Effect of bias adjustment and rain gauge data quality control on radar rainfall estimation

Water Resources Research

Volumn 35, Issue 8, 1999, Pages 2487-2503

  Steiner, Matthias ^a   Smith, James A ^a   Burges, Stephen J ^b   Alonso, Carlos V ^c   Darden, Robert W ^c  

^a Princeton University   (United States)

^b University of Washington   (United States)

^c USDA ARS NATIONAL SEDIMENTATION LABORATORY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DOPPLER RADAR; ERROR ANALYSIS; MEASUREMENT ERRORS; METEOROLOGICAL RADAR; RAIN GAGES; STORMS; WATERSHEDS; CATCHMENTS; DATA HANDLING; GAGES; MEAN SQUARE ERROR; PRECIPITATION (METEOROLOGY); QUALITY ASSURANCE; QUALITY CONTROL; RADAR; RADAR MEASUREMENT; SURVEILLANCE RADAR; UNCERTAINTY ANALYSIS;

CATCHMENTS; ROOT-MEAN-SQUARE ERRORS (RMSE); HUMAN INTERFERENCE; RADAR DATA PROCESSING; RAINFALL ESTIMATES; RAINFALL ESTIMATIONS; RESEARCH WATERSHEDS; ROOT MEAN SQUARE ERRORS; TIPPING BUCKET RAIN GAUGE; WEATHER SURVEILLANCE RADAR-1988 DOPPLER;

HYDROLOGY; RAIN;

ESTIMATION METHOD; INSTRUMENTATION; RAINFALL; RAINGAUGE; STORM;

GOODWIN CREEK; MISSISSIPI; UNITED STATES;

EID: 0032867124     PISSN: 00431397     EISSN: None     Source Type: Journal    
DOI: 10.1029/1999WR900142     Document Type: Article

References (94)

