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Research Article

The impact of indicator selection on assessment of global greening

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Pages 372-385 | Received 27 Jun 2020, Accepted 14 Jan 2021, Published online: 05 Feb 2021

References

  • Alcaraz‐Segura, D., E. Chuvieco, H. E. Epstein, E. S. Kasischke, and A. Trishchenko. 2010. “Debating the Greening Vs. Browning of the North American Boreal Forest: Differences between Satellite Datasets.” Global Change Biol 16: 760–770. doi:10.1111/j.1365-2486.2009.01956.x.
  • Andela, N., Y. Liu, A. Van Dijk, R. De Jeu, and T. McVicar. 2013. “Global Changes in Dryland Vegetation Dynamics (1988-2008) Assessed by Satellite Remote Sensing: Comparing a New Passive Microwave Vegetation Density Record with Reflective Greenness Data.” Biogeosciences 10 (10): 6657–6676.
  • Badgley, G., C. B. Field, and J. A. Berry. 2017. “Canopy Near-infrared Reflectance and Terrestrial Photosynthesis.” Science Advances 3: e1602244. doi:10.1126/sciadv.1602244.
  • Badgley, G., L. D. L. Anderegg, J. A. Berry, and C. B. Field. 2019. “Terrestrial Gross Primary Production: Using NIRV to Scale from Site to Globe.” Global Change Biol 25: 3731–3740. doi:10.1111/gcb.14729.
  • Beck, H. E., T. R. McVicar, A. I. J. M. van Dijk, J. Schellekens, R. A. M. de Jeu, and L. A. Bruijnzeel. 2011. “Global Evaluation of Four AVHRR–NDVI Data Sets: Intercomparison and Assessment against Landsat Imagery.” Remote Sensing of Environment 115: 2547–2563. doi:10.1016/j.rse.2011.05.012.
  • Bianchi, E., R. Villalba, and A. Solarte. 2020. “NDVI Spatio-temporal Patterns and Climatic Controls over Northern Patagonia.” Ecosystems 23: 84–97. doi:10.1007/s10021-019-00389-3.
  • Brandt, M., C. Mbow, A. A. Diouf, A. Verger, C. Samimi, and R. Fensholt. 2015. “Ground- and Satellite-based Evidence of the Biophysical Mechanisms behind the Greening Sahel.” Global Change Biol 21: 1610–1620. doi:10.1111/gcb.12807.
  • Brandt, M., K. Rasmussen, P. Hiernaux, S. Herrmann, C. J. Tucker, X. Tong, F. Tian, et al. 2018a. “Reduction of Tree Cover in West African Woodlands and Promotion in Semi-arid Farmlands.” Nature Geoscience 11: 328–333. doi:10.1038/s41561-018-0092-x.
  • Brandt, M., Y. Yue, J. P. Wigneron, X. Tong, F. Tian, M. R. Jepsen, X. Xiao, et al. 2018b. “Satellite-Observed Major Greening and Biomass Increase in South China Karst during Recent Decade.” Earth’s Future 6: 1017–1028. doi:10.1029/2018EF000890.
  • Burrell, A. L., J. P. Evans, and Y. Liu. 2018. “The Impact of Dataset Selection on Land Degradation Assessment.” Isprs J Photogramm 146: 22–37.
  • Chen, C., T. Park, X. Wang, S. Piao, B. Xu, R. K. Chaturvedi, R. Fuchs, et al. 2019. “China and India Lead in Greening of the World through Land-use Management.” Nature Sustainability 2: 122–129. doi:10.1038/s41893-019-0220-7.
  • De Jong, R., J. Verbesselt, M. E. Schaepman, and S. De Bruin. 2012. “Trend Changes in Global Greening and Browning: Contribution of Short-term Trends to Longer-term Change.” Global Change Biol 18: 642–655. doi:10.1111/j.1365-2486.2011.02578.x.
  • Evans, J., and R. Geerken. 2004. “Discrimination between Climate and Human-induced Dryland Degradation.” Journal of Arid Environments 57: 535–554. doi:10.1016/S0140-1963(03)00121-6.
  • Forkel, M., N. Carvalhais, J. Verbesselt, M. D. Mahecha, C. S. R. Neigh, and M. Reichstein. 2013. “Trend Change Detection in NDVI Time Series: Effects of Inter-annual Variability and Methodology.” Remote Sensing 5: 2113–2144. doi:10.3390/rs5052113.
  • Gibbs, H. K., and J. M. Salmon. 2015. “Mapping the World’s Degraded Lands.” Applied Geography 57: 12–21. doi:10.1016/j.apgeog.2014.11.024.
  • Heinsch, F. A., H. Hashimoto, M. Zhao, M. Reeves, R. R. Nemani, and S. W. Running. 2004. “A Continuous Satellite-Derived Measure of Global Terrestrial Primary Production.” Bioscience 54: 547–560. doi:10.1641/0006-3568(2004)054[0547:ACSMOG]2.0.CO;2.
