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Articles

An object-based approach for verification of precipitation estimation

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Pages 513-529 | Received 04 Jul 2014, Accepted 27 Oct 2014, Published online: 19 Jan 2015

References

  • Adler, R. F., C. Kidd, G. Petty, M. Morissey, and H. M. Goodman. 2001. “Intercomparison of Global Precipitation Products: The Third Precipitation Intercomparison Project (PIP-3).” Bulletin of the American Meteorological Society 82: 1377–1396. doi:10.1175/1520-0477(2001)082<1377:IOGPPT>2.3.CO;2.
  • AghaKouchak, A., A. Behrangi, S. Sorooshian, K. Hsu, and E. Amitai. 2011. “Evaluation of Satellite-Retrieved Extreme Precipitation Rates across the Central United States.” Journal of Geophysical Research 116. doi:10.1029/2010JD014741.
  • AghaKouchak, A., and A. Mehran. 2013. “Extended Contingency Table: Performance Metrics for Satellite Observations and Climate Model Simulations.” Water Resources Research 49: 7144–7149. doi:10.1002/wrcr.20498.
  • AghaKouchak, A., A. Mehran, H. Norouzi, and A. Behrangi. 2012. “Systematic and Random Error Components in Satellite Precipitation Data Sets.” Geophysical Research Letters 39. doi:10.1029/2012GL051592.
  • AghaKouchak, A., N. Nasrollahi, J. Li, B. Imam, and S. Sorooshian. 2011. “Geometrical Characterization of Precipitation Patterns.” Journal of Hydrometeorology 12: 274–285. doi:10.1175/2010JHM1298.1.
  • Ahijevych, D., E. Gilleland, B. Brown, and E. Ebert. 2009. “Application of Spatial Verification Methods to Idealized and NWP Gridded Precipitation Forecasts.” Weather and Forecasting 24: 1485–1497. doi:10.1175/2009WAF2222298.1.
  • Arkin, P., and J. Turk. 2006. “Program to Evaluate High Resolution Precipitation Products (PEHRPP): A Contribution to GPM Planning.” In 6th GPM International Planning Workshop. Annapolis, MD: NASA. Preprints.
  • Arkin, P. A., and P. P. Xie. 1994. “The Global Precipitation Climatology Project: First Algorithm Intercomparison Project.” Bulletin of the American Meteorological Society 75: 401–419. doi:10.1175/1520-0477(1994)075<0401:TGPCPF>2.0.CO;2.
  • Baldwin, M. E., and J. S. Kain. 2006. “Sensitivity of Several Performance Measures to Displacement Error, Bias, and Event Frequency.” Weather and Forecasting 21: 636–648. doi:10.1175/WAF933.1.
  • Beucher, S., and C. Lantuejoul. 1979. “Use of Watersheds in Contour Detection.” Proceedings of International Workshop on Image Processing, Real-Time Edge and Motion Detection/Estimation, Rennes, September 17–21.
  • Casati, B., L. J. Wilson, D. B. Stephenson, P. Nurmi, A. Ghelli, M. Pocernich, U. Damrath, E. E. Ebert, B. G. Brown, and S. Mason. 2008. “Forecast Verification: Current Status and Future Directions.” Meteorological Applications 15: 3–18. doi:10.1002/met.52.
  • Colle, B. A., J. B. Olson, and J. S. Tongue. 2003. “Multiseason Verification of the MM5. Part II: Evaluation of High-Resolution Precipitation Forecasts over the Northeastern United States.” Weather and Forecasting 18: 458–480. doi:10.1175/1520-0434(2003)18<458:MVOTMP>2.0.CO;2.
  • Davis, C. A., B. Brown, and R. Bullock. 2006a. “Object-Based Verification of Precipitation Forecasts. Part I: Methodology and Application to Mesoscale Rain Areas.” Monthly Weather Review 134: 1772–1784. doi:10.1175/MWR3145.1.
  • Davis, C. A., B. Brown, and R. Bullock. 2006b. “Object-Based Verification of Precipitation Forecasts. Part II: Application to Convective Rain Systems.” Monthly Weather Review 134: 1785–1795. doi:10.1175/MWR3146.1.
  • Davis, C. A., B. G. Brown, R. Bullock, and J. Halley-Gotway. 2009. “The Method for Object-Based Diagnostic Evaluation (MODE) Applied to Numerical Forecasts from the 2005 NSSL/SPC Spring Program.” Weather and Forecasting 24: 1252–1267. doi:10.1175/2009WAF2222241.1.
