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Research Article

Spatiotemporal variation in bamboo Solar-induced chlorophyll fluorescence (SIF) in China based on the global Orbiting Carbon Observatory-2 (OCO-2) carbon satellite and study on the response to climate and terrain

Yanxin Xua State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Xuejian Lia State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Huaqiang Dua State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0002-6765-2279View further author information
ORCID Icon,
Fangjie Maoa State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Guomo Zhoua State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Zihao Huanga State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Di’en Zhua State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;d The College of Forestry, Beijing Forestry University, Beijing, ChinaView further author information
,
Qi Chena State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
,
Chi Nia State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
&
Keruo Guoa State Key Laboratory of Subtropical Silviculture, Zhejiang A & F University, Hangzhou, China;b Key Laboratory of Carbon Cycling in Forest Ecosystems and Carbon Sequestration of Zhejiang Province, Zhejiang A & F University, Hangzhou, China;c School of Environmental and Resources Science, Zhejiang A & F University, Hangzhou, ChinaView further author information
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Article: 2253952 | Received 15 Mar 2023, Accepted 27 Aug 2023, Published online: 05 Sep 2023

References

  • Adams, H. R., H. R. Barnard, and A. K. Loomis. 2014. “Topography Alters Tree Growth–Climate Relationships in a Semi-Arid Forested Catchment.” Ecosphere 5 (11): art148. https://doi.org/10.1890/ES14-00296.1.
  • Anderegg, W. R. L., A. P. Ballantyne, W. K. Smith, J. Majkut, S. Rabin, C. Beaulieu, R. Birdsey, et al. 2015. “Tropical Nighttime Warming as a Dominant Driver of Variability in the Terrestrial Carbon Sink.” Proceedings of the National Academy of Sciences 112 (51): 15591–21. https://doi.org/10.1073/pnas.1521479112.
  • Benitez, J., J. Henseler, A. Castillo, and F. Schuberth. 2020. “How to Perform and Report an Impactful Analysis Using Partial Least Squares: Guidelines for Confirmatory and Explanatory is Research.” Information & Management 57 (2): 103168. https://doi.org/10.1016/j.im.2019.05.003.
  • Berger, C., M. Schulze, D. Rieke-Zapp, and F. Schlunegger. 2010. “Rill Development and Soil Erosion: A Laboratory Study of Slope and Rainfall Intensity.” Earth Surface Processes and Landforms 35 (12): 1456–1467. https://doi.org/10.1002/esp.1989.
  • Cai, B., and H. Jin. 2010. “Biological Characteristics of Bamboo and It Application in Scenic Gardening.” World Bamboo and Rattan 8 (04): 39–43.
  • Cao, S., Y. He, L. Zhang, Q. Sun, Y. Zhang, H. Li, X. Wei, and Y. Liu. 2023. “Spatiotemporal Dynamics of Vegetation Net Ecosystem Productivity and Its Response to Drought in Northwest China.” GIScience & Remote Sensing 60 (1): 2194597. https://doi.org/10.1080/15481603.2023.2194597.
  • Cheng, Y., Z. S. Yuan, Y. J. Li, J. J. Fan, M. Q. Suo, and Y. C. Wang. 2023. “The Influence of Different Climate and Terrain Factors on Vegetation Dynamics in the Lancang River Basin.” Water 15 (1): 19. https://doi.org/10.3390/w15010019.
  • Chin, W. W., and P. R. Newsted. 1999. “Structural Equation Modeling Analysis with Small Samples Using Partial Least Square.” Statistical Strategies for Small Sample Research 1: 307–341.
  • Cui, L., H. Du, G. Zhou, X. Li, F. Mao, X. Xu, W. Fan, et al. 2019. “Combination of Decision Tree and Mixed Pixel Decomposition for Extracting Bamboo Forest Information in China.” Journal of Remote Sensing 23 (1): 166–176. https://doi.org/10.11834/jrs.20187155.
  • Daly, C., D. R. Conklin, and M. H. Unsworth. 2010. “Local Atmospheric Decoupling in Complex Topography Alters Climate Change Impacts.” International Journal of Climatology 30 (12): 1857–1864. https://doi.org/10.1002/joc.2007.
