Spectral determinants of biological soil crusts in the Gurbantungut Desert

References

• Bates, S. T., T. H. Nash III, K. G. Sweat, and F. Garcia-Pichel. 2010. “Fungal Communities of Lichen-Dominated Biological Soil Crusts: Diversity, Relative Microbial Biomass, and Their Relationship to Disturbance and Crust Cover.” Journal of Arid Environments 74 (10): 1192–1199. doi:10.1016/j.jaridenv.2010.05.033.
   Web of Science ®Google Scholar
• Beaugendre, N., O. M. Issa, A. Choné, O. Cerdan, J. F. Desprats, J. L. Rajot, C. Sannier, and C. Valentin. 2017. “Developing a Predictive Environment-Based Model for Mapping Biological Soil Crust Patterns at the Local Scale in the Sahel.” Catena 158: 250–265. doi:10.1016/j.catena.2017.06.010.
   Web of Science ®Google Scholar
• Bowker, M. A. 2007. “Biological Soil Crust Rehabilitation in Theory and Practice: An Underexploited Opportunity.” Restoration Ecology 15 (1): 13–23. doi:10.1111/j.1526-100X.2006.00185.x.
   Web of Science ®Google Scholar
• Bowker, M. A., S. C. Reed, J. Belnap, and S. L. Phillips. 2002. “Temporal Variation in Community Composition, Pigmentation, and Fv/Fm of Desert Cyanobacterial Soil Crusts.” Microbial Ecology 43 (1): 13–25. doi:10.1007/s00248-001-1013-9.
   PubMed Web of Science ®Google Scholar
• Cao, R., Y. Chen, M. Shen, J. Chen, J. Zhou, C. Wang, and W. Yang. 2018. “A Simple Method to Improve the Quality of NDVI Time-Series Data by Integrating Spatiotemporal Information with the Savitzky-Golay Filter.” Remote Sensing of Environment 217: 244–257. doi:10.1016/j.rse.2018.08.022.
   Web of Science ®Google Scholar
• Chamizo, S., A. Stevens, Y. Cantón, I. Miralles, F. Domingo, and B. Van Wesemael. 2012. “Discriminating Soil Crust Type, Development Stage and Degree of Disturbance in Semiarid Environments from Their Spectral Characteristics.” European Journal of Soil Science 63 (1): 42–53. doi:10.1111/j.1365-2389.2011.01406.x.
   Web of Science ®Google Scholar
• Chen, N., X. Liu, K. Zheng, C. Zhang, Y. Liu, K. Lu, R. Jia, and C. Zhao. 2019. “Ecohydrological Effects of Biocrust Type on Restoration Dynamics in Drylands.” Science of the Total Environment 687: 527–534. doi:10.1016/j.scitotenv.2019.06.007.
   PubMed Web of Science ®Google Scholar
• Chen, R., X. Tan, Y. Zhang, H. Chen, B. Yin, X. Zhu, and J. Chen. 2023. “Monitoring Rainfall Events in Desert Areas Using the Spectral Response of Biological Soil Crusts to Hydration: Evidence from the Gurbantunggut Desert, China.” Remote Sensing of Environment 286: 113448. doi:10.1016/j.rse.2022.113448.
   Web of Science ®Google Scholar
• Chen, X., T. Wang, S. Liu, F. Peng, W. Kang, Z. Guo, K. Feng, J. Liu, and A. Tsunekawa. 2020. “Spectral Response Assessment of Moss-Dominated Biological Soil Crust Coverage Under Dry and Wet Conditions.” Remote Sensing 12 (7): 1158. doi:10.3390/rs12071158.
   Web of Science ®Google Scholar
• Chen, X., T. Wang, S. Liu, F. Peng, A. Tsunekawa, W. Kang, Z. Guo, and K. Feng. 2019. “A New Application of Random Forest Algorithm to Estimate Coverage of Moss-Dominated Biological Soil Crusts in Semi-Arid Mu Us Sandy Land, China.” Remote Sensing 11 (11): 1286. doi:10.3390/rs11111286.
