A biophysically based and objective satellite seasonality observation method for applications over the Arctic

References

• Borner, A. P., K. Kielland, and M. D. Walker. 2008. “Effects of Simulated Climate Change on Plant Phenology and Nitrogen Mineralization in Alaskan Arctic Tundra.” Arctic, Antarctic, and Alpine Research 40 (1): 27–38. doi:10.1657/1523-0430(06-099)[BORNER]2.0.CO;2.
   Web of Science ®Google Scholar
• Chen, W., W. R. Chen, J. Li, Y. Zhang, R. Fraser, I. Olthof, S. Leblanc, and Z. Chen. 2012. “Mapping Aboveground and Foliage Biomass over the Porcupine Caribou Habitat in Northern Yukon and Alaska Using Landsat and JERS-1/SAR Data.” In Remote Sensing of Biomass: Principles and Applications, edited by T. Fatoyinbo, 231–252. Rijeka: InTECH. ISBN 978-953-51-0313-4
   Google Scholar
• Chen, W., N. Foy, I. Olthof, R. Latifovic, Y. Zhang, J. Li, R. Fraser, Z. Chen, D. McLennan, J. Poitevin, P. Zorn, J. Quirouette, and H. M. Stewart. 2013. “Evaluating and Reducing Errors in Seasonal Profiles of AVHRR Vegetation Indices over a Canadian Northern National Park Using a Cloudiness Index.” International Journal of Remote Sensing 34 (12): 4320–4343. doi:10.1080/01431161.2013.775536.
   Web of Science ®Google Scholar
• Chen, W., J. Li, Y. Zhang, F. Zhou, K. Koehler, S. Leblanc, R. Fraser, I. Olthof, Y. S. Zhang, and J. Wang. 2009. “Relating Biomass and Leaf Area Index to Non-destructive Measurements in Order to Monitor Changes in Arctic Vegetation.” Arctic 62 (3): 281–294. doi:10.14430/arctic148.
   Web of Science ®Google Scholar
• Chen, W., P. Zorn, Z. Chen, R. Latifovic, Y. Zhang, J. Li, J. Quirouette, I. Olthof, R. Fraser, D. Mclennan, J. Poitevin, H. M. Stewart, and R. Sharma. 2013. “Propagation of Errors Associated with Scaling Foliage Biomass from Field Measurements to Remote Sensing Data over a Northern Canadian National Park.” Remote Sensing of Environment 130: 205–218. doi:10.1016/j.rse.2012.11.012.
   Web of Science ®Google Scholar
• Chen, Z., W. Chen, S. G. Leblanc, and G. Henry. 2010. “Digital Photograph Analysis for Measuring Percent Plant Cover in the Arctic.” Arctic 63 (3): 315–326. doi:10.14430/arctic1495.
   Web of Science ®Google Scholar
• Delbart, N., L. Kergoat, T. Le Toan, J. Lhermitte, and G. Picard. 2005. “Determination of Phenological Dates in Boreal Regions Using Normalized Difference Water Index.” Remote Sensing of Environment 97: 26–38. doi:10.1016/j.rse.2005.03.011.
   Web of Science ®Google Scholar
• Fensholt, R., and I. Sandholt. 2005. “Evaluation of MODIS and NOAA AVHRR Vegetation Indices with In-Situ Measurements in a Semi-Arid Environment.” International Journal of Remote Sensing 26: 2561–2594. doi:10.1080/01431160500033724.
   Web of Science ®Google Scholar
• Fisher, J., J. Mustard, and M. Vadeboncoeur. 2006. “Green Leaf Phenology at Landsat Resolution: Scaling from the Field to the Satellite.” Remote Sensing of Environment 100: 265–279. doi:10.1016/j.rse.2005.10.022.
   Web of Science ®Google Scholar
• Fraser, R. H., I. Olthof, M. Carrière, A. Deschamps, and D. Pouliot. 2012. “A Method for Trend-Based Change Analysis in Arctic Tundra Using the 25-Year Landsat Archive.” Polar Record 48: 83–93. doi:10.1017/S0032247411000477.