  • Ding, Y., Z. Li, and S. Peng. 2020. “Global Analysis of Time-Lag and -Accumulation Effects of Climate on Vegetation Growth.” International Journal of Applied Earth Observation and Geoinformation 92:102179. https://doi.org/10.1016/j.jag.2020.102179.
  • Dirzyte, A., A. Perminas, and E. Biliuniene. 2021. “Psychometric Properties of Satisfaction with Life Scale (SWLS) and Psychological Capital Questionnaire (PCQ-24) in the Lithuanian Population.” International Journal of Environmental Research and Public Health 18 (5): 2608. https://doi.org/10.3390/ijerph18052608.
  • Du, S. S., L. Y. Liu, X. J. Liu, X. Zhang, X. Y. Zhang, Y. M. Bi, and L. C. Zhang. 2018. “Retrieval of Global Terrestrial Solar-Induced Chlorophyll Fluorescence from TanSat Satellite.” Science Bulletin 63:1502–1512. https://doi.org/10.1016/j.scib.2018.10.003.
  • Du, H., F. Mao, X. Li, G. Zhou, Y. Zhou, N. Han, S. Sun, et al. 2018. “Mapping Global Bamboo Forest Distribution Using Multisource Remote Sensing Data.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 11 (5): 1–14. https://doi.org/10.1109/JSTARS.2018.2800127.
  • Feng, L., D. Yang, and Y. Y. Huang. 2020. “Vegetation NDVI Characteristics and Response to Extreme Climate in Sichuan and Chongqing from 2000 to 2017.” Chinese Journal of Ecology 39 (7): 2316–2326.
  • Frankenberg, C., J. B. Fisher, J. Worden, G. Badgley, S. S. Saatchi, J. E. Lee, G. C. Toon, A. Butz, M. Jung, and A. Kuze. 2011. “New Global Observations of the Terrestrial Carbon Cycle from GOSAT: Patterns of Plant Fluorescence with Gross Primary Productivity.” Geophysical Research Letters 38 (17). https://doi.org/10.1029/2011GL048738.
  • Gao, Y., S. H. Wang, K. Guan, A. Wolanin, L. Z. You, W. M. Ju, and Y. G. Zhang. 2020. “The Ability of Sun-Induced Chlorophyll Fluorescence from OCO-2 and MODIS-EVI to Monitor Spatial Variations of Soybean and Maize Yields in the Midwestern USA.” Remote Sensing 12 (7): 1111. https://doi.org/10.3390/rs12071111.
  • Green, J. K., A. G. Konings, S. H. Alemohammad, J. Berry, D. Entekhabi, J. Kolassa, J. E. Lee, and P. Gentine. 2017. “Regionally Strong Feedbacks Between the Atmosphere and Terrestrial Biosphere.” Nature Geoscience 10 (6): 410–414. https://doi.org/10.1038/ngeo2957.
  • Guan, K., J. A. Berry, Y. G. Zhang, J. Joiner, L. Guanter, G. Badgley, and D. B. Lobell. 2016. “Improving the Monitoring of Crop Productivity Using Spaceborne Solar-Induced Fluorescence.” Global Change Biology 22 (2): 716–726. https://doi.org/10.1111/gcb.13136.
  • Guanter, L., C. Frankenberg, A. Dudhia, P. E. Lewis, J. Gómez-Dans, A. Kuze, H. Suto, and R. G. Grainger. 2012. “Retrieval and Global Assessment of Terrestrial Chlorophyll Fluorescence from GOSAT Space Measurements.” Remote Sensing of Environment 121:236–251. https://doi.org/10.1016/j.rse.2012.02.006.
  • Han, J. C., Y. F. Huang, H. Zhang, and X. F. Wu. 2019. “Characterization of Elevation and Land Cover Dependent Trends of NDVI Variations in the Hexi Region, Northwest China.” Journal of Environmental Management 232:1037–1048. https://doi.org/10.1016/j.jenvman.2018.11.069.
  • Harka, A. E., N. B. Jilo, and F. Behulu. 2021. “Spatial-Temporal Rainfall Trend and Variability Assessment in the Upper Wabe Shebelle River Basin, Ethiopia: Application of Innovative Trend Analysis Method.” Journal of Hydrology: Regional Studies 37:100915. https://doi.org/10.1016/j.ejrh.2021.100915.