  • Demaria, E. M. C., D. A. Rodriguez, E. E. Ebert, P. Salio, F. Su, and J. B. Valdes 2011. “Evaluation of Mesoscale Convective Systems in South America Using Multiple Satellite Products and an Object-Based Approach.” Journal of Geophysical Research 116. doi:10.1029/2010JD015157.
  • Ebert, E. E., U. Damrath, W. Wergen, and M. E. Baldwin. 2003. “The WGNE assessment of Short-term Quantitative Precipitation Forecasts.” Bulletin of the American Meteorological Society 84: 481–492. doi:10.1175/BAMS-84-4-481.
  • Ebert, E. E., and W. A. Gallus. 2009. “Toward Better Understanding of the Contiguous Rain Area (CRA) Method for Spatial Forecast Verification.” Weather and Forecasting 24: 1401–1415. doi:10.1175/2009WAF2222252.1.
  • Ebert, E. E., J. E. Janowiak, and C. Kidd. 2007. “Comparison of Near-Realtime Precipitation Estimates from Satellite Observations and Numerical Models.” Bulletin of the American Meteorological Society 88: 47–64. doi:10.1175/BAMS-88-1-47.
  • Ebert, E. E., and J. L. McBride. 2000. “Verification of Precipitation in Weather Systems: Determination of Systematic Errors.” Journal of Hydrology 239: 179–202. doi:10.1016/S0022-1694(00)00343-7.
  • Faurès, J.-M., D. C. Goodrich, D. A. Woolhiser, and S. Sorooshian. 1995. “Impact of Small-Scale Spatial Rainfall Variability on Runoff Modeling.” Journal of Hydrology 173: 309–326. doi:10.1016/0022-1694(95)02704-S.
  • Foufoula-Georgiou, E., and V. Vuruputur. 2001. “Patterns and Organization in Precipitation.” In Spatial Patterns in Catchment Hydrology: Observations and Modeling, edited by R. Grayson and G. Blöschl, 82–104. Cambridge: Cambridge University Press.
  • Gilleland, E., D. Ahijevych, B. G. Brown, B. Casati, and E. E. Ebert. 2009. “Intercomparison of Spatial Forecast Verification Methods.” Weather and Forecasting 24: 1416–1430. doi:10.1175/2009WAF2222269.1.
  • Gilleland, E., D. Ahijevych, B. G. Brown, and E. E. Ebert. 2010. “Verifying Forecasts Spatially.” Bulletin of the American Meteorological Society 91: 1365–1373. doi:10.1175/2010BAMS2819.1.
  • Goodrich, D., J. Faures, D. Woolhiser, L. Lane, and S. Sorooshian. 1995. “Measurement and Analysis of Small-Scale Convective Storm Rainfall Variability.” Journal of Hydrology 173: 283–308. doi:10.1016/0022-1694(95)02703-R.
  • Hsu, K., X. Gao, S. Sorooshian, and H. V. Gupta. 1997. “Precipitation Estimation from Remotely Sensed Information Using Artificial Neural Networks.” Journal of Applied Meteorology 36: 1176–1190. doi:10.1175/1520-0450(1997)036<1176:PEFRSI>2.0.CO;2.
  • Lack, S., G. L. Limpert, and N. I. Fox. 2010. “An Object-Oriented Multiscale Verification Scheme.” Weather and Forecasting 25: 79–92. doi:10.1175/2009WAF2222245.1.
  • Lakshmanan, V., K. Hondl, and R. Rabin. 2009. “An Efficient, General-Purpose Technique for Identifying Storm Cells in Geospatial Images.” Journal of Atmospheric and Oceanic Technology 26: 523–537. doi:10.1175/2008JTECHA1153.1.
  • Lin, Y., and K. E. Mitchell. 2005. “The NCEP Stage II/IV Hourly Precipitation Analyses: Development and Applications.” In 19th Conference on Hydrology. San Diego, CA: American Meteor Society 1.2. Preprints.
  • Marzban, C., and S. Sandgathe. 2006. “Cluster Analysis for Verification of Precipitation Fields.” Weather and Forecasting 21: 824–838. doi:10.1175/WAF948.1.
  • Marzban, C., and S. Sandgathe. 2008. “Cluster Analysis for Object-Oriented Verification of Fields: A Variation.” Monthly Weather Review 136: 1013–1025. doi:10.1175/2007MWR1994.1.
  • Mass, C. F., D. Ovens, K. Westrick, and B. A. Colle. 2002. “Does Increasing Horizontal Resolution Produce More Skillful Forecasts?” Bulletin of the American Meteorological Society 83: 407–430. doi:10.1175/1520-0477(2002)083<0407:DIHRPM>2.3.CO;2.