   Web of Science ®Google Scholar
• Chen, N., X. Wang, Y. Zhang, K. Yu, and C. Zhao. 2018. “Ecohydrological Effects of Biological Soil Crust on the Vegetation Dynamics of Restoration in a Dryland Ecosystem.” Journal of Hydrology 563: 1068–1077. doi:10.1016/j.jhydrol.2018.06.076.
   Web of Science ®Google Scholar
• Chen, J., M. Y. Zhang, L. Wang, H. Shimazaki, and M. Tamura. 2005. “A New Index for Mapping Lichen-Dominated Biological Soil Crusts in Desert Areas.” Remote Sensing of Environment 96 (2): 165–175. doi:10.1016/j.rse.2005.02.011.
   Web of Science ®Google Scholar
• Escadafal, R., and S. Bacha. 1996. “Strategy for the Dynamic Study of Desertification.”
   Google Scholar
• Fang, S., W. Yu, and Y. Qi. 2015. “Spectra and Vegetation Index Variations in Moss Soil Crust in Different Seasons, and in Wet and Dry Conditions.” International Journal of Applied Earth Observation and Geoinformation 38: 261–266. doi:10.1016/j.jag.2015.01.018.
   Web of Science ®Google Scholar
• Fensholt, R., K. Rasmussen, T. T. Nielsen, and C. Mbow. 2009. “Evaluation of Earth Observation Based Long Term Vegetation Trends—intercomparing NDVI Time Series Trend Analysis Consistency of Sahel from AVHRR GIMMS, Terra MODIS and SPOT VGT Data.” Remote Sensing of Environment 113 (9): 1886–1898. doi:10.1016/j.rse.2009.04.004.
   Web of Science ®Google Scholar
• Galvão, L. S., F. M. Breunig, J. R. dos Santos, and Y. M. de Moura. 2013. “View-Illumination Effects on Hyperspectral Vegetation Indices in the Amazonian Tropical Forest.” International Journal of Applied Earth Observation and Geoinformation 21: 291–300. doi:10.1016/j.jag.2012.07.005.
   Web of Science ®Google Scholar
• Havrilla, C. A., M. L. Villarreal, J. L. DiBiase, M. C. Duniway, and N. N. Barger. 2020. “Ultra‐high‐resolution Mapping of Biocrusts with Unmanned Aerial Systems.” Remote Sensing in Ecology and Conservation 6 (4): 441–456. doi:10.1002/rse2.180.
   Web of Science ®Google Scholar
• He, L., W. Chen, S. G. Leblanc, J. Lovitt, A. Arsenault, I. Schmelzer, R. H. Fraser, R. Latifovic, L. Sun, and C. Prévost. 2021. “Integration of Multi-Scale Remote Sensing Data for Reindeer Lichen Fractional Cover Mapping in Eastern Canada.” Remote Sensing of Environment 267: 112731. doi:10.1016/j.rse.2021.112731.
   Web of Science ®Google Scholar
• Jia, R. L., X. R. Li, L. C. Liu, Y. X. Pan, Y. H. Gao, and Y. P. Wei. 2014. “Effects of Sand Burial on Dew Deposition on Moss Soil Crust in a Revegetated Area of the Tennger Desert, Northern China.” Journal of Hydrology 519: 2341–2349. doi:10.1016/j.jhydrol.2014.10.031.
   Web of Science ®Google Scholar
• Karnieli, A. 1997. “Development and Implementation of Spectral Crust Index Over Dune Sands.” International Journal of Remote Sensing 18 (6): 1207–1220. doi:10.1080/014311697218368.
   Web of Science ®Google Scholar
• Karnieli, A., G. J. Kidron, C. Glaesser, and E. Ben-Dor. 1999. “Spectral Characteristics of Cyanobacteria Soil Crust in Semiarid Environments.” Remote Sensing of Environment 69 (1): 67–75. doi:10.1016/S0034-4257(98)00110-2.
