Advanced search
Publication Cover
International Journal of Remote Sensing Volume 39, 2018 - Issue 10
Submit an article Journal homepage
97
Views
2
CrossRef citations to date
0
Altmetric
Articles

Correcting MODIS aerosol optical depth products using a ridge regression model

Renlong HangJiangsu Key Laboratory of Big Data Analysis Technology, School of Information and Control, Nanjing University of Information Science and Technology, Nanjing, ChinaCorrespondence[email protected]
View further author information
,
Qingshan LiuJiangsu Key Laboratory of Big Data Analysis Technology, School of Information and Control, Nanjing University of Information Science and Technology, Nanjing, ChinaView further author information
,
Guiyu XiaJiangsu Key Laboratory of Big Data Analysis Technology, School of Information and Control, Nanjing University of Information Science and Technology, Nanjing, ChinaView further author information
&
Huihui SongJiangsu Key Laboratory of Big Data Analysis Technology, School of Information and Control, Nanjing University of Information Science and Technology, Nanjing, ChinaView further author information
Pages 3275-3286 | Received 24 Mar 2017, Accepted 01 Feb 2018, Published online: 15 Feb 2018

References

  • Chu, D. A., Y. J. Kaufman, C. Ichoku, L. A. Remer, D. Tanr, and B. N. Holben. 2002. “Validation of MODIS Aerosol Optical Depth Retrieval over Land.” Geophysical Research Letters 29 (12): 8007. doi:10.1029/2001GL013205.
  • Dubovik, O., A. Smirnov, B. N. Holben, M. D. King, Y. J. Kaufman, T. F. Eck, and I. Slutsker. 2000. “Accuracy Assessments of Aerosol Optical Properties Retrieved from Aerosol Robotic Network (AERONET) Sun and Sky Radiance Measurements.” Journal of Geophysical Research Atmospheres 105 (D8): 9791–9806. doi:10.1029/2000JD900040.
  • Fan, X. R., M. Z. Kang, E. Heuvelink, P. De Reffye, and B. G. Hu. 2015. “A Knowledge-And-Data-Driven Modeling Approach for Simulating Plant Growth: A Case Study on Tomato Growth.” Ecological Modelling 312: 363–373. doi:10.1016/j.ecolmodel.2015.06.006.
  • Gao, L., J. Li, L. Chen, L. Zhang, and A. K. Heidinger. 2016. “Retrieval and Validation of Atmospheric Aerosol Optical Depth from AVHRR over China.” IEEE Transactions on Geoscience and Remote Sensing 54 (11): 6280–6291. doi:10.1109/TGRS.2016.2574756.
  • Hang, R., Q. Liu, H. Song, and Y. Sun. 2017. “Graph Regularized Nonlinear Ridge Regression for Remote Sensing Data Analysis.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 10(1): 277–285.
  • Holben, B. N., T. F. Eck, I. Slutsker, D. Tanr, J. P. Buis, A. Setzer, E. Vermote, J. A. Reagan, Y. J. Kaufman, and T. Nakajima. 1998. “AERONETA Federated Instrument Network and Data Archive for Aerosol Characterization.” Remote Sensing of Environment 66 (1): 1–16. doi:10.1016/S0034-4257(98)00031-5.
  • Huang, G., C. Huang, Z. Li, and H. Chen. 2015. “Development and Validation of a Robust Algorithm for Retrieving Aerosol Optical Depth over Land from MODIS Data.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8 (3): 1152–1166.
  • Kaufman, Y. J., D. Tanr, and O. Boucher. 2002. “A Satellite View of Aerosols in the Climate System.” Nature 419 (6903): 215–223. doi:10.1038/nature01091.
  • King, M. D., Y. J. Kaufman, W. Paul Menzel, and D. Tanr. 1992. “Remote Sensing of Cloud, Aerosol, and Water Vapor Properties from the Moderate Resolution Imaging Spectrometer (MODIS).” IEEE Transactions on Geoscience and Remote Sensing 30 (1): 2–27. doi:10.1109/36.124212.
  • Lary, D. J., L. A. Remer, D. Macneill, and B. Roscoe. 2009. “Machine Learning and Bias Correction of MODIS Aerosol Optical Depth.” IEEE Geoscience and Remote Sensing Letters 6 (4): 694–698. doi:10.1109/LGRS.2009.2023605.
  • Levy, R. C., S. Mattoo, L. A. Munchak, and L. A. Remer. 2013. “The Collection 6 MODIS Aerosol Products over Land and Ocean.” Atmospheric Measurement Techniques 6 (1): 2989–3034. doi:10.5194/amt-6-2989-2013.
  • Nguyen, T., N. Thanh, S. Mantovani, and P. Campalani. 2011. “Validation of Support Vector Regression in Deriving Aerosol Optical Thickness Maps at 1 Km2 Spatial Resolution from Satellite Observations.” IEEE International Symposium on Signal Processing and Information Technology, 143–153.
  • Petrenko, M., C. Ichoku, and G. Leptoukh. 2012. “Multi-Sensor Aerosol Products Sampling System (MAPSS).” Atmospheric Measurement Techniques 5 (5): 913–926. doi:10.5194/amt-5-913-2012.
  • Qu, H. B., and B. G. Hu. 2009. “Variational Learning for Generalized Associative Functional Networks in Modeling Dynamic Process of Plant Growth ¡Î ¡Î¡Î.” Ecological Informatics 4 (3): 163–176. doi:10.1016/j.ecoinf.2009.06.004.
  • Remer, L. A., Y. J. Kaufman, D. Tanr, S. Mattoo, D. A. Chu, J. V. Martins, R. R. Li, C. Ichoku, R. C. Levy, and R. G. Kleidman. 2005. “The MODIS Aerosol Algorithm, Products, and Validation.” Journal of the Atmospheric Sciences 62 (4): 947–973. doi:10.1175/JAS3385.1.
  • Ristovski, K., S. Vucetic, and Z. Obradovic. 2012. “Uncertainty Analysis of Neural-Network-Based Aerosol Retrieval.” IEEE Transactions on Geoscience and Remote Sensing 50 (2): 409–414. doi:10.1109/TGRS.2011.2166120.
  • Sun, Y., R. Hang, Q. Liu, F. Zhu, and H. Pei. 2016. “Graph-Regularized Low-Rank Representation for Aerosol Optical Depth Retrieval.” International Journal of Remote Sensing 37 (24): 5749–5762. doi:10.1080/01431161.2016.1249302.
  • Tikhonov, A. N. 1963. “Regularization of Incorrectly Posed Problems.” Sov Mathematical 4 (1): 1624–1627.
  • Vucetic, S., B. Han, M. Wen, and L. Zhanquing. 2008. “A Data-Mining Approach for the Validation of Aerosol Retrievals.” IEEE Geoscience and Remote Sensing Letters 5 (1): 113–117. doi:10.1109/LGRS.2007.912725.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.