The Vegetation Outlook (VegOut): A New Method for Predicting Vegetation Seasonal Greenness

References

• Asner, G. P., Townsend, A. R. and B. H. Braswell, 2000, "Satellite Observation of El Niño Effects on Amazon Forest Phenology and Productivity," Geophysical Research Letters , 27(7):981-984.
   Google Scholar
• Asrar, G., Myneni, R. B., and E. T. Kanemasu, 1989, "Estimation of Plant Canopy Attributes from Spectral Reflectance Measurements," in Theory and Applications of Optical Remote Sensing , Asrar, G. (Ed.), New York, NY: Wiley, 252-296.
   Google Scholar
• Baret, F. and G. Guyot, 1991, "Potentials and Limits to Vegetation Indices for LAI and APAR Assessments," Remote Sensing of Environment , 35:161-173.
   Google Scholar
• Barett, C. B., 1998, "The Value of Imperfect ENSO Forecast Information," American Journal of Agricultural Economics , 80(5):1109-1112.
   Google Scholar
• Barnston, A. G., Kumar, A., Goddard, L. and M. P. Hoerling, 2005, "Improving Seasonal Prediction Practices Through Attribution of Climate Variability," Bulletin of the American Meteorological Society , 86:59-72.
   Google Scholar
• Bayarjargala, Y., Karnieli, A., Bayasgalan, M., Khudulmurb, S., Gandush, C., and C. J. Tucker, 2006, "A Comparative Study of NOAA—AVHRR Derived Drought Indices Using Change Vector Analysis," Remote Sensing of Environment , 105(1):9-22.
   Google Scholar
• Braun, P., Balzter, H., and W. Kohler, 2000, "Analyzing Spatiotemporal Dynamics of Plant Populations and Vegetation," in Quantifying Spatial Uncertainty in Natural Resources: Theory and Applications for GIS and Remote Sensing , Mowrer, H. T. and R. G. Congalton (Eds.), Boca Raton, FL: CRC Press, 203-211.
   Google Scholar
• Breiman, L., Friedman, J., Olshen, R., and C. Stone, 1984, Classification and Regression Trees , New York, NY: Chapman and Hall, 368 p.
   Google Scholar
• Brown, J. F., Pervez, M. S., and S. Maxwell, 2009, "Mapping Irrigated Lands across the United States Using MODIS Satellite Imagery," in Remote Sensing of Global Croplands for Food Security , Thenkabail, P. S., Turral, H., and C. Biradar (Eds.), Boca Raton, FL: CRC Press, 177-198.
   Google Scholar
• Brown, J. F., Wardlow, B. D., Tadesse, T., Hayes, M. J., and B. C. Reed, 2008, "The Vegetation Drought Response Index (VegDRI): A New Integrated Approach for Monitoring Drought Stress in Vegetation," GIScience and Remote Sensing , 45(1):16-46.
   Google Scholar
• Churkina, G., Running, S. W., and A. L. Schloss, 1999, "Comparing Global Models of Terrestrial Net Primary Productivity (NPP): The Importance of Water Availability," Global Change Biology , 5(Suppl. 1):46-55.
   Google Scholar
• De'ath, G. and K. E. Fabricius, 2000, "Classification and Regression Trees—a Powerful Yet Simple Technique for Ecological Data Analysis," Ecology , 81(11):3178-3192.
   Google Scholar
• DeBeurs, K. M. and G. M. Henebry, 2004, "Land Surface Phenology, Climatic Variation, and Institutional Change: Analyzing Agricultural Land Cover Change in Kazakhstan," Remote Sensing of Environment , 89(4):497-509.
   Google Scholar
• De Haan, L., Kanamitsu, M., Lu, C.-H., and J. Roads, 2007, "A Comparison of the Noah and OSU Land Surface Models in the ECPC Seasonal Forecast Model," Journal of Hydrometeorology , 8(5):1031-1048.
   Google Scholar
• Eidenshink, J. C., 2006, "A 16-Year Time Series of 1 km AVHRR Satellite Data of the Conterminous United States and Alaska," Photogrammetric Engineering and Remote Sensing , 72:1027-1035.
   Google Scholar
• Funk, C. C. and M. E. Brown, 2006, "Intra-seasonal NDVI Change Projections in Semi-arid Africa," Remote Sensing of Environment , 101:249-256.
