Estimation of winter wheat phenology under the influence of cumulative temperature and soil salinity in the Yellow River Delta, China, using MODIS time-series data

References

• Amores-Vergara, E., and P. M. Cartwright. 1984. “Effects of Short Periods of Exposure to High Temperature on the Phenology and Shoot Apex Development of Wheat cv. Sonora 64.” Australian Journal of Agricultural Research 35 (2): 139–148. doi:10.1071/AR9840139.
   Google Scholar
• Asseng, S., I. A. N. Foster, and N. C. Turner. 2011. “The Impact of Temperature Variability on Wheat Yields.” Global Change Biology 17 (2): 997–1012. doi:10.1111/j.1365-2486.2010.02262.x.
   Web of Science ®Google Scholar
• Bradley, B. A., R. W. Jacob, J. F. Hermance, and J. F. Mustard. 2007. “A Curve Fitting Procedure to Derive Inter-Annual Phenologies from Time Series of Noisy Satellite NDVI Data.” Remote Sensing of Environment 106 (2): 137–145. doi:10.1016/j.rse.2006.08.002.
   Web of Science ®Google Scholar
• Chu, L., G. H. Liu, C. Huang, and Q. S. Liu 2014. “Phenology Detection of Winter Wheat in the Yellow River Delta Using MODIS NDVI Time-Series Data.” Agro-geoinformatics (Agro-geoinformatics 2014), Third International Conference on. IEEE, Beijing, Aug 11-14. doi:10.1109/Agro-Geoinformatics.2014.6910664.
   Google Scholar
• Colditz, R. R., C. Conrad, T. Wehrmann, M. Schmidt, and S. Dech. 2008. “TiSeG: A Flexible Software Tool for Time-Series Generation of MODIS Data Utilizing the Quality Assessment Science Data Set.” IEEE Transactions on Geoscience and Remote Sensing 46 (10): 3296–3308. doi:10.1109/TGRS.2008.921412.
   Web of Science ®Google Scholar
• Croitoru, A.-E., I.-H. Holobaca, C. Lazar, F. Moldovan, and A. Imbroane. 2012. “Air Temperature Trend and the Impact on Winter Wheat Phenology in Romania.” Climatic Change 111 (2): 393–410. doi:10.1007/s10584-011-0133-6.
   Web of Science ®Google Scholar
• Cui, Y., J. Han, G. Cao, J. Meng, and J. Zhang. 2008. “Effect of Per-Winter Positive Accumulated Temperature on Suitable Planting Dates of Winter Wheat in South Centre Area of Hebei.” Chinese Agricultural Science Bulletin 7: 042.
   Google Scholar
• Dang, Y. P., R. C. Dalal, D. G. Mayer, M. McDonald, R. Routley, G. D. Schwenke, S. R. Buck, I. G. Daniells, D. K. Singh, W. Manning, N. Ferguson. 2008. “High Subsoil Chloride Concentrations Reduce Soil Water Extraction and Crop Yield on Vertosols in North-Eastern Australia.” Crop and Pasture Science 59 (4): 321–330. doi:10.1071/AR07192.
   Web of Science ®Google Scholar
• Duchemin, B., J. Goubier, and G. Courrier. 1999. “Monitoring Phenological Key Stages and Cycle Duration of Temperate Deciduous Forest Ecosystems with NOAA/AVHRR Data.” Remote Sensing of Environment 67 (1): 68–82. doi:10.1016/S0034-4257(98)00067-4.
   Web of Science ®Google Scholar
• Duveiller, G., and P. Defourny. 2010. “A Conceptual Framework to Define the Spatial Resolution Requirements for Agricultural Monitoring Using Remote Sensing.” Remote Sensing of Environment 114 (11): 2637–2650. doi:10.1016/j.rse.2010.06.001.
   Web of Science ®Google Scholar
• Estrella, N., T. H. Sparks, and A. Menzel. 2007. “Trends and Temperature Response in the Phenology of Crops in Germany.” Global Change Biology 13 (8): 1737–1747. doi:10.1111/j.1365-2486.2007.01374.x.