1. Alonso, C. V., Hydrologic search on the USDA Goodwin Creek Experimental Watershed, northern Mississippi, paper presented at 16thAnnual AGU Hydrology Days Conference,Fort Collins, Colo., 1996.
2. Anagnostou, E. N., and W. F. Krajewski, Calibration of the WSR-88D precipitation processing subsystem, Weather Forecasting, 13, 396-406, 1998.
3. Anagnostou, E. N., and W. F. Krajewski, Real-time radar rainfall estimation, I, Algorithm formulation, J. Atmos. Oceanic Technol., 16, 189-197, 1999a.
4. Anagnostou, E. N., and W. F. Krajewski, Real-time radar rainfall estimation, II, Case study, J. Atmos. Oceanic Technol., 16, 198-205, 1999b.
5. Anagnostou, E. N., W. F. Krajewski, D.-J. Seo, and E. R. Johnson, Mean-field rainfall bias studies for WSR-88D, ASCE J. Hydrol. Eng., 3, 149-159, 1998.
6. Anagnostou, E. N., W. F. Krajewski, and J. A. Smith, Uncertainty quantification of mean-areal radar-rainfall estimates, J. Atmos. Oceanic Technol., 16, 206-215, 1999.
7. Atlas, D., D. Rosenfeld, and D. B. Wolff, Climatologically tuned reflectivity-rain rate relations and links to area-time integrals, J. Appl. Meteorol., 29, 1120-1135, 1990.
8. Atlas, D., P. Willis, and F. Marks, The effects of convective updrafts and downdrafts on reflectivity-rain rate relations and water budgets, in 27th Conference on Radar Meteorology, pp. 19-22, Am. Meteorol. Soc., Boston, Mass., 1995.
9. Austin, P. M., Relation between measured radar reflectivity and surface rainfall, Mon. Weather Rev., 115, 1053-1070, 1987.
10. Baeck, M. L., and J. A. Smith, Rainfall estimation by the WSR-88D for heavy rainfall events, Weather Forecasting, 13, 416-436, 1998.
11. Baer, V. E., The transition from the present radar dissemination system to the NEXRAD Information Dissemination Service (NIDS), Bull. Am. Meteor. Soc., 72, 29-33, 1991.
12. Barnston, A. G., An empirical method of estimating raingage and radar rainfall measurement bias and resolution, J. Appl. Meteorol., 30, 282-296, 1991.
13. Battan, L. J., Radar Observation of the Atmosphere, 324 pp., Univ. of Chicago Press, Chicago, Ill., 1973.
14. Battan, L. J., Vertical air motions and the Z - R relation, J. Meteorol., 15, 1120-1121, 1976.
15. Biggerstaff, M. I., and R. A. Houze Jr., Kinematic and precipitation structure of the 10-11 June 1985 squall line, Mon. Weather Rev., 119, 3034-3065, 1991.
16. Biggerstaff, M. I., and R. A. Houze Jr., Kinematics and microphysics of the transition zone of the 10-11 June 1985 squall line, J. Atmos. Sci., 50, 3091-3110, 1993.
17. Bowie, A. J., and O. W. Sansom, Innovative techniques for collecting hydrologic data, in Proceedings, 4th Federal Interagency Sedimentation Conference, pp. 1/59-1/69, U.S. Gov. Print Off., Washington, D. C., 1986.
18. Brandes, E. A., Optimizing rainfall estimates with the aid of radar, J. Appl. Meteorol., 14, 1339-1345, 1975.
19. Braun, S. A., and R. A. Houze Jr., The transition zone and secondary maximum of radar reflectivity behind a midlatitude squall line: Results retrieved from Doppler radar data, J. Atmos. Sci., 51, 2733-2755, 1994.
20. Calheiros, R. V., and I. Zawadzki, Reflectivity-rain rate relationships for radar hydrology in Brazil, J. Clim. Appl. Meteorol., 26, 118-132, 1987.
21. Carbone, R. E., and L. D. Nelson, The evolution of raindrop spectra in warm-based convective storms as observed and numerically modeled, J. Atmos. Sci., 35, 2302-2314, 1978.
22. Changnon, S. A., and J. L. Vogel, Hydroclimatological characteristics of isolated severe rainstorms, Water Resour. Res., 17, 1694-1700, 1981.
23. Ciach, G. J., and W. F. Krajewski, On the estimation of radar rainfall error variance, Adv. Water Resour., 22, 585-595, 1999.
24. Ciach, G. J., W. F. Krajewski, and J. A. Smith, Comments on "The window probability matching method for rainfall measurements with radar," J. Appl. Meteorol., 36, 243-246, 1997a.