   Web of Science ®Google Scholar
• Kidron, G. J., S. Barinova, and A. Vonshak. 2012. “The Effects of Heavy Winter Rains and Rare Summer Rains on Biological Soil Crusts in the Negev Desert.” Catena 95: 6–11. doi:10.1016/j.catena.2012.02.021.
   Web of Science ®Google Scholar
• Lan, S., H. Ouyang, L. Wu, D. Zhang, and C. Hu. 2017. “Biological Soil Crust Community Types Differ in Photosynthetic Pigment Composition, Fluorescence and Carbon Fixation in Shapotou Region of China.” Applied Soil Ecology 111: 9–16. doi:10.1016/j.apsoil.2016.11.009.
   Web of Science ®Google Scholar
• Lan, S., L. Wu, D. Zhang, and C. Hu. 2015. “Analysis of Environmental Factors Determining Development and Succession in Biological Soil Crusts.” Science of the Total Environment 538: 492–499. doi:10.1016/j.scitotenv.2015.08.066.
   PubMed Web of Science ®Google Scholar
• Lehnert, L., P. Jung, W. Obermeier, B. Büdel, and J. Bendix. 2018. “Estimating Net Photosynthesis of Biological Soil Crusts in the Atacama Using Hyperspectral Remote Sensing.” Remote Sensing 10 (6): 891. doi:10.3390/rs10060891.
   Web of Science ®Google Scholar
• Li, X. R., P. Zhang, Y. G. Su, and R. L. Jia. 2012. “Carbon Fixation by Biological Soil Crusts Following Revegetation of Sand Dunes in Arid Desert Regions of China: A Four-Year Field Study.” Catena 97: 119–126. doi:10.1016/j.catena.2012.05.009.
   Web of Science ®Google Scholar
• Ngosong, C., T. Buse, M. Ewald, A. Richter, K. Glaser, I. Schöning, and L. Ruess. 2020. “Influence of Management Intensity and Environmental Conditions on Microbiota in Biological Soil Crust and Crust-Free Soil Habitats of Temperate Forests.” Soil Biology & Biochemistry 144: 107761. doi:10.1016/j.soilbio.2020.107761.
   Web of Science ®Google Scholar
• Ochoa-Hueso, R., R. R. Hernandez, J. J. Pueyo, and E. Manrique. 2011. “Spatial Distribution and Physiology of Biological Soil Crusts from Semi-Arid Central Spain are Related to Soil Chemistry and Shrub Cover.” Soil Biology & Biochemistry 43 (9): 1894–1901. doi:10.1016/j.soilbio.2011.05.010.
   Web of Science ®Google Scholar
• Potter, C., and J. Weigand. 2018. “Imaging Analysis of Biological Soil Crusts to Understand Surface Heating Properties in the Mojave Desert of California.” Catena 170: 1–9. doi:10.1016/j.catena.2018.05.033.
   Web of Science ®Google Scholar
• Rieser, J., M. Veste, M. Thiel, and S. Schönbrodt-Stitt. 2021. “Coverage and Rainfall Response of Biological Soil Crusts Using Multi-Temporal Sentinel-2 Data in a Central European Temperate Dry Acid Grassland.” Remote Sensing 13 (16): 3093. doi:10.3390/rs13163093.
   Web of Science ®Google Scholar
• Rodríguez-Caballero, E., P. Escribano, and Y. Cantón. 2014. “Advanced Image Processing Methods as a Tool to Map and Quantify Different Types of Biological Soil Crust.” ISPRS Journal of Photogrammetry and Remote Sensing 90: 59–67. doi:10.1016/j.isprsjprs.2014.02.002.