   Web of Science ®Google Scholar
• Fan, X., B. Pedroli, G. Liu, H. Liu, C. Song, and L. Shu. 2011. “Potential Plant Species Distribution in the Yellow River Delta under the Influence of Groundwater Level and Soil Salinity.” Ecohydrology 4 (6): 744–756. doi:10.1002/eco.164.
   Web of Science ®Google Scholar
• Fan, X., B. Pedroli, G. Liu, Q. Liu, H. Liu, and L. Shu. 2012. “Soil Salinity Development in the Yellow River Delta in Relation to Groundwater Dynamics.” Land Degradation & Development 23 (2): 175–189. doi:10.1002/ldr.1071.
   Web of Science ®Google Scholar
• Fisher, J. I., and J. F. Mustard. 2007. “Cross-Scalar Satellite Phenology from Ground, Landsat, and MODIS Data.” Remote Sensing of Environment 109 (3): 261–273. doi:10.1016/j.rse.2007.01.004.
   Web of Science ®Google Scholar
• Fisher, J. I., J. F. Mustard, and M. A. Vadeboncoeur. 2006. “Green Leaf Phenology at Landsat Resolution: Scaling from the Field to the Satellite.” Remote Sensing of Environment 100 (2): 265–279. doi:10.1016/j.rse.2005.10.022.
   Web of Science ®Google Scholar
• Grewal, H. S. 2010. “Response of Wheat to Subsoil Salinity and Temporary Water Stress at Different Stages of the Reproductive Phase.” Plant and Soil 330 (1–2): 103–113. doi:10.1007/s11104-009-0179-7.
   Web of Science ®Google Scholar
• Grieve, C. M., L. E. Francois, and E. V. Maas. 1994. “Salinity Affects the Timing of Phasic Development in Spring Wheat.” Crop Science 34 (6): 1544–1549. doi:10.2135/cropsci1994.0011183X003400060024x.
   Web of Science ®Google Scholar
• Grieve, C. M., L. E. Francois, and J. A. Poss. 2001. “Effect of Salt Stress during Early Seedling Growth on Phenology and Yield of Spring Wheat.” Cereal Research Communications 29 (1/2): 167–174.
   Web of Science ®Google Scholar
• Guindin-Garcia, N., A. A. Gitelson, T. J. Arkebauer, J. Shanahan, and A. Weiss. 2012. “An Evaluation of MODIS 8- and 16-Day Composite Products for Monitoring Maize Green Leaf Area Index.” Agricultural and Forest Meteorology 161: 15–25. doi:10.1016/j.agrformet.2012.03.012.
   Web of Science ®Google Scholar
• Heumann, B. W., J. W. Seaquist, L. Eklundh, and P. Jönsson. 2007. “AVHRR Derived Phenological Change in the Sahel and Soudan, Africa, 1982–2005.” Remote Sensing of Environment 108 (4): 385–392. doi:10.1016/j.rse.2006.11.025.
   Web of Science ®Google Scholar
• Intergovernmental Panel on Climate Change. Working Group I. 2007. Climate Change 2007: The Physical Science Basis: Summary for Policymakers. Intergovernmental Panel on Climate Change Secretariat.
   Google Scholar
• Jönsson, P., and L. Eklundh. 2004. “TIMESAT—A Program for Analyzing Time-Series of Satellite Sensor Data.” Computers & Geosciences 30 (8): 833–845. doi:10.1016/j.cageo.2004.05.006.
   Web of Science ®Google Scholar
• Katerji, N., M. Mastrorilli, J. W. Van Hoorn, F. Z. Lahmer, A. Hamdy, and T. Oweis. 2009. “Durum Wheat and Barley Productivity in Saline–Drought Environments.” European Journal of Agronomy 31 (1): 1–9. doi:10.1016/j.eja.2009.01.003.