25. Ciach, G. J., W. F. Krajewski, E. N. Anagnostou, M. L. Baeck, J. A. Smith, J. R. McCollum, and A. Kruger, Radar rainfall estimation for ground validation studies of the Tropical Rainfall Measuring Mission, J. Appl. Meteorol., 36, 735-747, 1997b.
26. Collier, C. G., Accuracy of rainfall estimates by radar, I, Calibration by telemetering rain gauges, J. Hydrol., 83, 207-223, 1986.
27. Collier, C. G., P. R. Larke, and B. R. May, A weather radar correction procedure for real-time estimation of surface rainfall, Q. J. R. Meteorol. Soc., 109, 589-608, 1983.
28. Crum, T. D., R. L. Alberty, and D. W. Burgess, Recording, archiving, and using WSR-88D data, Bull. Am. Meteorol. Soc., 74, 645-652, 1993.
29. Crum, T. D., R. E. Saffle, and J. W. Wilson, An update on the NEXRAD program and future WSR-88D support to operations, Weather Forecasting, 13, 253-262, 1998.
30. DeLuisi, J. J., J. A. Augustine, E. C. Weatherhead, B. Hicks, D. Matt, and C. V. Alonso, The GCIP surface radiation budget network (SURFRAD), in 2nd International Scientific Conference on the Global Energy and Water Cycle, pp. 407-408, Int. GEWEX Proj. Off., Silver Spring, Md., 1996.
31. Desa, M. N. M., and J. Niemczynowicz, Dynamics of short rainfall storms in a small-scale urban area in Coly Limper, Malaysia, Atmos. Res., 44, 293-315, 1997.
32. Folland, C. K., Numerical models of the raingauge exposure problem, field experiments and an improved collector design, Q. J. R. Meteorol. Soc., 114, 1485-1516, 1988.
33. Fulton, R. A., J. P. Breidenbach, D.-J. Seo, D. A. Miller, and T. O'Bannon, The WSR-88D rainfall algorithm, Weather Forecasting, 13, 377-395, 1998.
34. Goodrich, D. C., J.-M. Faurès, D. A. Wollhiser, L. J. Lane, and S. Sorooshian, Measurement and analysis of small-scale convective storm rainfall variability, J. Hydrol, 173, 283-308, 1995.
35. Gunn, R., and G. D. Kinzer, The terminal velocity of fall for water droplets in stagnant air, J. Meteorol., 6, 243-248, 1949.
36. Hanna, E., How effective are tipping-bucket raingauges? A review, Weather, 50, 336-342, 1995.
37. Heiss, W. H., D. L. McGrew, and D. Sirmans, NEXRAD: Next Generation Weather Radar (WSR-88D), Microwave J., 33, 79-98, 1990.
38. Hicks, B. B., J. J. DeLuisi, and D. R. Matt, The NOAA Integral Surface Irradiance Study (ISIS)-A new surface radiation monitoring program, Bull. Am. Meteorol. Soc., 77, 2857-2864, 1996.
39. Hitchfeld, W. F., and J. Bordan, Errors inherent in the radar measurement of rainfall at attenuating wavelengths, J. Meteorol., 11, 58-67, 154.
40. Houze, R. A., Jr., Structure and dynamics of a tropical squall-line system, Mon. Weather Rev., 105, 1540-1567, 1977.
41. Houze, R. A., Jr., Stratiform precipitation in regions of convection: A meteorological paradox?, Bull. Am. Meteorol. Soc., 78, 2179-2196, 1997.
42. Johnson, D., M. Smith, V. Koren, and B. Finnerty, Comparing mean areal precipitation estimates from NEXRAD and rain gauge networks, ASCE J. Hydrol. Eng., 4, 117-124, 1999.
43. Joss, J., and R. Lee, The application of radar-gauge comparisons to operational precipitation profile corrections, J. Appl. Meteorol., 34, 2612-2630, 1995.
44. Joss, J., and A. Pittini, Real-time estimation of the vertical profile of radar reflectivity to improve the measurement of precipitation in an Alpine region, Meteorol. Atmos. Phys., 47, 61-72, 1991.
45. Joss, J., and A. Waldvogel, Ein Spektrograph für Niederschlagstropfen mit automatischer Auswertung, Pure Appl. Geophys., 68, 240-246, 1967.
46. Joss, J., and A. Waldvogel, A method to improve the accuracy of radar-measured amounts of precipitation, in 14th Radar Meteorology Conference, pp. 237-238, Am. Meteorol. Soc., Boston, Mass., 1970.
47. Joss, J., and A. Waldvogel, Precipitation measurements and hydrology, in Radar in Meteorology, edited by D. Atlas, pp. 577-606, Am. Meteorol. Soc., Boston, Mass., 1990.
48. Joss, J., K. Schram, J. C. Thams, and A. Waldvogel, On the quantitative determination of precipitation by radar, Wiss. Mitt. 63, 38 pp., Eidg. Komm, zum Stud. der Hagelbil. und der Hagelabwehr, Zurich, Switzerland, 1970. (Available from the Swiss Meteorol. Inst., Locarno-Monti, Switzerland.)