   Google Scholar
• Gao, B. C. 1996, "NDWI—a Normalized Difference Water Index for Remote Sensing of Vegetation Liquid Water from Space," Remote Sensing of Environment , 58:257-266.
   Google Scholar
• Gitelson, A. A. 2004, "Wide Dynamic Range Vegetation Index for Remote Quantification of Biophysical Characteristics of Vegetation," Journal of Plant Physiology , 161:165-173.
   Google Scholar
• Goddard, L. and M. P. Hoerling, 2003, "Practices for Seasonal-to-Interannual Climate Prediction," in Proceedings of the National Association of Science Writers Workshops, Weather and Climate Track , Denver, CO [http://www.usclivar.org/Newsletter/VariationsV4N3/Goddard.pdf], accessed September 18, 2009. http://www.usclivar.org/Newsletter/VariationsV4N3/Goddard.pdf
   Google Scholar
• Gu, Y., Brown, J. F., Verdin, J. P., and B. Wardlow, 2007, "A Five-Year Analysis of MODIS NDVI and NDWI for Grassland Drought Assessment over the Central Great Plains of the United States," Geophysical Research Letters , 34(L06407):1-6.
   Google Scholar
• Hanson, R., 2008, The Rough Guide to Climate Change , 2nd ed. New York, NY: Rough Guides Ltd., 374 p.
   Google Scholar
• Hayes, M. J., Wilhite, D. A., Svoboda, M., and O. Vanyarkho, 1999, "Monitoring the 1996 Drought Using the Standardized Precipitation Index," Bulletin of the American Meteorological Society , 80(3):429-438.
   Google Scholar
• Homer, C., Huang, C., Liming, Y., Wylie, B., and M. Coan, 2004, "Development of a 2001 National Land-Cover Database for the United States," Photogrammetric Engineering and Remote Sensing , 70(7):829-840.
   Google Scholar
• Huete, A. R., Didan, K., Shimabukuro, Y. E., Ratana, P., Saleska, S. R., Hutyra, L. R., Yang, W., Nemani, R. R., and R. Myneni, 2006, "Amazon Rainforests Green-up with Sunlight in Dry Season," Geophysical Research Letters , 33(L06405).
   Google Scholar
• Jakubauskas, M. E., Peterson, D. L., Kastens, J. H., and D. R. Legates, 2002, "Time Series Remote Sensing of Landscape-Vegetation Interactions in the Southern Great Plains," Photogrammetric Engineering and Remote Sensing , 68:1021-1030.
   Google Scholar
• Ji, L. and A. J. Peters, 2003, "Assessing Vegetation Response to Drought in the Northern Great Plains Using Vegetation and Drought Indices," Remote Sensing of Environment , 87:85-98.
   Google Scholar
• Kanamitsu, M., Kumar, A., Juang, H. M. H., Wang, W., Yang, F., Schemm, J., Hong, S. Y., Peng, P., Chen, W., and M. Ji, 2002, "NCEP Dynamical Seasonal Forecast System 2000," Bulletin of the American Meteorological Society , 83:1019-1037.
   Google Scholar
• Kogan, F. N. 1990, "Remote Sensing of Weather Impacts on Vegetation in Non-homogeneous Areas," International Journal of Remote Sensing , 11(8):1405-1419.
   Google Scholar
• Larkin, N. K. and D. E. Harrison, 2005a, "On the Definition of El Niño and Associated Seasonal Average U.S. Weather Anomalies," Geophysical Research Letters , 32 (L13705).
   Google Scholar
• Larkin, N. K. and D. E. Harrison, 2005b, "Global Seasonal Temperature and Precipitation Anomalies During El Niño Autumn and Winter," Geophysical Research Letters , 32(L16705).
   Google Scholar
• Liu, J. and E. Kalnay, 2008, "Estimating Observation Impact without Adjoint Model in an Ensemble Kalman Filter," Quarterly Journal of Royal Meteorological Society , 134:1327-1335.
   Google Scholar
• Loveland, T. R., Merchant, J. W., Reed, B. C., Brown, J. F., Ohlen, D. O., Olson, P., and J. Hutchinson, 1995, "Seasonal Land Cover Regions of the United States," Annals of the Association of American Geographers , 85:339-355.
   Google Scholar
• Los, S. O., Collatz, G. J., Bounoua, L., Sellers, P. J., and C. J. Tucker, 2001, "Global Interannual Variations in Sea Surface Temperature and Land Surface Vegetation, Air Temperature, and Precipitation," Journal of Climate , 14(7):1535-1549.