  • McBride, J. L., and E. E. Ebert. 2000. “Verification of Quantitative Precipitation Forecasts from Operational Numerical Weather Prediction Models over Australia.” Weather and Forecasting 15: 103–121. doi:10.1175/1520-0434(2000)015<0103:VOQPFF>2.0.CO;2.
  • Mehran, A., and A. AghaKouchak. 2014. “Capabilities of Satellite Precipitation datasets to Estimate Heavy Precipitation Rates at Different Temporal Accumulations.” Hydrological Processes 28: 2262–2270. doi:10.1002/hyp.9779.
  • Meyer, F. 1994. “Topographic Distance and Watershed Lines.” Signal Processing 38: 113–125. doi:10.1016/0165-1684(94)90060-4.
  • Meyer, F., and S. Beucher. 1990. “Morphological Segmentation.” Journal of Visual Communication and Image representation 1: 21–46. doi:10.1016/1047-3203(90)90014-M.
  • Micheas, A. C., N. I. Fox, S. A. Lack, and C. K. Wikle. 2007. “Cell Identification and Verification of QPF Ensembles Using Shape Analysis Techniques.” Journal of Hydrology 343: 105–116. doi:10.1016/j.jhydrol.2007.05.036.
  • Olson, D. A., N. W. Junker, and B. Korty. 1995. “Evaluation of 33 Years of Quantitative Precipitation Forecasting at the NMC.” Weather and Forecasting 10: 498–511. doi:10.1175/1520-0434(1995)010<0498:EOYOQP>2.0.CO;2.
  • Roerdink, J. B. T. M., and A. Meijster. 2000. “The Watershed Transform: Definitions, Algorithms and Parallelization Strategies.” Fundamenta Informaticae 41: 187–228.
  • Sapiano, M. R. P., and P. A. Arkin. 2009. “An Intercomparison and Validation of High-Resolution Satellite Precipitation Estimates with 3-Hourly Gauge Data.” Journal of Hydrometeorology 10: 149–166. doi:10.1175/2008JHM1052.1.
  • Skok, G., J. Tribbia, J. Rakovec, and B. Brown. 2009. “Object-Based Analysis of Satellite-Derived Precipitation Systems over the Low- and Midlatitude Pacific Ocean.” Monthly Weather Review 137: 3196–3218. doi:10.1175/2009MWR2900.1.
  • Smith, E. A., J. E. Lamm, R. Adler, J. Alishouse, K. Aonashi, E. Barrett, P. Bauer, W. Berg, A. Chang, R. Ferraro, J. Ferriday, S. Goodman, N. Grody, C. Kidd, K. Kniveton, C. Kummerow, G. Liu, F. Marzano, A. Mugnai, W. Olsen, G. Petty, A. Shibata, R. Spencer, F. Wentz, T. Wilheit, and E. Zipser. 1998. “Results of WetNet PIP-2 Project.” Journal of the Atmospheric Sciences 55: 1483–1536. doi:10.1175/1520-0469(1998)055<1483:ROWPP>2.0.CO;2.
  • Soille, P. 1999. Morphological Image Analysis: Principles and Applications, 170–171. New York: Springer-Verlag.
  • Sorooshian, S., A. AghaKouchak, P. Arkin, J. Eylander, E. Foufoula-Georgiou, R. Harmon, J. Hendrickx, B. Imam, R. Kuligowski, B. Skahill, and G. Skofronick-Jackson. 2011. “Advanced Concepts on Remote Sensing of Precipitation at Multiple Scales.” Bulletin of the American Meteorological Society 92: 1353–1357. doi:10.1175/2011BAMS3158.1.
  • Sorooshian, S., K.-L. Hsu, X. Gao, H. V. Gupta, B. Imam, and D. Braithwaite. 2000. “Evaluation of PERSIANN System Satellite-Based Estimates of Tropical Rainfall.” Bulletin of the American Meteorological Society 81: 2035–2046. doi:10.1175/1520-0477(2000)081<2035:EOPSSE>2.3.CO;2.
  • Tian, Y., C. D. Peters-Lidard, J. B. Eylander, R. J. Joyce, G. J. Huffman, R. F. Adler, K. Hsu, F. J. Turk, M. Garcia, and J. Zeng 2009. “Component Analysis of Errors in Satellite-Based Precipitation Estimates.” Journal of Geophysical Research 114. doi:10.1029/2009JD011949.
  • Wernli, H., C. Hofmann, and M. Zimmer. 2009. “Spatial Forecast Verification Methods Intercomparison Project: Application of the SAL Technique.” Weather and Forecasting 24: 1472–1484. doi:10.1175/2009WAF2222271.1.
  • Wernli, H., M. Paulat, M. Hagen, and C. Frei. 2008. “SAL—A Novel Quality Measure for the Verification of Quantitative Precipitation Forecasts.” Monthly Weather Review 136: 4470–4487. doi:10.1175/2008MWR2415.1.
  • Wilks, D. S. 2011. Statistical Methods in the Atmospheric Sciences. Amsterdam: Academic.

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