49. Kitchen, M., and R. M. Blackall, Representativeness errors in comparisons between radar and gauge measurements of rainfall, J. Hydrol., 134, 13-33, 1992.
50. Klazura, G. E., Differences between some radar-rainfall estimation procedures in a high rain rate gradient storm, J. Appl. Meteorol., 20, 1376-1380, 1981.
51. Krajewski, W. F., Cokriging radar-rainfall and rain gage data, J. Geophys. Res., 92, 9571-9580, 1987.
52. Krajewski, W. F., and P. R. Ahnert, Near real-time tests of a multivariate analysis system, in 23rd Conference on Radar Meteorology and Conference on Cloud Physics, pp. JP66-JP69, Am. Meteorol. Soc., Boston, Mass., 1986.
53. Krajewski, W. F., and J. A. Smith, On the estimation of climatological Z - R relationships, J. Appl. Meteorol., 30, 1436-1445, 1991.
54. Lovejoy, S., and D. Schertzer, Fractals, raindrops and resolution dependence of rain measurements, J. Appl. Meteorol., 29, 1167-1170, 1990.
55. Maddox, R. A., Mesoscale convective complexes. Bull. Am. Meteorol. Soc., 61, 1374-1387, 1980.
56. Mapes, B., and R. A. Houze Jr., An integrated view of the 1987 Australian monsoon and its mesoscale convective systems, II, Vertical structure, Q. J. R. Meteorol Soc., 119, 733-754, 1993.
57. McGregor, K. C., R. L. Bingner, A. J. Bowie, and G. R. Foster, Erosivity index values for northern Mississippi, Trans. ASAE, 38, 1039-1047, 1995.
58. Messaoud, M., and Y. B. Pointin, Small time and space measurements of the mean rainfall rate made by a gage network and by a dualpularization radar, J. Appl. Meteorol., 29, 830-841, 1990.
59. Miller, J. R., A climatological Z - R relationship for convective storms in the northern Great Plains, in 15th Radar Meteorology Conference, pp. 153-154, Am. Meteorol. Soc., Boston, Mass., 1972.
60. Molnár, P., and J. A. Ramírez, An analysis of energy expenditure in Goodwin Creek, Water Resour. Res., 34, 1819-1829, 1998.
61. Mueller, C. C., and E. H. Kidder, Rain gage catch variations due to airflow disturbances around a standard rain gage, Water Resour. Res., 8, 1077-1082, 1972.
62. Neff, E. L., How much rain does a rain gage gage?, J. Hydrol., 35, 213-220, 1977.
63. Nes̄por, V., and B. Sevruk, Estimation of wind-induced error of rainfall gauge measurements using a numerical simulation, J. Atmos. Oceanic Technol., 16, 450-464, 1999.
64. Nystuen, J. A., J. R. Proni, P. G. Black, and J. C. Wilkerson, A comparison of automatic rain gauges, J. Atmos. Oceanic Technol., 13, 62-73, 1996.
65. Rosenfeld, D., D. B. Wolff, and D. Atlas, General probability-matched relations between radar reflectivity and rain rate, J. Appl. Meteorol., 32, 50-72, 1993.
66. Rosenfeld, D., D. B. Wolff, and E. Amitai, The window probability matching method for rainfall measurements with radar, J. Appl. Meteorol., 33, 682-693, 1994.
67. Seed, A. W., J. Nicol, G. L. Austin, C. D. Stow, and S. G. Bradley, The impact of radar and raingauge sampling error when calibrating a weather radar, Meteorol. Appl., 3, 43-52, 1996.
68. Short, D. A., T. Kozu, and K. Nakamura, Rainrate and raindrop size distribution observations in Darwin Australia, Proceedings, URSI Commission F Open Symposium on Regional Factors in Predicting Radiowave Attenuation due to Rain, pp. 35-40, Rutherford Appleton Lab. and Empresa Brasileira de Telecomunicaoes, Rio de Janeiro, Brazil, 1990.
69. Skolnik, M. I., Introduction to Radar Systems, 2nd ed., 581 pp., McGraw-Hill, New York, 1980.
70. Smith, J. A., and W. F. Krajewski, Estimation of the mean field bias of radar rainfall estimates, J. Appl. Meteorol., 30, 397-412, 1991.
71. Smith, J. A., and W. F. Krajewski, A modeling study of rainfall rate-reflectivity relationships, Water Resour. Res., 29, 2505-2514, 1993.
72. Smith, J. A., A. A. Bradley, and M. L. Baeck. The space-time structure of extreme storm rainfall in the Southern Plains, J. Appl. Meteorol., 33, 1402-1417, 1994.