   Web of Science ®Google Scholar
• Kimball, J. S., K. C. McDonald, S. W. Running, and S. E. Frolking. 2004. “Satellite Radar Remote Sensing of Seasonal Growing Seasons for Boreal and Subalpine Evergreen Forests.” Remote Sensing of Environment 90 (2): 243–258. doi:10.1016/j.rse.2004.01.002.
   Web of Science ®Google Scholar
• Kirby, E. J. M., and M. Appleyard. 1984. “Chapter 19–Cereal Plant Development and Its Relation to Crop Management.” Cereal Production 161–173. doi:10.1016/B978-0-407-00303-3.50026-0.
   Google Scholar
• Kirby, E. J. M., M. Appleyard, and G. Fellowes. 1985. “Effect of Sowing Date and Variety on Main Shoot Leaf Emergence and Number of Leaves of Barley and Wheat.” Agronomie 5 (2): 117–126. doi:10.1051/agro:19850204.
   Google Scholar
• Kotuby-Amacher, J., R. Koenig, and B. Kitchen. 1997. Salinity and Plant Tolerance. USA: Utah State University.
   Google Scholar
• Kristensen, K., K. Schelde, and J. E. Olesen. 2011. “Winter Wheat Yield Response to Climate Variability in Denmark.” The Journal of Agricultural Science 149 (01): 33–47. doi:10.1017/S0021859610000675.
   Web of Science ®Google Scholar
• Lazof, D. B., and N. Bernstein. 1999. “Effects of Salinization on Nutrient Transport to Lettuce Leaves: Consideration of Leaf Developmental Stage.” New Phytologist 144 (1): 85–94. doi:10.1046/j.1469-8137.1999.00487.x.
   Web of Science ®Google Scholar
• Levenberg, K. 1944. “A Method for the Solution of Certain Problems in Least Squares.” Quarterly of Applied Mathematics 2: 164–168.
   Google Scholar
• Li, Y. H., W. Wang, M. Zhang, and X. Shi. 2013. “Heat Resources Variation During Growth Period of Winter Wheat in Hebei Province.” Journal of Arid Meteorology 1: 011. doi:10.11755/j.issn.1006-7639(2013)-01-0049.
   Google Scholar
• Liu, G. H., and H. J. Drost. 1997. Atlas of the Yellow River Delta. Beijing: Publishing House of Surveying and Mapping.
   Google Scholar
• Lobell, D. B., M. B. Burke, C. Tebaldi, M. D. Mastrandrea, W. P. Falcon, and R. L. Naylor. 2008. “Prioritizing Climate Change Adaptation Needs for Food Security in 2030.” Science 319 (5863): 607–610. doi:10.1126/science.1152339.
   PubMed Web of Science ®Google Scholar
• Longnecker, N., E. J. M. Kirby, and A. Robson. 1993. “Leaf Emergence, Tiller Growth, and Apical Development of Nitrogen-Dificient Spring Wheat.” Crop Science 33 (1). doi:10.2135/cropsci1993.0011183X003300010028x.
   Web of Science ®Google Scholar
• Lu, L., C. Wang, H. Guo, and Q. Li. 2013. “Detecting Winter Wheat Phenology with SPOT-VEGETATION Data in the North China Plain.” Geocarto International 29 (3): 244–255. doi:10.1080/10106049.2012.760004.
   Web of Science ®Google Scholar
• Maas, E. V., and C. M. Grieve. 1990. “Spike and Leaf Development of Sal-Stressed Wheat.” Crop Science 30 (6): 1309–1313. doi:10.2135/cropsci1990.0011183X003000060031x.
   Web of Science ®Google Scholar
• Marquardt, D. W. 1963. “An Algorithm for Least-Squares Estimation of Nonlinear Parameters.” Journal of the Society for Industrial & Applied Mathematics 11 (2): 431–441. doi:10.1137/0111030.