  • Huang, K., J. Xia, Y. Wang, A. Ahlström, J. Chen, R. B. Cook, E. Cui, et al. 2018. “Enhanced Peak Growth of Global Vegetation and Its Key Mechanisms.” Nature Ecology & Evolution 2: 1897–1905. doi:10.1038/s41559-018-0714-0.
  • Jiang, C., Y. Ryu, H. Fang, R. Myneni, M. Claverie, and Z. Zhu. 2017. “Inconsistencies of Interannual Variability and Trends in Long-term Satellite Leaf Area Index Products.” Global Change Biol 23: 4133–4146. doi:10.1111/gcb.13787.
  • Jiang, Z., A. R. Huete, K. Didan, and T. Miura. 2008. “Development of a Two-band Enhanced Vegetation Index without a Blue Band.” Remote Sensing of Environment 112: 3833–3845. doi:10.1016/j.rse.2008.06.006.
  • Kendall, M. G. 1975. Rank Correlation Methods. London: Griffin.
  • Lee, J.-E., C. Frankenberg, C. van der Tol, J. A. Berry, L. Guanter, C. K. Boyce, J. B. Fisher, E. Morrow, J. R. Worden, and S. Asefi. 2013. “Forest Productivity and Water Stress in Amazonia: Observations from GOSAT Chlorophyll Fluorescence.” Proceedings of the Royal Society B: Biological Sciences 280: 20130171. doi:10.1098/rspb.2013.0171.
  • McNally, A., K. Arsenault, S. Kumar, S. Shukla, P. Peterson, S. Wang, C. Funk, C. D. Peters-Lidard, and J. P. Verdin. 2017. “A Land Data Assimilation System for sub-Saharan Africa Food and Water Security Applications.” Scientific Data 4: 170012. doi:10.1038/sdata.2017.12.
  • Murthy, K., and S. Bagchi. 2018. “Spatial Patterns of Long‐term Vegetation Greening and Browning are Consistent across Multiple Scales: Implications for Monitoring Land Degradation.” Land Degrad Dev 29: 2485–2495. doi:10.1002/ldr.3019.
  • Myers-Smith, I. H., J. T. Kerby, G. K. Phoenix, J. W. Bjerke, H. E. Epstein, J. J. Assmann, C. John, L. Andreu-Hayles, S. Angers-Blondin, and P. S. Beck. 2020. “Complexity Revealed in the Greening of the Arctic.” Nature Climate Change 10: 106–117. doi:10.1038/s41558-019-0688-1.
  • Myneni, R. B., F. G. Hall, P. J. Sellers, and A. L. Marshak. 1995. “The Interpretation of Spectral Vegetation Indexes.” Ieee T Geosci Remote 33: 481–486. doi:10.1109/TGRS.1995.8746029.
  • Park, T., C. Chen, M. Macias-Fauria, H. Tømmervik, S. Choi, A. Winkler, U. S. Bhatt, et al. 2019. “Changes in Timing of Seasonal Peak Photosynthetic Activity in Northern Ecosystems.” Global Change Biology 25 (7): 2382–2395. doi:10.1111/gcb.14638.
  • Pettorelli, N., J. O. Vik, A. Mysterud, J.-M. Gaillard, C. J. Tucker, and N. C. Stenseth. 2005. “Using the Satellite-derived NDVI to Assess Ecological Responses to Environmental Change.” Trends In Ecology & Evolution 20 (9): 503–510.
  • Piao, S., X. Wang, T. Park, C. Chen, X. Lian, Y. He, J. W. Bjerke, et al. 2020. “Characteristics, Drivers and Feedbacks of Global Greening.” Nature Reviews Earth & Environment 1: 14–27. doi:10.1038/s43017-019-0001-x.
  • Qiu, B., H. Li, C. Chen, Z. Tang, K. Zhang, and J. Berry. 2019. “Tracking Spatial-temporal Landscape Changes of Impervious Surface Areas, Bare Lands, and Inundation Areas in China during 2001-2017.” Land Degradation & Development 0 (ja). doi: 10.1002/ldr.3352.
  • Qiu, B., H. Li, Z. Tang, C. Chen, and J. Berry. 2020. “How Cropland Losses Shaped by Unbalanced Urbanization Process?” Land Use Policy 96: 104715. doi:10.1016/j.landusepol.2020.104715.
  • Qiu, B., M. Feng, and Z. Tang. 2016. “A Simple Smoother Based on Continuous Wavelet Transform: Comparative Evaluation Based on the Fidelity, Smoothness and Efficiency in Phenological Estimation.” Int. J. Appl. Earth. Obs. 47: 91–101. doi:10.1016/j.jag.2015.11.009.
  • Scheftic, W., X. Zeng, P. Broxton, and M. Brunke. 2014. “Intercomparison of Seven NDVI Products over the United States and Mexico.” Remote Sensing 6: 1057–1084. doi:10.3390/rs6021057.