   Web of Science ®Google Scholar
• Rodríguez-Caballero, E., P. Escribano, C. Olehowski, S. Chamizo, J. Hill, Y. Cantón, and B. Weber. 2017. “Transferability of Multi-And Hyperspectral Optical Biocrust Indices.” ISPRS Journal of Photogrammetry and Remote Sensing 126: 94–107. doi:10.1016/j.isprsjprs.2017.02.007.
   Web of Science ®Google Scholar
• Rodríguez-Caballero, E., T. Knerr, and B. Weber. 2015. “Importance of Biocrusts in Dryland Monitoring Using Spectral Indices.” Remote Sensing of Environment 170: 32–39. doi:10.1016/j.rse.2015.08.034.
   Web of Science ®Google Scholar
• Rodríguez-Caballero, E., M. Paul, A. Tamm, J. Caesar, B. Büdel, P. Escribano, J. Hill, and B. Weber. 2017. “Biomass Assessment of Microbial Surface Communities by Means of Hyperspectral Remote Sensing Data.” Science of the Total Environment 586: 1287–1297. doi:10.1016/j.scitotenv.2017.02.141.
   PubMed Web of Science ®Google Scholar
• Rodríguez-Caballero, E., A. Reyes, A. Kratz, J. Caesar, E. Guirado, U. Schmiedel, P. Escribano, S. Fiedler, and B. Weber. 2022. “Effects of Climate Change and Land Use Intensification on Regional Biological Soil Crust Cover and Composition in Southern Africa.” Geoderma 406: 115508. doi:10.1016/j.geoderma.2021.115508.
   Web of Science ®Google Scholar
• Román, J. R., E. Rodríguez-Caballero, B. Rodríguez-Lozano, B. Roncero-Ramos, S. Chamizo, P. Águila-Carricondo, and Y. Cantón. 2019. “Spectral Response Analysis: An Indirect and Non-Destructive Methodology for the Chlorophyll Quantification of Biocrusts.” Remote Sensing 11 (11): 1350. doi:10.3390/rs11111350.
   Web of Science ®Google Scholar
• Román, J. R., B. Roncero-Ramos, E. Rodríguez-Caballero, S. Chamizo, and Y. Cantón. 2021. “Effect of Water Availability on Induced Cyanobacterial Biocrust Development.” Catena 197: 104988. doi:10.1016/j.catena.2020.104988.
   Web of Science ®Google Scholar
• Rouse, J. W., R. H. Haas, J. A. Schell, D. W. Deering, and J. C. Harlan. 1974. “Monitoring the Vernal Advancement and Retrogradation (Green Wave Effect) of Natural Vegetation.” NASA/GSFC Type III Final Report, Greenbelt, Md, 371.
   Google Scholar
• Stark, L. R., J. C. Brinda, and D. N. McLetchie. 2011. “Effects of Increased Summer Precipitation and N Deposition on Mojave Desert Populations of the Biological Crust Moss Syntrichia Caninervis.” Journal of Arid Environments 75 (5): 457–463. doi:10.1016/j.jaridenv.2010.12.015.
   Web of Science ®Google Scholar
• Théau, J., D. R. Peddle, and C. R. Duguay. 2005. “Mapping Lichen in a Caribou Habitat of Northern Quebec, Canada, Using an Enhancement_classification Method and Spectral Mixture Analysis.” Remote Sensing of Environment 94 (2): 232–243. doi:10.1016/j.rse.2004.10.008.
   Web of Science ®Google Scholar
• Wang, G., J. Wang, X. Zou, G. Chai, M. Wu, and Z. Wang. 2019. “Estimating the Fractional Cover of Photosynthetic Vegetation, Non-Photosynthetic Vegetation and Bare Soil from MODIS Data: Assessing the Applicability of the NDVI-DFI Model in the Typical Xilingol Grasslands.” International Journal of Applied Earth Observation and Geoinformation 76: 154–166. doi:10.1016/j.jag.2018.11.006.