   Web of Science ®Google Scholar
• McKellip, R., D. Prados, R. Ryan, K. Ross, J. Spruce, G. Gasser, and R. Greer. 2008. “Remote-Sensing Time Series Analysis, a Vegetation Monitoring Tool.” Nasa Tech Briefs (4): 63–64.
   Google Scholar
• Naidu, R., and P. Rengasamy. 1993. “Ion Interactions and Constraints to Plant Nutrition in Australian Sodic Soils.” Australian Journal of Soil Research 31 (6): 801–819. doi:10.1071/SR9930801.
   Web of Science ®Google Scholar
• Oosterhuis, D. M., and P. M. Cartwright. 1983. “Spike Differentiation and Floret Survival in Semidwarf Spring Wheat as Affected by Water Stress and Photoperiod1.” Crop Science 23 (4): 711–717. doi:10.2135/cropsci1983.0011183X002300040026x.
   Web of Science ®Google Scholar
• Ramankutty, N., and J. A. Foley. 1998. “Characterizing Patterns of Global Land Use: An Analysis of Global Croplands Data.” Global Biogeochemical Cycles 12 (4): 667–685. doi:10.1029/98GB02512.
   Web of Science ®Google Scholar
• Reed, B. C., J. F. Brown, D. VanderZee, T. R. Loveland, J. W. Merchant, and D. O. Ohlen. 1994. “Measuring Phenological Variability from Satellite Imagery.” Journal of Vegetation Science 5 (5): 703–714. doi:10.2307/3235884.
   Web of Science ®Google Scholar
• Rengasamy, P., D. Chittleborough, and K. Helyar. 2003. “Root-Zone Constraints and Plant-Based Solutions for Dryland Salinity.” Plant and Soil 257 (2): 249–260. doi:10.1023/A:1027326424022.
   Web of Science ®Google Scholar
• Ross, K. W., G. Gasser, B. Spiering. 2008. “Feasibility of Estimating Relative Nutrient Contributions of Agriculture Using MODIS Time Series, Poster.” In Gulf of Mexico Alliance Monitoring Forum. Saint Petersburg, FL.
   Google Scholar
• Sadras, V. O., and J. P. Monzon. 2006. “Modelled Wheat Phenology Captures Rising Temperature Trends: Shortened Time to Flowering and Maturity in Australia and Argentina.” Field Crops Research 99 (2–3): 136–146. doi:10.1016/j.fcr.2006.04.003.
   Web of Science ®Google Scholar
• Sakamoto, T., M. Yokozawa, H. Toritani, M. Shibayama, N. Ishitsuka, and H. Ohno. 2005. “A Crop Phenology Detection Method Using Time-Series MODIS Data.” Remote Sensing of Environment 96 (3–4): 366–374. doi:10.1016/j.rse.2005.03.008.
   Web of Science ®Google Scholar
• Savitzky, A., and M. J. Golay. 1964. “Smoothing and Differentiation of Data by Simplified Least Squares Procedures.” Analytical Chemistry 36 (8): 1627–1639. doi:10.1021/ac60214a047.
   Web of Science ®Google Scholar
• Shannon, M. C., and C. M. Grieve. 1998. “Tolerance of Vegetable Crops to Salinity.” Scientia Horticulturae 78 (1–4): 5–38. doi:10.1016/S0304-4238(98)00189-7.
   Web of Science ®Google Scholar
• Simmons, S. R. 1987. “Growth, Development, and Physiology.” In Wheat and Wheat Improvement, 13. Madison, WI: American Society of Agronomy.
   Google Scholar
• Soudani, K., G. Le Maire, E. Dufrêne, C. François, N. Delpierre, E. Ulrich, and S. Cecchini. 2008. “Evaluation of the Onset of Green-Up in Temperate Deciduous Broadleaf Forests Derived from Moderate Resolution Imaging Spectroradiometer (MODIS) Data.” Remote Sensing of Environment 112 (5): 2643–2655. doi:10.1016/j.rse.2007.12.004.