  • He, B., A. F. Chen, W. G. Jiang, and Z. Y. Chen. 2017. “The Response of Vegetation Growth to Shifts in Trend of Temperature in China.” Journal of Geographical Sciences 27 (7): 801–816. https://doi.org/10.1007/s11442-017-1407-3.
  • Henseler, J., T. K. Dijkstra, M. Sarstedt, C. M. Ringle, A. Diamantopoulos, D. W. Straub, D. J. Ketchen, J. F. Hair, G. T. M. Hult, and R. J. Calantone. 2014. “Common Beliefs and Reality About PLS: Comments on Rönkkö and Evermann (2013).” Organizational Research Methods 17 (2): 182–209. https://doi.org/10.1177/1094428114526928.
  • Huang, N., J.-S. He, L. Chen, and L. Wang. 2018. “No Upward Shift of Alpine Grassland Distribution on the Qinghai-Tibetan Plateau Despite Rapid Climate Warming from 2000 to 2014.” Science of the Total Environment 625:1361–1368. https://doi.org/10.1016/j.scitotenv.2018.01.034.
  • Janzen, D. H. 1976. “Why Bamboos Wait so Long to Flower.” Annual Review of Ecology and Systematics 7 (1): 347–391. https://doi.org/10.1146/annurev.es.07.110176.002023.
  • Jiang, S., X. Chen, K. Smettem, and T. Wang. 2021. “Climate and Land Use Influences on Changing Spatiotemporal Patterns of Mountain Vegetation Cover in Southwest China.” Ecological Indicators 121:107193. https://doi.org/10.1016/j.ecolind.2020.107193.
  • Joiner, J., Y. Yoshida, A. P. Vasilkov, Y. Yoshida, L. A. Corp, and E. M. Middleton. 2011. “First Observations of Global and Seasonal Terrestrial Chlorophyll Fluorescence from Space.” Biogeosciences 8 (3): 637–651. https://doi.org/10.5194/bg-8-637-2011.
  • Ju, W., J. M. Chen, T. A. Black, A. G. Barr, J. Liu, and B. Chen. 2006. “Modelling Multi-Year Coupled Carbon and Water Fluxes in a Boreal Aspen Forest.” Agricultural and Forest Meteorology 140 (1–4): 136–151. https://doi.org/10.1016/j.agrformet.2006.08.008.
  • Kang, F. F., X. J. Li, H. Q. Du, F. J. Mao, G. M. Zhou, Y. X. Xu, Z. H. Huang, J. Y. Ji, and J. Y. Wang. 2022. “Spatiotemporal Evolution of the Carbon Fluxes from Bamboo Forests and Their Response to Climate Change Based on a BEPS Model in China.” Remote Sensing 14 (2): 366. https://doi.org/10.3390/rs14020366.
  • Kendall, M. G. 1975. London: Charles Griffin, 202.
  • Kimm, H., K. Y. Guan, C. Y. Jiang, G. F. Miao, G. H. Wu, A. E. Suyker, E. A. Ainsworth, et al. 2021. “A Physiological Signal Derived from Sun-Induced Chlorophyll Fluorescence Quantifies Crop Physiological Response to Environmental Stresses in the U.S. Corn Belt.” Environmental Research Letters 16 (12): 124051. https://doi.org/10.1088/1748-9326/ac3b16.
  • Köhler, P., L. Guanter, and J. Joiner. 2015. “A Linear Method for the Retrieval of Sun-Induced Chlorophyll Fluorescence from GOME-2 and SCIAMACHY Data.” Atmospheric Measurement Techniques 8 (6): 2589–2608. https://doi.org/10.5194/amt-8-2589-2015.
  • Lai, K. 2021. “Fit Difference Between Nonnested Models Given Categorical Data: Measures and Estimation.” Structural Equation Modeling: A Multidisciplinary Journal 28 (1): 99–120. https://doi.org/10.1080/10705511.2020.1763802.
