of High-performance and High-throughput Computing for the Fertilization of Digital Earth and Global Change Studies.” International Journal of Digital Earth 4 (3): 185–210. doi: 10.1080/17538947.2010.535569
  • Yang, Chaowei, Yan Xu, and Douglas Nebert. 2013. “Redefining the Possibility of Digital Earth and Geosciences with Spatial Cloud Computing.” International Journal of Digital Earth 6 (4): 297–312. doi: 10.1080/17538947.2013.769783