  • Schwalm, C. R., W. R. L. Anderegg, A. M. Michalak, J. B. Fisher, F. Biondi, G. Koch, M. Litvak, et al. 2017. “Global Patterns of Drought Recovery.” Nature 548: 202. doi:10.1038/nature23021.
  • Shukla, J. S., E. Calvo Buendia, V. Masson-Delmotte, H.-O. Pörtner, D. C. Roberts, P. Zhai, R. Slade, et al. (Eds.). 2019. Climate Change and Land: an IPCC Special Report on Climate Change, Desertification, Land Degradation, Sustainable Land Management, Food Security, and Greenhouse Gas Fluxes in Terrestrial Ecosystems. Geneva, Switzerland: IPCC.
  • Song, X.-P., M. C. Hansen, S. V. Stehman, P. V. Potapov, A. Tyukavina, E. F. Vermote, and J. R. Townshend. 2018. “Global Land Change from 1982 to 2016.” Nature 560: 639–643. doi:10.1038/s41586-018-0411-9.
  • Stocker, B. D., J. Zscheischler, T. F. Keenan, I. C. Prentice, S. I. Seneviratne, and J. Peñuelas. 2019. “Drought Impacts on Terrestrial Primary Production Underestimated by Satellite Monitoring.” Nature Geoscience 12: 264–270. doi:10.1038/s41561-019-0318-6.
  • Sun, Z., X. Wang, X. Zhang, H. Tani, E. Guo, S. Yin, and T. Zhang. 2019. “Evaluating and Comparing Remote Sensing Terrestrial GPP Models for Their Response to Climate Variability and CO2 Trends.” The Science of the Total Environment 668: 696–713. doi:10.1016/j.scitotenv.2019.03.025.
  • Tramontana, G., M. Jung, C. R. Schwalm, K. Ichii, G. Camps-Valls, B. Ráduly, M. Reichstein, et al. 2016. “Predicting Carbon Dioxide and Energy Fluxes across Global FLUXNET Sites with Regression Algorithms.” Biogeosciences 13: 4291–4313. doi:10.5194/bg-13-4291-2016.
  • Treharne, R., J. W. Bjerke, H. Tømmervik, L. Stendardi, and G. K. Phoenix. 2019. “Arctic Browning: Impacts of Extreme Climatic Events on Heathland Ecosystem CO2 Fluxes.” Global Change Biol 25: 489–503. doi:10.1111/gcb.14500.
  • Verbesselt, J., R. Hyndman, G. Newnham, and D. Culvenor. 2010. “Detecting Trend and Seasonal Changes in Satellite Image Time Series.” Remote Sensing of Environment 114: 106–115. doi:10.1016/j.rse.2009.08.014.
  • Verbyla, D. 2008. “The Greening and Browning of Alaska Based on 1982–2003 Satellite Data.” Global Ecol Biogeogr 17: 547–555. doi:10.1111/j.1466-8238.2008.00396.x.
  • Yang, J., H. Tian, S. Pan, G. Chen, B. Zhang, and S. Dangal. 2018. “Amazon Drought and Forest Response: Largely Reduced Forest Photosynthesis but Slightly Increased Canopy Greenness during the Extreme Drought of 2015/2016.” Global Change Biol 24: 1919–1934. doi:10.1111/gcb.14056.
  • Zhang, F., J. M. Chen, J. Chen, C. M. Gough, T. A. Martin, and D. Dragoni. 2012. “Evaluating Spatial and Temporal Patterns of MODIS GPP over the Conterminous U.S. Against Flux Measurements and a Process Model.” Remote Sensing of Environment 124: 717–729. doi:10.1016/j.rse.2012.06.023.
  • Zhang, Y., C. Song, L. E. Band, G. Sun, and J. Li. 2017a. “Reanalysis of Global Terrestrial Vegetation Trends from MODIS Products: Browning or Greening?” Remote Sensing of Environment 191: 145–155. doi:10.1016/j.rse.2016.12.018.
  • Zhang, Y., D. Kong, R. Gan, F. H. S. Chiew, T. R. McVicar, Q. Zhang, and Y. Yang. 2019. “Coupled Estimation of 500 M and 8-day Resolution Global Evapotranspiration and Gross Primary Production in 2002–2017.” Remote Sensing of Environment 222: 165–182. doi:10.1016/j.rse.2018.12.031.
  • Zhang, Y., X. Xiao, X. Wu, S. Zhou, G. Zhang, Y. Qin, and J. Dong. 2017b. “A Global Moderate Resolution Dataset of Gross Primary Production of Vegetation for 2000–2016.” Scientific Data 4: 170165. doi:10.1038/sdata.2017.165.
  • Zhao, M., and S. W. Running. 2010. “Drought-Induced Reduction in Global Terrestrial Net Primary Production from 2000 through 2009.” Science 329: 940–943. doi:10.1126/science.1192666.
  • Zhu, Z., S. Piao, R. B. Myneni, M. Huang, Z. Zeng, J. G. Canadell, P. Ciais, et al. 2016. “Greening of the Earth and Its Drivers.” Nature Climate Change 6: 791. doi:10.1038/nclimate3004.

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