  • Leroux, L., A. Bégué, D. Lo Seen, A. Jolivot, and F. Kayitakire. 2017. “Driving Forces of Recent Vegetation Changes in the Sahel: Lessons Learned from Regional and Local Level Analyses.” Remote Sensing of Environment 191:38–54. https://doi.org/10.1016/j.rse.2017.01.014.
  • Li, Y., S. L. Chen, Y. C. Li, and S. X. Xie. 2011. “Research Review in the Effects of Climate Factors on Bamboo Growth.” Journal of Bamboo Research 30 (03): 9–17.
  • Lichtenthaler, H. K., C. Buschmann, U. Rinderle, and G. Schmuck. 1986. “Application of Chlorophyll Fluorescence in Ecophysiology.” Radiation and Environmental Biophysics 25 (4): 297–308. https://doi.org/10.1007/BF01214643.
  • Li, X., H. Du, G. Zhou, F. Mao, J. Zheng, H. Liu, Z. Huang, and S. He. 2021. “Spatiotemporal Dynamics in Assimilated-LAI Phenology and Its Impact on Subtropical Bamboo Forest Productivity.” International Journal of Applied Earth Observation and Geoinformation 96:102267. https://doi.org/10.1016/j.jag.2020.102267.
  • Li, X. J., H. Q. Du, G. M. Zhou, F. J. Mao, D. E. Zhu, M. Zhang, Y. X. Xu, L. Zhou, and Z. H. Huang. 2023. “Spatiotemporal Patterns of Remotely Sensed Phenology and Their Response to Climate Change and Topography in Subtropical Bamboo Forests During 2001-2017: A Case Study in Zhejiang Province, China.” GIScience & Remote Sensing 60 (1): 2163575. https://doi.org/10.1080/15481603.2022.2163575.
  • Li, X. J., F. J. Mao, H. Q. Du, G. M. Zhou, L. Q. Xing, T. Y. Liu, N. Han, et al. 2019. “Spatiotemporal Evolution and Impacts of Climate Change on Bamboo Distribution in China.” Journal of Environmental Management 248:109265. https://doi.org/10.1016/j.jenvman.2019.109265.
  • Li, Q., X. Shi, and Q. Wu. 2020. “Exploring Suitable Topographical Factor Conditions for Vegetation Growth in Wanhuigou Catchment on the Loess Plateau, China: A New Perspective for Ecological Protection and Restoration.” Ecological Engineering 158:106053. https://doi.org/10.1016/j.ecoleng.2020.106053.
  • Li, B. L., Z. L. Song, H. L. Wang, Z. M. Li, P. K. Jiang, and G. M. Zhou. 2014. “Lithological Control on Phytolith Carbon Sequestration in Moso Bamboo Forests.” Scientific Reports 4 (1): 5262. https://doi.org/10.1038/srep05262.
  • Liu, H., X. J. Li, F. J. Mao, M. Zhang, D. E. Zhu, S. B. He, Z. H. Huang, and H. Q. Du. 2021. “Spatiotemporal Evolution of Fractional Vegetation Cover and Its Response to Climate Change Based on MODIS Data in the Subtropical Region of China.” Remote Sensing 13 (5): 913. https://doi.org/10.3390/rs13050913.
  • Liu, W. C., Q. Zhang, Z. Fu, X. Y. Chen, and H. Li. 2018. “Analysis and Estimation of Geographical and Topographic Influencing Factors for Precipitation Distribution Over Complex Terrains: A Case of the Northeast Slope of the Qinghai–Tibet Plateau.” Atmosphere 9 (9): 349. https://doi.org/10.3390/atmos9090349.
  • Li, X., and J. F. Xiao. 2019a. “A Global, 0.05-Degree Product of Solar-Induced Chlorophyll Fluorescence Derived from OCO-2, MODIS, and Reanalysis Data.” Remote Sensing 11 (5): 517. https://doi.org/10.3390/rs11050517.
  • Li, X., and J. F. Xiao. 2019b. “A Global, 0.05-Degree Product of Solar-Induced Chlorophyll Fluorescence Derived from OCO-2, MODIS, and Reanalysis Data.” Remote Sensing 11 (5): 11. https://doi.org/10.3390/rs.11050517.