   Web of Science ®Google Scholar
• Frich, P., L. V. Alexander, P. Della-Marta, B. Gleason, M. Haylock, A. M. G. Klein Tank, and T. Peterson. 2002. “Observed Coherent Changes in Climatic Extremes during the Second Half of the Twentieth Century.” Climate Research 19: 193–212. doi:10.3354/cr019193.
   Web of Science ®Google Scholar
• Hird, J. N., and G. J. McDermid. 2009. “Noise Reduction of NDVI Time Series: An Empirical Comparison of Selected Techniques.” Remote Sensing of Environment 113: 248–258. doi:10.1016/j.rse.2008.09.003.
   Web of Science ®Google Scholar
• Humphreys, E. R., and P. M. Lafleur. 2011. “Does Earlier Snowmelt Lead to Greater CO2 Sequestration in Two Low Arctic Tundra Ecosystems?” Geophysical Research Letters 38: L09703. doi:10.1029/2011GL047339.
   Web of Science ®Google Scholar
• Jia, G. J., H. E. Epstein, and D. A. Walker. 2004. “Controls over Intra-Seasonal Dynamics of AVHRR NDVI for the Arctic Tundra in Northern Alaska.” International Journal of Remote Sensing 25: 1547–1564. doi:10.1080/0143116021000023925.
   Web of Science ®Google Scholar
• Jonsson, P., and L. Eklundh. 2002. “Seasonality Extraction by Function Fitting to Time-Series of Satellite Sensor Data.” IEEE Transactions on Geoscience and Remote Sensing 40: 1824–1832. doi:10.1109/TGRS.2002.802519.
   Web of Science ®Google Scholar
• Latifovic, R., D. Pouliot, and C. Dillabaugh. 2012. “Identification and Correction of Systematic Error in NOAA AVHRR Long-Term Satellite Data Record.” Remote Sensing of Environment 127: 84–97. doi:10.1016/j.rse.2012.08.032.
   Web of Science ®Google Scholar
• Latifovic, R., A. Trishchenko, J. Chen, W. Park, K. Khlopenkov, R. Fernandes, D. Pouliot, C. Ungureanu, Y. Luo, S. Wang, A. Davidson, and J. Cihlar. 2005. “Generating Historical AVHRR 1 km Baseline Satellite Data Records over Canada Suitable for Climate Change Studies.” Canadian Journal of Remote Sensing 31: 324–346. doi:10.5589/m05-024.
   Google Scholar
• Li, J., and W. Chen. 2005. “A Rule-Based Method for Mapping Canada’s Wetlands Using Optical, Radar and DEM Data.” International Journal of Remote Sensing 26: 5051–5069. doi:10.1080/01431160500166516.
   Web of Science ®Google Scholar
• Lloyd, D. 1990. “A Phenological Classification of Terrestrial Vegetation Cover Using Shortwave Vegetation Index Imagery.” International Journal of Remote Sensing 11: 2269–2279. doi:10.1080/01431169008955174.
   Web of Science ®Google Scholar
• Lobell, D. B., and G. P. Asner. 2002. “Moisture Effects on Soil Reflectance.” Soil Science Society of America Journal 66: 722–727. doi:10.2136/sssaj2002.7220.
   Web of Science ®Google Scholar
• Markon, C. J., M. D. Fleming, and E. F. Binnian. 1995. “Characteristics of Vegetation Phenology over the Alaskan Landscape Using AVHRR Time-Series Data.” Polar Record 31: 179–190. doi:10.1017/S0032247400013681.
   Google Scholar
• Olthof, I., R. Latifovic, and D. Pouliot. 2009. “Development of a Circa 2000 Land Cover Map of Northern Canada at 30 m Resolution from Landsat.” Canadian Journal of Remote Sensing 35: 152–165. doi:10.5589/m09-007.
