A hierarchical Bayesian approach for aerosol retrieval using MISR data

Journal of the American Statistical Association

Volumn 108, Issue 502, 2013, Pages 483-493

  Wang, Yueqing ^a   Jiang, Xin ^b,e   Yu, Bin ^c   Jiang, Ming ^d  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b PEKING UNIVERSITY   (China)

^c UNIVERSITY OF CALIFORNIA   (United States)

^d Beijing International Center for Mathematical Research   (China)

^e NetEase Youdao   (China)

Author keywords

Fine retrieval resolution; Hierarchical Bayesian model; MCMC; Remote sensing; Spatial dependence

Indexed keywords

EID: 84890101399     PISSN: 01621459     EISSN: 1537274X     Source Type: Journal    
DOI: 10.1080/01621459.2013.796834     Document Type: Article

References (28)

1. Bergametti, D., Dutot, A. L., Buat-Menard, P., Losno, R., and Remoudaki, E. (1989), "Seasonal Variability of the Elemental Composition of Atmospheric Aerosol Particles Over the Northwestern Mediterranean, " Tellus B, 41B, 353-361. [485].
2. Besag, J. (1974), "Spatial Interaction and the Statistical Analysis of Lattice Systems, " Journal of the Royal Statistical Society, Series B, 192-236. [486].
3. De Gouw, J. A., Middlebrook, A. M., Warneke, C., Ahmadov, R., Atlas, E. L., Bahreini, R., Blake, D. R., Brock, C. A., Brioude, J., Fahey, D. W., Fensenfeld, F. C., Holloway, J. S., Le Henaff, M., Lueb, R. A., Mckeen, S. A., Meagher, J. F., Murphy, D. M., Paris, C., Parrish, D. D., Perring, A. E., Pollack, I. B., Ravishankara, A. R., Robinson, A. L., Ryerson, T. B., Schwarz, J. P., Spackman, J. R., Srinivasan, A., and Watts, L. A. (2011), "Organic Aerosol Formation Downwind From the Deepwater Horizon Oil Spill, " Science, 331, 1295-1299. [483].
4. Diner, D., Abdou, W., Ackerman, T., Crean, K., Gordon, H., Kahn, R., Martonchik, J., McMuldroch, S., and Paradise, S. (2008), "Level 2 Aerosol Retrieval Algorithm Theoretical Basis, " JPL Technical Report D-11400. [485].
5. Diner, D. J., Abdou, W. A., Gordon, H. R., Kahn, R. A., Knyazikhin, Y., Martonchik, J. V., McDonald, D., McMuldroch, S., Myneni, R., West, R. A. (1999), "Level 2 Ancillary Products and Datasets Algorithm Theoretical Basis, " JPL Technical Report D-13402. [485,486,487].
6. Diner, D. J., Beckert, J. C., Reilly, T. H., Bruegge, C. J., Conel, J. E., Kahn, R. A., and Martonchik, J. V. (1998), "Multi-Angle Imaging Spectroradiometer (MISR)-Instrument Description and Experiment Overview, " IEEE Transactions on Geoscience and Remote Sensing, 36, 1072-1087. [484].
7. Diner, J. C., Beckert, D. J., Bothwell, G.W., and Rodriguez, J. I. (2002), "Performance of the MISR Instrument During Its First 20 Months in Earth Orbit, " IEEE Transactions on Geoscience and Remote Sensing, 40, 1449-1466. [484].
8. Gelman, A. (2006), "Prior Distributions for Variance Parameters in Hierarchical Models, " Bayesian Analysis, 1, 515-533. [486].
9. Gelman, A., Roberts, G. O., and Gilks, W. R. (1996), "Efficient Metropolis Jumping Rules, " Bayesian Statistics, 5, 599-607. [487].
10. Gelman, A., and Rubin, D. B. (1992), "Inference From Iterative Simulation Using Multiple Sequences, " Statistical Science, 7, 457-472. [487].
11. Geman, S., and Geman, D. (1984), "Stochastic Relaxation, Gibbs Distributions and the Bayesian Restoration of Images, " IEEE Transactions on Pattern Analysis and Machine Intelligence, 6, 721-741. [487].