  • Li, X., and J. F. Xiao. 2022. “TROPOMI Observations Allow for Robust Exploration of the Relationship Between Solar-Induced Chlorophyll Fluorescence and Terrestrial Gross Primary Production.” Remote Sensing of Environment 268:112748. https://doi.org/10.1016/j.rse.2021.112748.
  • Li, Y. C., Q. P. Yang, Z. W. Guo, S. L. Chen, and J. J. Hu. 2015. “Damage Characteristics of Phyllostachys Edulis Stands Under Continuous High Temperature and Drought.” Forest Research 28 (05):646–653.
  • Li, M. L., Q. W. Yan, G. E. Li, M. H. Yi, and J. Li. 2022. “Spatio-Temporal Changes of Vegetation Cover and Its Influencing Factors in Northeast China from 2000 to 2021.” Remote Sensing 14 (22): 5720. https://doi.org/10.3390/rs14225720.
  • Li, L., Y. Zha, J. H. Zhang, Y. M. Li, and H. Lyu. 2020. “Effect of Terrestrial Vegetation Growth on Climate Change in China.” Journal of Environmental Management 262:110321. https://doi.org/10.1016/j.jenvman.2020.110321.
  • Li, P. H., G. M. Zhou, H. Q. Du, D. S. Lu, L. F. Mo, X. J. Xu, Y. J. Shi, and Y. F. Zhou. 2015. “Current and Potential Carbon Stocks in Moso Bamboo Forests in China.” Journal of Environmental Management 156:89–96. https://doi.org/10.1016/j.jenvman.2015.03.030.
  • Lombardi, L., and M. Pastore. 2012. “Sensitivity of Fit Indices to Fake Perturbation of Ordinal Data: A Sample by Replacement Approach.” Multivariate Behavioral Research 47 (4): 519–546. https://doi.org/10.1080/00273171.2012.692616.
  • Luis, G., Z. Yongguang, J. Martin, J. Joanna, Maximilian, and Voigt. 2014. “Global and Time-Resolved Monitoring of Crop Photosynthesis with Chlorophyll Fluorescence.” Proceedings of the National Academy of Sciences of the United States of America 111 (14): E1327–E1333.
  • Lü, Y. H., L. W. Zhang, X. M. Feng, Y. Zeng, B. J. Fu, X. L. Yao, J. R. Li, and B. F. Wu. 2015. “Recent Ecological Transitions in China: Greening, Browning and Influential Factors.” Scientific Reports 5 (1): 8732. https://doi.org/10.1038/srep08732.
  • Mann, H. B. 1945. “Nonparametric Tests Against Trend.” Econometrica 13 (3): 245–259. https://doi.org/10.2307/1907187.
  • Mao, F. J., H. Q. Du, X. J. Li, H. L. Ge, L. Cui, and G. M. Zhou. 2020. “Spatiotemporal Dynamics of Bamboo Forest Net Primary Productivity with Climate Variations in Southeast China.” Ecological Indicators 116:106505. https://doi.org/10.1016/j.ecolind.2020.106505.
  • Mao, F. J., P. H. Li, G. M. Zhou, H. Q. Du, X. J. Xu, Y. J. Shi, L. F. Mo, Y. F. Zhou, and G. Q. Tu. 2016. “Development of the BIOME-BGC Model for the Simulation of Managed Moso Bamboo Forest Ecosystems.” Journal of Environmental Management 172:29–39. https://doi.org/10.1016/j.jenvman.2015.12.013.
  • Ma, C., Y. Xie, S.-B. Duan, W. Qin, Z. Guo, G. Xi, X. Zhang, Q. Bie, H. Duan, and L. He. 2022. “Characterization of Spatio-Temporal Patterns of Grassland Utilization Intensity in the Selinco Watershed of the Qinghai-Tibetan Plateau from 2001 to 2019 Based on Multisource Remote Sensing and Artificial Intelligence Algorithms.” GIScience & Remote Sensing 59 (1): 2217–2246. https://doi.org/10.1080/15481603.2022.2153447.
  • Meroni, M., M. Rossini, L. Guanter, L. Alonso, U. Rascher, R. Colombo, and J. Moreno. 2009. “Remote Sensing of Solar-Induced Chlorophyll Fluorescence: Review of Methods and Applications.” Remote Sensing of Environment 113 (10): 2037–2051. https://doi.org/10.1016/j.rse.2009.05.003.