   Web of Science ®Google Scholar
• Tao, F., M. Yokozawa, Y. Xu, Y. Hayashi, and Z. Zhang. 2006. “Climate Changes and Trends in Phenology and Yields of Field Crops in China, 1981–2000.” Agricultural and Forest Meteorology 138 (1–4): 82–92. doi:10.1016/j.agrformet.2006.03.014.
   Web of Science ®Google Scholar
• Viña, A., A. A. Gitelson, D. C. Rundquist, G. Keydan, B. Leavitt, and J. Schepers. 2004. “Monitoring Maize (L.) Phenology with Remote Sensing.” Agronomy Journal 96 (4): 1139–1147. doi:10.2134/agronj2004.1139.
   Web of Science ®Google Scholar
• Wang, H. L., Y. T. Gan, R. Y. Wang, J. Y. Niu, H. Zhao, Q. G. Yang, and G. C. Li. 2008. “Phenological Trends in Winter Wheat and Spring Cotton in Response to Climate Changes in Northwest China.” Agricultural and Forest Meteorology 148 (8–9): 1242–1251. doi:10.1016/j.agrformet.2008.03.003.
   Web of Science ®Google Scholar
• White, M. A., P. E. Thornton, and S. W. Running. 1997. “A Continental Phenology Model for Monitoring Vegetation Responses to Interannual Climatic Variability.” Global Biogeochemical Cycles 11 (2): 217–234. doi:10.1029/97GB00330.
   Web of Science ®Google Scholar
• Xiao, D., F. Tao, Y. Liu, W. Shi, M. Wang, F. Liu, S. Zhang, and Z. Zhu. 2013. “Observed Changes in Winter Wheat Phenology in the North China Plain for 1981–2009.” International Journal of Biometeorology 57 (2): 275–285. doi:10.1007/s00484-012-0552-8.
   PubMed Web of Science ®Google Scholar
• Xu, X., H. Guo, X. Chen, H. Lin, and Q. Du. 2002. “A Multi-Scale Study on Land Use and Land Cover Quality Change: The Case of the Yellow River Delta in China.” GeoJournal 56 (3): 177–183. doi:10.1023/A:1025175409094.
   Google Scholar
• Yan, H., and X. Xiao. 2010. “Satellite Observed Crop Calendar and Its Spatiotemporal Characteristics in Multiple Cropping Area of Huang-Huai-Hai Plain, China (In Chinese).” Acta Ecologica Sinica 30 (9): 2416–2423.
   Google Scholar
• Yang, L., C. Huang, G. Liu, J. Liu, and A.-X. Zhu. 2015. “Mapping Soil Salinity Using A Similarity-Based Prediction Approach: A Case Study in Huanghe River Delta, China.” Chinese Geographical Science 25 (3): 283–294. doi:10.1007/s11769-015-0740-7.
   Web of Science ®Google Scholar
• Yu, J., Y. Li, G. Han, D. Zhou, Y. Fu, B. Guan, G. Wang, K. Ning, H. Wu, and J. Wang. 2014. “The Spatial Distribution Characteristics of Soil Salinity in Coastal Zone of the Yellow River Delta.” Environmental Earth Sciences 72 (2): 589–599. doi:10.1007/s12665-013-2980-0.
   Web of Science ®Google Scholar
• Zhang, X., M. A. Friedl, and C. B. Schaaf. 2006. “Global Vegetation Phenology from Moderate Resolution Imaging Spectroradiometer (MODIS): Evaluation of Global Patterns and Comparison with in Situ Measurements.” Journal of Geophysical Research: Biogeosciences (2005–2012) 111 (G4). doi:10.1029/2006JG000217.
   PubMed Web of Science ®Google Scholar
• Zhang, X., M. A. Friedl, C. B. Schaaf, A. H. Strahler, J. C. Hodges, F. Gao, B. C. Reedb, and A. Huete. 2003. “Monitoring Vegetation Phenology using MODIS.” Remote Sensing of Environment 84 (3): 471–475. doi:10.1016/S0034-4257(02)00135-9.
   Web of Science ®Google Scholar