73. Smith, J. A., D. J. Seo, M. L. Baeck, and M. D. Hudlow, An intercomparison study of NEXRAD precipitation estimates. Water Resour. Res., 32, 2035-2045, 1996a.
74. Smith, J. A., M. L. Baeck, M. Steiner, and A. J. Miller, Catastrophic rainfall from an upslope thunderstorm in the central Appalachians: The Rapidan storm of June 27, 1995, Water Resour. Res., 32, 3099-3113, 1996b.
75. Smith, P. L., Jr., D. E. Cain, and A. S. Dennis, Derivation of an R -Z relationship by computer optimization and its use in measuring daily areal rainfall, in 16th Radar Meteorology Conference, pp. 461-466. Am. Meteorol. Soc., Boston, Mass., 1975.
76. Smull, B. F., and R. A. Houze Jr., A midlatitude squall line with a trailing region of stratiform rain: Radar and satellite observations, Mon. Weather Rev., 113, 117-133, 1985.
77. Steiner, M., and R. A. Houze Jr., Sensitivity of the estimated monthly convective rain fraction to the choice of Z - R relation, J. Appl. Meteorol., 36, 452-462, 1997.
78. Steiner, M., and J. A. Smith, Anomalous signal propagation-An assessment of its potential to occur and ways to mitigate the problem in operational radar data, in 13th Conference on Hydrology, pp. 117-120, Am. Meteorol. Soc., Boston, Mass., 1997a.
79. Steiner, M., and J. A. Smith, Anomalous propagation of radar signals-Challenges with clutter, in 28th Conference on Radar Meteorology, pp. 501-503, Am. Meteorol. Soc., Boston, Mass., 1997b.
80. Steiner, M., and J. A. Smith, Convective versus stratiform rainfall: An ice-microphysical and kinematic conceptual model, Atmos. Res., 47-48, 317-326, 1998.
81. Steiner, M., R. A. Houze Jr., and S. E. Yuter, Climatological characterization of three-dimensional storm structure from operational radar and rain gauge data, J. Appl. Meteorol., 34, 1978-2007, 1995.
82. Steiner, M., J. A. Smith, C. Kessinger, and B. S. Ferrier, Evaluation of algorithm parameters for radar data quality control, in 29th International Conference on Radar Meteorology, in press, Am. Meteorol. Soc., Boston, Mass., 1999.
83. Stout, G. E., and E. A. Mueller, Survey of relationships between rainfall rate and radar reflectivity in the measurement of precipitation, J. Appl. Meteorol., 7, 465-473, 1968.
84. Tokay, A., and D. A. Short, Evidence from tropical raindrop spectra of the origin of rain from stratiform versus convective clouds, J. Appl. Meteorol., 35, 355-371, 1996.
85. Ulbrich, C. W., Natural variations in the analytical form of the raindrop size distribution, J. Clim. Appl. Meteorol., 22, 1764-1775, 1983.
86. Wacker, U., Competition of precipitation particles in a model with parameterized cloud microphysics, J. Atmos. Sci., 52, 2577-2589, 1995.
87. 0 jump of raindrop spectra, J. Atmos. Sci., 31, 1067-1078, 1974.
88. Wilson, J. W., Integration of radar and raingage data for improved rainfall measurement, J. Appl. Meteorol, 9, 489-497, 1970.
89. Wilson, J. W., and E. A. Brandes, Radar measurement of rainfall-A summary, Bull. Am. Meteorol. Soc., 60, 1048-1058, 1979.
90. Winchell, M., H. V. Gupta, and S. Sorooshian, On the simulation of infiltration-and saturation-excess runoff using radar-based rainfall estimates: Effects of algorithm uncertainty and pixel aggregation, Water Resour. Res., 34, 2655-2670, 1998.
91. Woodley, W. L., A. R. Olsen, A. Herndon, and V. Wiggert, Comparison of gage and radar methods of convective rain measurement, J. Appl. Meteorol., 14, 909-928, 1975.
92. Yuter, S. E., and R. A. Houze Jr., Measurements of raindrop size distributions over the Pacific warm pool and implications for Z - R relations, J. Appl. Meteorol., 36, 847-867, 1997.
93. Zawadzki, I. I., On radar-gauge comparison, J. Appl. Meteorol., 14, 1430-1436, 1975.
94. Zawadzki, I., Factors affecting the precision of radar measurements of rain, in 22nd Conference on Radar Meteorology, pp. 251-256, Am. Meteorol. Soc., Boston, Mass., 1984.