  • Mitchell, B. G., M. Anderson, and J. K. Ferguson. 2017. “A Predictive Model of Days from Infection to Discharge in Patients with Healthcare-Associated Urinary Tract Infections: A Structural Equation Modelling Approach.” Journal of Hospital Infection 97 (3): 282–287. https://doi.org/10.1016/j.jhin.2017.08.006.
  • Narayanan, P., A. Basistha, S. Sarkar, and S. Kamna. 2013. “Trend Analysis and ARIMA Modelling of Pre-Monsoon Rainfall Data for Western India.” Comptes Rendus Geoscience 345 (1): 22–27. https://doi.org/10.1016/j.crte.2012.12.001.
  • Park, H., S. Jeong, and J. Peñuelas. 2020. “Accelerated Rate of Vegetation Green-Up Related to Warming at Northern High Latitudes.” Global Change Biology 26 (11): 6190–6202. https://doi.org/10.1111/gcb.15322.
  • Phiri, M., Y. A. Shiferaw, and S. G. Tesfamichael. 2020. “Biome-Level Relationships Between Vegetation Indices and Climate Variables Using Time-Series Analysis of Remotely-Sensed Data.” GIScience & Remote Sensing 57 (4): 464–482. https://doi.org/10.1080/15481603.2020.1733325.
  • Raykov, T., and G. A. Marcoulides. 2000. A First Course in Structural Equation Modeling. Mahwah, NJ: US, Lawrence Erlbaum Associates Publishers.
  • Rossini, M., L. Nedbal, L. Guanter, A. Ač, L. Alonso, A. Burkart, S. Cogliati, et al. 2015. “Red and Far Red Sun-Induced Chlorophyll Fluorescence as a Measure of Plant Photosynthesis.” Geophysical Research Letters 42 (6): 1632–1639. https://doi.org/10.1002/2014GL062943.
  • Shi, D., A. Maydeu-Olivares, and Y. Rosseel. 2020. “Assessing Fit in Ordinal Factor Analysis Models: SRMR Vs. RMSEA.” Structural Equation Modeling: A Multidisciplinary Journal 27 (1): 1–15. https://doi.org/10.1080/10705511.2019.1611434.
  • Shi, H., and Z. Xiao. 2022. “SIFT: Modeling Solar-Induced Chlorophyll Fluorescence Over Sloping Terrain.” IEEE Geoscience and Remote Sensing Letters 19:1–5. https://doi.org/10.1109/LGRS.2021.3067879.
  • Song, L., L. Guanter, K. Guan, L. You, A. Huete, W. M. Ju, and Y. G. Zhang. 2018. “Satellite Sun-Induced Chlorophyll Fluorescence Detects Early Response of Winter Wheat to Heat Stress in the Indian Indo-Gangetic Plains.” Global Change Biology 24 (9): 4023–4037. https://doi.org/10.1111/gcb.14302.
  • Song, Z. L., H. Y. Liu, C. A. E. Strömberg, X. M. Yang, and X. D. Zhang. 2017. “Phytolith Carbon Sequestration in Global Terrestrial Biomes.” Science of the Total Environment 603-604:502–509. https://doi.org/10.1016/j.scitotenv.2017.06.107.
  • Song, Y., J. Wang, and L. X. Wang. 2020. “Satellite Solar-Induced Chlorophyll Fluorescence Reveals Heat Stress Impacts on Wheat Yield in India.” Remote Sensing 12 (20): 3277. https://doi.org/10.3390/rs12203277.
  • Stage, F. K., H. C. Carter, and A. Nora. 2004. “Path Analysis: An Introduction and Analysis of a Decade of Research.” The Journal of Educational Research 98 (1): 5–13. https://doi.org/10.3200/JOER.98.1.5-13.
  • Sun, R., S. Chen, and H. Su. 2021. “Climate Dynamics of the Spatiotemporal Changes of Vegetation NDVI in Northern China from 1982 to 2015.” Remote Sensing 13 (2): 187. https://doi.org/10.3390/rs13020187.