12. Giles, D. M. (2011), The Aerosol Robotic Network, available at http://aeronet.gsfc.nasa.gov/. [483].
13. Holben, B. N., Eck, T. F., Slutsker, I., Tanré, D., Buis, J. P., Setzer, A., Vermote, E., Reagan, J. A., Kaufman, Y. J., Nakajima, T., Lavenu, F., Jankowiak, I., and Smirnov, A. (1998), "Aeronet-A Federated Instrument Network and Data Archive for Aerosol Characterization, " Remote Sensing of Environment, 66, 1-16. [483].
14. Jiang, X., Liu, Y., Yu, B., and Jiang, M. (2007), "Comparison of MISR Aerosol Optical Thickness With Aeronet Measurements in Beijing Metropolitan Area, " Remote Sensing of Environment, 107, 45-53. [489].
15. Kahn, R. A., Chen, Y., Nelson, D. L., Leung, F.-Y., Li, Q., Diner, D. J., and Logan, J. A. (2008), "Wild Smoke InjectionHeights: Two Perspectives From Space, " Geophysical Research Letters, 35, L04809. [484].
16. Koven, C. D., and Fung, I. (2008), "Identifying Global Dust Source Areas Using High-Resolution Land Surface Form, " Journal of Geophysical Research Atmospheres, 113, D22204. [484].
17. 2.5 and Aerosol Optical Depth in Delhi Metropolitan, " Atmospheric Environment, 41, 4492-4503. [484].
18. Liou, K.-N. (2002), An Introduction to Atmospheric Radiation (International Geophysics Series Vol. 84), San Diego, CA: Academic Press. [483].
19. Monleau, M., Bussy, C., Lestaevel, P., Houpert, P., Paquet, F., and Chazel, V. (2005), "Bioaccumulation and Behavioral Effects of Depleted Uranium in Rats Exposed to Repeated Inhalations, " Neuroscience Letters, 390, 31-36. [483].
20. Peterson, J. T., Flowers, E. C., Beni, G. J., Reynolds, C. L., and Rudisill, J. H. (1982), "Atmospheric Turbidity Over Central North Caroline, " Journal of Applied Meteorology, 20, 229-241. [484].
21. Pope, C. A., III, Burnett, R. T., Thun, M. J., Calle, E. E., Krewski, D., Ito, K., and Thurston, G. D. (2002), "Lung Cancer, Cardiopulmonary Mortality, and Long-Term Exposure to Fine Particulate Air Pollution, " Journal of the American Medical Association, 287, 1132-1141. [483].
22. Pöschl, U. (2005), "Atmospheric Aerosols: Composition, Transformation, Climate and Health Effects, " Atmospheric Chemistry, 44, 7520-7540. [483].
23. Rue, H., and Held, L. (2005), Gaussian Markov Random Fields: Theory and Applications, Boca Raton, FL: Chapman and Hall/CRC Press. [486].
24. Shaw, G. E. (1982), "Atmospheric Turbidity in the Polar Regions, " Journal of Applied Meteorology, 21, 1080-1088. [484].
25. Solmon, F., Giorgi, F., and Liousse, C. (2006), "AerosolModelling for Regional Climate Studies: Application to Anthropogenic Particles and Evaluation Over a European/African Domain, " Tellus, 58B, 51-72. [484].
26. Tatem, A. J., Goetz, S. J., and Hay, S. I. (2004), "Terra and Aqua: New Data for Epidemiology and Public Health, " International Journal of Applied Earth Observation and Geoinformation, 6, 33-46. [493].
27. Tinkle, S., Gant, M., Humble, M., Foley, G., Garcia, V., and Bond, A. (2007), Integrated Earth Observations: Application to Air Quality and Human Health, United States Environmental ProtectionAgencyResearch andDevelopment, available online at http://www.epa.gov/eos/pdf/ieo-workshop.pdf. [493].
28. Winchester, J.W., and Nifong, G. D. (1971), "Water Pollution in LakeMichigan by Trace Elements From Pollution Aerosol Fallout, " Water, Air, and Soil Pollution, 1, 50-64. [485].