   Google Scholar
• Lott, N. and T. Ross, 2006, "Tracking and Evaluating U.S. Billion Dollar Weather Disasters, 1980-2005" in Proceedings of the American Meteorological Society Forum: Environmental Risk and Impacts on Society: Successes and Challenges , Atlanta, GA. [http://www1.ncdc.noaa.gov/pub/data/papers/200686ams1.2nlfree.pdf], accessed September 18, 2009. http://www1.ncdc.noaa.gov/pub/data/papers/200686ams1.2nlfree.pdf
   Google Scholar
• Meinke, I., Roads, J., and M. Kanamitsu, 2007, "Evaluation of the RSM-simulated precipitation during CEOP," Journal of Meteorological Society of Japan , 85A:145-166.
   Google Scholar
• Myneni, R. B., Keeling, C. D., Tucker, C. J., Asrar, G., and R. R. Nemani, 1997, "Increased Plant Growth in the Northern High Latitudes from 1981 to 1991," Nature , 386:695-702.
   Google Scholar
• Neilley, P. and B. Rose, 2005, "A Real-Time System to Estimate Weather Conditions at High-Resolution," in Proceedings of the 22nd International Conference on Interactive Information Processing Systems for Meteorology, Oceanography, and Hydrology (IIPS) , Atlanta, GA.
   Google Scholar
• Omernik, J. M., 1987, "Ecoregions of the Conterminous United States," Annals of the Association of American Geographers , 77(1):118-125.
   Google Scholar
• Omernik, J. M., 1995, "Ecoregions: A Spatial Framework for Environmental Management," in Biological Assessment and Criteria: Tools for Water Resource Planning and Decision Making , Davis, W. and T. Simon (Eds.), Boca Raton, FL: Lewis Publishers, 49-62.
   Google Scholar
• Panu, U. S. and T. C. Sharma, 2002, "Challenges in Drought Research: Some Perspectives and Future Directions," Hydrological Sciences Journal , 47(S):19-29.
   Google Scholar
• Peters, A. J., Walter-Shea, E. A, Ji, L., Vina, V., Hayes, M., and M. D. Svoboda, 2002, "Drought Monitoring with NDVI-Based Standardized Vegetation Index," Journal of Photogrammetry and Remote Sensing , 68(1):71-75.
   Google Scholar
• Piechota, T. C. and J. A. Dracup, 1996, "Drought and Regional Hydrologic Variation in the United States: Association with the El-Niño-Southern Oscillation," Water Resources Research , 32(5):1359-1373.
   Google Scholar
• Propastin, P. A., Muratova, N. R., and M. Kappas, 2006, "Reducing Uncertainty in Analysis of Relationship Between Vegetation Patterns and Precipitation," in Proceedings of the 7th International Symposium on Spatial Accuracy Assessment in Natural Resources and Environmental Science , Caetano, M. and M. Painho (Eds.), Lisbon, Portugal: Instituto Geográfico Portugûes, 459-468.
   Google Scholar
• Quinlan, J. R. 1993, C4.5 Programs for Machine Learning , San Mateo, CA: Morgan Kaufmann Publishers, 302 p.
   Google Scholar
• Reed, B. C., Loveland, T. R., and L. L. Tieszen, 1996, "An Approach for Using AVHRR Data to Monitor U.S. Great Plains Grasslands," Geocarto International , 11(3):13-22.
   Google Scholar
• Reed, B.C., Brown, J.F., VanderZee, D., Loveland, T.R., Merchant, J.W. and D.O. Ohlen, 1994, "Measuring phenological variability from satellite imagery," Journal of Vegetation Science , 5: 703-714.
   Google Scholar
• Reinbold, H., Roads, J. O., and T. Brown, 2005, "Evaluation of the Experimental Climate Prediction Center's Fire Danger Forecasts with Remote Automated Weather Station Observations," International Journal of Wildland Fire , 14:19-36.
   Google Scholar
• Rulequest, 2009, An overview of Cubist [ http://www.rulequest.com/cubist-win.html
   Google Scholar
• Schwartz, M. D., Ahas, R., and A. Aasa, 2006, "Onset of Spring Starting Earlier across the Northern Hemisphere," Global Change Biology , 12:343-351.