  • Sun, J., and W. Du. 2017. “Effects of Precipitation and Temperature on Net Primary Productivity and Precipitation Use Efficiency Across China’s Grasslands.” GIScience & Remote Sensing 54 (6): 881–897. https://doi.org/10.1080/15481603.2017.1351147.
  • Sun, Y., C. Frankenberg, J. D. Wood, D. S. Schimel, M. Jung, L. Guanter, D. T. Drewry, et al. 2017. “OCO-2 Advances Photosynthesis Observation from Space via Solar-Induced Chlorophyll Fluorescence.” Science 358 (6360). https://doi.org/10.1126/science.aam5747.
  • Sun, Y., R. Fu, R. Dickinson, J. Joiner, C. Frankenberg, L. Gu, Y. Xia, and N. Fernando. 2016. “Drought Onset Mechanisms Revealed by Satellite Solar‐Induced Chlorophyll Fluorescence: Insights from Two Contrasting Extreme Events.” Journal of Geophysical Research: Biogeosciences 120 (11): 2427–2440. https://doi.org/10.1002/2015JG003150.
  • Sun, H. Z., J. Y. Wang, J. N. Xiong, J. H. Bian, H. A. Jin, W. M. Cheng, A. N. Li, and H. García Mozo. 2021. “Vegetation Change and Its Response to Climate Change in Yunnan Province, China.” Advances in Meteorology 2021:1–20. https://doi.org/10.1155/2021/8857589.
  • Tao, J., T. Q. Xu, J. W. Dong, X. Q. Yu, Y. B. Jiang, Y. J. Zhang, K. Huang, et al. 2018. “Elevation-Dependent Effects of Climate Change on Vegetation Greenness in the High Mountains of Southwest China During 1982–2013.” International Journal of Climatology 38 (4): 2029–2038. https://doi.org/10.1002/joc.5314.
  • Terry, L., R. Jeff, P. T, R. Kimberly, H. Stephen, S. H, R. Cynthia, and J. Alan. 2003. “Fingerprints of Global Warming on Wild Animals and Plants.” Nature 421 (6918): 57–60. https://doi.org/10.1038/nature01333.
  • Thiel, H. 1950. “A Rank-Invariant Method of Linear and Polynomial Regression Analysis.” Nederlandse Akademie voor Wetenschappen53: 345–381.
  • Walther, S., M. Voigt, T. Thum, A. Gonsamo, Y. G. Zhang, P. Köhler, M. Jung, A. Varlagin, and L. Guanter. 2016. “Satellite Chlorophyll Fluorescence Measurements Reveal Large-Scale Decoupling of Photosynthesis and Greenness Dynamics in Boreal Evergreen Forests.” Global Change Biology 22 (9): 2979–2996. https://doi.org/10.1111/gcb.13200.
  • Wang, C., K. Y. Guan, B. Peng, M. Chen, C. Y. Jiang, Y. Zeng, G. H. Wu, et al. 2020. “Satellite Footprint Data from OCO-2 and TROPOMI Reveal Significant Spatio-Temporal and Inter-Vegetation Type Variabilities of Solar-Induced Fluorescence Yield in the U.S. Midwest.” Remote Sensing of Environment 241:111728. https://doi.org/10.1016/j.rse.2020.111728.
  • Wang, M., J. Peng, Y. N. Hu, Y. Du, S. Qiu, and M. Zhao. 2021. “Scale Consistency for Investigating Urbanization Level, Vegetation Coverage, and Their Correlation.” Urban Forestry & Urban Greening 59:126998. https://doi.org/10.1016/j.ufug.2021.126998.
  • Wang, X. R., B. Qiu, W. K. Li, and Q. Zhang. 2019. “Impacts of Drought and Heatwave on the Terrestrial Ecosystem in China as Revealed by Satellite Solar-Induced Chlorophyll Fluorescence.” Science of the Total Environment 693:133627. https://doi.org/10.1016/j.scitotenv.2019.133627.
  • Wang, J. Y., H. Z. Sun, J. N. Xiong, D. He, W. M. Cheng, C. C. Ye, Z. W. Yong, and X. L. Huang. 2021. “Dynamics and Drivers of Vegetation Phenology in Three-River Headwaters Region Based on the Google Earth Engine.” Remote Sensing 13 (13): 2528. https://doi.org/10.3390/rs13132528.