   Web of Science ®Google Scholar
• Wang, Z., B. Wu, M. Zhang, H. Zeng, L. Yang, F. Tian, Z. Ma, and H. Wu. 2022. “Indices Enhance Biological Soil Crust Mapping in Sandy and Desert Lands.” Remote Sensing of Environment 278: 113078. doi:10.1016/j.rse.2022.113078.
   Web of Science ®Google Scholar
• Wang, H., G. H. Zhang, F. Liu, R. Geng, and L. J. Wang. 2017. “Temporal Variations in Infiltration Properties of Biological Crusts Covered Soils on the Loess Plateau of China.” Catena 159: 115–125. doi:10.1016/j.catena.2017.08.009.
   Web of Science ®Google Scholar
• Weber, B., C. Olehowski, T. Knerr, J. Hill, K. Deutschewitz, D. C. J. Wessels, B. Eitel, and B. Büdel. 2008. “A New Approach for Mapping of Biological Soil Crusts in Semidesert Areas with Hyperspectral Imagery.” Remote Sensing of Environment 112 (5): 2187–2201. doi:10.1016/j.rse.2007.09.014.
   Web of Science ®Google Scholar
• Williams, L., K. Loewen-Schneider, S. Maier, and B. Budel. 2016. “Cyanobacterial Diversity of Western European Biological Soil Crusts Along a Latitudinal Gradient.” FEMS Microbiology Ecology 92 (10): fiw157. doi:10.1093/femsec/fiw157.
   PubMed Web of Science ®Google Scholar
• Wu, B., J. Qian, Y. Zeng, L. Zhang, C. Yan, Z. Wang, A. Li, R. Ma, X. Yu, and J. Huang. 2017. “Land Cover Atlas of the People’s Republic of China (1: 1 000 000).” China Ma p Publishing House, BeijingChinese.
   Google Scholar
• Xiao, B., and M. A. Bowker. 2020. “Moss-Biocrusts Strongly Decrease Soil Surface Albedo, Altering Land-Surface Energy Balance in a Dryland Ecosystem.” Science of the Total Environment 741: 140425. doi:10.1016/j.scitotenv.2020.140425.
   PubMed Web of Science ®Google Scholar
• Xiao, J., F. Chevallier, C. Gomez, L. Guanter, J. A. Hicke, A. R. Huete, K. Ichii, W. Ni, Y. Pang, and A. F. Rahman. 2019. “Remote Sensing of the Terrestrial Carbon Cycle: A Review of Advances Over 50 Years.” Remote Sensing of Environment 233: 111383. doi:10.1016/j.rse.2019.111383.
   Web of Science ®Google Scholar
• Young, K. E., and S. C. Reed. 2017. “Spectrally Monitoring the Response of the Biocrust Moss Syntrichia Caninervis to Altered Precipitation Regimes.” Scientific Reports 7 (1): 1–10. doi:10.1038/srep41793.
   PubMed Web of Science ®Google Scholar
• Yu, L., Z. Hu, F. Zhang, and K. Yang. 2022. “Unmanned Aerial Vehicle Image Biological Soil Crust Recognition Based on UNet++.” International Journal of Remote Sensing 43 (7): 2660–2676.
   Web of Science ®Google Scholar
• Zaady, E., A. Karnieli, and M. Shachak. 2007. “Applying a Field Spectroscopy Technique for Assessing Successional Trends of Biological Soil Crusts in a Semi-Arid Environment.” Journal of Arid Environments 70 (3): 463–477. doi:10.1016/j.jaridenv.2007.01.004.
   Web of Science ®Google Scholar
• Zhou, H., Y. Gao, X. Jia, M. Wang, J. Ding, L. Cheng, F. Bao, and B. Wu. 2020. “Network Analysis Reveals the Strengthening of Microbial Interaction in Biological Soil Crust Development in the Mu Us Sandy Land, Northwestern China.” Soil Biology & Biochemistry 144: 107782. doi:10.1016/j.soilbio.2020.107782.
   Web of Science ®Google Scholar