   Web of Science ®Google Scholar
• Peltoniemi, J. I., J. Suomalainen, E. Puttonen, J. Näränen, and M. Rautiainen. 2008. “Reflectance Properties of Selected Arctic-Boreal Land Cover Types: Field Measurements and Their Application in Remote Sensing.” Biogeosciences Discussions 5: 1069–1095. doi:10.5194/bgd-5-1069-2008.
   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: 703–714. doi:10.2307/3235884.
   Web of Science ®Google Scholar
• Roy, D. P., J. Ju, P. Lewis, C. Schaaf, F. Gao, M. Hansen, and E. Lindquist. 2008. “Multi-Temporal Modis–Landsat Data Fusion for Relative Radiometric Normalization, Gap Filling, and Prediction of Landsat Data.” Remote Sensing of Environment 112: 3112–3130. doi:10.1016/j.rse.2008.03.009.
   Web of Science ®Google Scholar
• Russell, D. E., A. M. Martel, and W. A. C. Nixon. 1993. “Range Ecology of the Porcupine Caribou Herd in Canada.” Rangifer (Special Issue) 8: 1–168.
   Google Scholar
• Suzuki, R., T. Nomaki, and T. Yasunari. 2003. “West-East Contrast of Phenology and Climate in Northern Asia Revealed Using a Remotely Sensed Vegetation Index.” International Journal of Biometeorology 47: 126–138.
   PubMed Web of Science ®Google Scholar
• Vermote, E., D. Tanre, J. L. Deuze, M. Herman, and -J.-J. Morcette. 1997. “Second Simulation of the Satellite Signal in the Solar Spectrum, 6S: An Overview.” IEEE Transactions on Geoscience and Remote Sensing 35: 675–686. doi:10.1109/36.581987.
   Web of Science ®Google Scholar
• Vierling, L. A., D. W. Deering, and T. F. Eck. 1997. “Differences in Arctic Tundra Vegetation Type and Phenology as Seen Using Bidirectional Radiometry in the Early Growing Season.” Remote Sensing of Environment 60: 71–82. doi:10.1016/S0034-4257(96)00139-3.
   Web of Science ®Google Scholar
• White, M. A., K. M. De Beurs, K. Didan, D. W. Inouye, A. D. Richardson, O. P. Jensen, J. O’Keefe, G. Zhang, R. R. Nemani, W. J. D. Van Leeuwen, J. F. Brown, A. De Wit, M. Schaepman, X. M. Lin, M. Dettinger, A. S. Bailey, J. Kimball, M. D. Schwartz, D. D. Baldocchi, J. T. Lee, and W. K. Lauenroth. 2009. “Intercomparison, Interpretation, and Assessment of Spring Phenology in North America Estimated from Remote Sensing for 1982-2006.” Global Change Biology 15: 2335–2359. doi:10.1111/j.1365-2486.2009.01910.x.
   Web of Science ®Google Scholar
• White, M. A., and R. R. Nemani. 2006. “Real-Time Monitoring and Short-Term Forecasting of Land Surface Phenology.” Remote Sensing of Environment 104: 43–49. doi:10.1016/j.rse.2006.04.014.
   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: 217–234. doi:10.1029/97GB00330.
   Web of Science ®Google Scholar
• Zeng, H., G. Jia, and H. Epstein. 2011. “Recent Changes in Phenology over the Northern High Latitudes Detected from Multi-Satellite Data.” Environmental Research Letters 6: 045508. doi:10.1088/1748-9326/6/4/045508.
   Web of Science ®Google Scholar
• Zhang, X., M. A. Friedl, C. B. Schaaf, A. H. Strahler, J. C. F. Hodges, F. Gao, B. C. Reed, and A. Huete. 2003. “Monitoring Vegetation Phenology Using MODIS.” Remote Sensing of Environment 84: 471–475. doi:10.1016/S0034-4257(02)00135-9.
   Web of Science ®Google Scholar