  • Wood, J. D., T. J. Griffis, J. M. Baker, C. Frankenberg, M. Verma, and K. Yuen. 2017. “Multiscale Analyses of Solar-Induced Florescence and Gross Primary Production.” Geophysical Research Letters 44 (1): 533–541. https://doi.org/10.1002/2016GL070775.
  • Xiong, Y., Y. Li, S. Xiong, G. Wu, and O. Deng. 2021. “Multi-Scale Spatial Correlation Between Vegetation Index and Terrain Attributes in a Small Watershed of the Upper Minjiang River.” Ecological Indicators 126:107610. https://doi.org/10.1016/j.ecolind.2021.107610.
  • Xue, J. R., and B. F. Su. 2017. “Significant Remote Sensing Vegetation Indices: A Review of Developments and Applications.” Journal of Sensors 2017. https://doi.org/10.1155/2017/1353691.
  • Yao, L., D. X. Yang, Y. Liu, J. Wang, L. Y. Liu, S. S. Du, Z. N. Cai, et al. 2021. “A New Global Solar-Induced Chlorophyll Fluorescence (SIF) Data Product from TanSat Measurements.” Advances in Atmospheric Sciences 38 (3): 341–345. https://doi.org/10.1007/s00376-020-0204-6.
  • Yen, T. M., and J. S. Lee. 2011. “Comparing Aboveground Carbon Sequestration Between Moso Bamboo (Phyllostachys Heterocycla) and China Fir (Cunninghamia Lanceolata) Forests Based on the Allometric Model.” Forest Ecology and Management 261 (6): 995–1002. https://doi.org/10.1016/j.foreco.2010.12.015.
  • Yin, S. 2021. “Decadal Trends of MERRA-Estimated PM2.5 Concentrations in East Asia and Potential Exposure from 1990 to 2019.” Atmospheric Environment 264:118690. https://doi.org/10.1016/j.atmosenv.2021.118690.
  • Zhang, Y. G., L. Guanter, J. A. Berry, J. Joiner, C. van der Tol, A. Huete, A. Gitelson, M. Voigt, and P. Köhler. 2014. “Estimation of Vegetation Photosynthetic Capacity from Space-Based Measurements of Chlorophyll Fluorescence for Terrestrial Biosphere Models.” Global Change Biology 20 (12): 3727–3742. https://doi.org/10.1111/gcb.12664.
  • Zhang, Y., S. Hong, D. Liu, and S. Piao. 2023. “Susceptibility of Vegetation Low-Growth to Climate Extremes on Tibetan Plateau.” Agricultural and Forest Meteorology 331:109323. https://doi.org/10.1016/j.agrformet.2023.109323.
  • Zhang, X., and X. Jin. 2021. “Vegetation Dynamics and Responses to Climate Change and Anthropogenic Activities in the Three-River Headwaters Region, China.” Ecological Indicators 131:108223. https://doi.org/10.1016/j.ecolind.2021.108223.
  • Zhang, W. Q., H. A. Jin, H. Y. Shao, A. N. Li, S. Z. Li, and W. J. Fan. 2021. “Temporal and Spatial Variations in the Leaf Area Index and Its Response to Topography in the Three-River Source Region, China from 2000 to 2017.” ISPRS International Journal of Geo-Information 10 (1): 33. https://doi.org/10.3390/ijgi10010033.
  • Zhang, M. N., T. F. Keenan, X. Z. Luo, J. M. Serra-Diaz, W. Y. Li, T. King, Q. Cheng, et al. 2022. “Elevated CO2 Moderates the Impact of Climate Change on Future Bamboo Distribution in Madagascar.” Science of the Total Environment 810:152235. https://doi.org/10.1016/j.scitotenv.2021.152235.
  • Zhang, Z. Y., S. H. Wang, B. Qiu, L. Song, and Y. G. Zhang. 2019. “Retrieval of Sun-Induced Chlorophyll Fluorescence and Advancements in Carbon Cycle Application.” Journal of Remote Sensing 23 (1): 37–52. https://doi.org/10.11834/jrs.20197485.

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