   Google Scholar
• Schwartz, M. D., Reed, B. R., and M. A. White, 2002, "Assessing Satellite-Derived Start-of-Season Measures in the Conterminous USA," International Journal of Climatology , 22:1793-1805.
   Google Scholar
• Stahl, K. and S. Demuth, 1999, "Linking Streamflow Drought to the Occurrence of Atmospheric Circulation Patterns," Hydrological Science Journal , 42(1):15-34.
   Google Scholar
• Smith, S. R., Legler, D. M., Remigio, M. J., and J. J. O'Brien, 1999, "Comparison of 1997-98 U.S. Temperature and Precipitation Anomalies to Historical ENSO Warm Phases," Journal of Climate , 12:3507-3515.
   Google Scholar
• Svoboda, M., Hayes, M. J., Wilhite, D., and T. Tadesse, 2004, "Recent Advances in Drought Monitoring," in Proceedings of the 14th Conference on Applied Climatology , Seattle, WA., [http://ams.confex.com/ams/84Annual/techprogram/paper_72976.htm], accessed September 18, 2009. http://ams.confex.com/ams/84Annual/techprogram/paper_72976.htm
   Google Scholar
• Tadesse, T., Brown, J. F., and M. J. Hayes, 2005a, "A New Approach for Predicting Drought-Related Vegetation Stress: Integrating Satellite, Climate, and Biophysical Data over the U.S. Central Plains," Journal of Photogrammetry and Remote Sensing , 59(4):244-253.
   Google Scholar
• Tadesse, T., Wilhite, D. A., Hayes, M. J., Harms, S. K., and S. Goddard, 2005b, "Discovering Associations between Climatic and Oceanic Parameters to Monitor Drought in Nebraska Using Data Mining Techniques," Journal of Climate , 18(10):1541-1550.
   Google Scholar
• Tieszen, L. L., Reed, B. C., Bliss, N. B., Wylie, B. K. and D. D. DeJong, 1997, "NDVI, C3, and C4 production and distribution in Great Plains grassland land cover classes," Ecological Applications , 7:59-78.
   Google Scholar
• Townshend, J. R. G., Justice, C. O., and V. Kalb, 1987, "Characterization and Classification of South American Land Cover Types Using Satellite Data," International Journal of Remote Sensing , 8:1189-1207.
   Google Scholar
• Trenberth, K. E. and J. M. Caron, 2000, "The Southern Oscillation Revisited: Sea Level Pressures, Surface Temperatures and Precipitation," Journal of Climate , 13: 4358-4365.
   Google Scholar
• Trenberth, K. E. and C. J. Guillemot, 1996, "Physical Processes Involved in the 1988 Drought and 1993 Floods in North America," Journal of Climate , 9:1288-1298.
   Google Scholar
• Tucker, C. J., Townshend, J. R. G., and T. E. Goff, 1985, "African Land Cover Classification Using Satellite Data," Science , 9227(4685):369-375.
   Google Scholar
• Wells, N., Goddard, S., and M. J. Hayes, 2004, "A Self-Calibrating Palmer Drought Severity Index," Journal of Climate , 17(12): 2335-2351.
   Google Scholar
• Wilhite, D. A., 2000, "Preparing for Drought: A Methodology," in Drought: A Global Assessment , Wilhite, D. A. (Ed.), London, UK: Routledge, 2:89-104.
   Google Scholar
• Wilhite, D. A., 2005, "Drought," in Encyclopedia of World Climatology , Oliver, J. (Ed.), New York, NY: Springer, 338-340.
   Google Scholar
• Wylie, B. K, Zhang, L., Bliss, N., Ji, L., Tieszen, L. L., and M. Jolly, 2008, "Integrating modeling and remote sensing to identify ecosystem performance anomalies in the boreal forest, Yukon River Basin, Alaska," International Journal of Digital Earth , 2:196-220.
   Google Scholar
• Yang, L., Huang, C., Homer, C., Wylie, B., and M. Coan, 2003, "An Approach for Mapping Large-Area Impervious Surfaces: Synergistic Use of Landsat-7 ETM+ and High Spatial Resolution Imagery," Canadian Journal of Remote Sensing , 29(2):230-240.
   Google Scholar
• Zhang, L., Wylie, B. W., Loveland, T., Fosnight, E. A., Tieszen, L., and L. Ji, 2007, "Evaluation and Comparison of Gross Primary Production Estimates for the Northern Great Plains Grasslands," Remote Sensing in Environment , 106: 173-189.
   Google Scholar