Spatial-temporal variation and attribution of salinization in the Yellow River Basin from 2015 to 2020

References

• Amezketa, E. 2006. “An Integrated Methodology for Assessing Soil Salinization, a Pre-condition for Land Desertification.” Journal of Arid Environments 67 (4): 594–606. doi:10.1016/j.jaridenv.2006.03.010.
   Web of Science ®Google Scholar
• Azzari, G., and L. David. 2017. “Landsat-Based Classification in the Cloud: An Opportunity for a Paradigm Shift in Land Cover Monitoring.” Remote Sensing of Environment 202: 64–74. doi:10.1016/j.rse.2017.05.025.
   Web of Science ®Google Scholar
• Bai, W. P. 2015. “Sichuan Province Has Focused on Five Aspects to Promote the Accelerated Development of Agriculture and Animal Husbandry in Ethnic Minority Areas [In Chinese.].” The People’s Government of Sichuan Province, August 20. https://www.sc.gov.cn/10462/10464/10465/10574/2015/8/20/10349408.shtml.
   Google Scholar
• Berkal, I., C. Walter, D. Michot, and K. Djili. 2014. “Seasonal Monitoring of Soil Salinity by Electromagnetic Conductivity in Irrigated Sandy Soils from a Saharan Oasis.” Soil Research 52 (8): 769–780. doi:10.1071/SR13305.
   Web of Science ®Google Scholar
• Bian, L. L., J. L. Wang, B. Guo, K. Cheng, and H. S. Wei. 2020. “Remote Sensing Extraction of Soil Salinity in Yellow River Delta Kenli County Based on Feature Space.” Remote Sensing Technology and Application 35 (1): 211–218. doi:10.11873/j.issn.1004-0323.2020.1.0211.
   Google Scholar
• Bian, L. L., J. Wang, J. Liu, and B. Han. 2021. “Spatiotemporal Changes of Soil Salinization in the Yellow River Delta of China from 2015 to 2019.” Sustainability 13 (2): 822. doi:10.3390/su13020822.
   Web of Science ®Google Scholar
• Chen, Y., K. Wang, Y. Lin, W. Shi, Y. Song, and X. He. 2015. “Balancing Green and Grain Trade.” Nature Geoscience 8 (10): 739–741. doi:10.1038/ngeo2544.
   Web of Science ®Google Scholar
• Colombani, N., M. Mastrocicco, and B. M. S. Giambastiani. 2015. “Predicting salinization trends in a lowland coastal aquifer: Comacchio [In Italy].” Water Resources Management 29 (2): 603–618. doi:10.1007/s11269-014-0795-8.
   Web of Science ®Google Scholar
• Crist, E. 1985. “A TM Tasseled Cap Equivalent Transformation for Reflectance Factor Data.” Remote Sensing of Environment 17 (3): 301–306. doi:10.1016/0034-4257(85)90102-6.
   Web of Science ®Google Scholar
• Daliakopoulos, I. N., P. Pappa, M. G. Grillakis, E. A. Varouchakis, and I. K. Tsanis. 2016. “Model ling soil salinity in greenhouse cultivations under a changing climate with SALTMED: model modification and application in Timpaki.” Soil Science 181 (6): 241–251. doi:10.1097/SS.0000000000000161.
   Web of Science ®Google Scholar
• Ding J. L., Y. Yao, and F. Wang. 2014. “Detecting Soil Salinization in Arid Regions Using Spectral Feature Space Derived from Remote Sensing Data [In Chinese].” Acta Ecologica Sinica 34 (16): 4620–4631.
   Google Scholar
• Du Preez, C. C., and C. W. Van Huyssteen. 2020. “Threats to Soil and Water Resources in South Africa.” Environmental Research 183: 109015. doi:10.1016/j.envres.2019.109015.
   PubMed Web of Science ®Google Scholar
• Elnaggar, A. A., and J. S. Noller. 2009. “Application of Remote-Sensing Data and Decision-Tree Analysis to Mapping Salt-Affected Soils Over Large Area.” Remote Sensing 2 (1): 151–165. doi:10.3390/rs2010151.
   Web of Science ®Google Scholar
• Falloon, P., and R. Betts. 2009. “Climate Impacts on European Agriculture and Water Management in the Context of Adaptation and Mitigation—the Importance of an Integrated Approach.” Science of the Total Environment 408 (23): 5667–5687. doi:10.1016/j.scitotenv.2009.05.002.
   PubMed Web of Science ®Google Scholar
• Fan, Y. G., W. K. Zhang, and J. Y. Liu. 2016. “Remote Sensing Monitoring Model of Soil Salinization in the Yellow River Delta Zone Based on Vegetation Index—Salt Index Feature Space [In Chinese].” Shandong Agricultural Sciences 48 (5): 137–141. doi:10.14083/j.issn.1001-4942.2016.05.035.
   Google Scholar
• Fei, Zhang. 2011. “Study on the Spectral Characteristics of Salinized Soil with Ground Objects in the Typical Oasis of Arid Area.” Ph D Diss., Xinjiang University.
   Google Scholar
• Feng, J., J. L. Ding, and W. Y. Wei. 2019. “Soil Salinization Monitoring Based on Radar Data [In Chinese.].” Remote Sensing for Land and Resources 31 (1): 195–203. doi:10.6046/gtzyyg.2019.01.26.
   Google Scholar
• Ganjegunte, G. K., Z. Sheng, and J. A. Clark. 2014. “Soil Salinity and Sodicity Appraisal by Electromagnetic Induction in Soils Irrigated to Grow Cotton.” Land Degradation & Development 25 (3): 228–235. doi:10.1002/ldr.1162.
   Web of Science ®Google Scholar
• Guo, S., B. Ruan, H. Chen, X. Guan, S. Wang, N. Xu, and Y. Li. 2018. “Characterizing the Spatiotemporal Evolution of Soil Salinization in Hetao Irrigation District (China) Using a Remote Sensing Approach.” International Journal of Remote Sensing 39 (20): 6805–6825. doi:10.1080/01431161.2018.1466076.
   Web of Science ®Google Scholar
• Ha, X.P. 2009. “Remote Sensing-Based Synthesis Index Model for Monitoring of Soil Salinization in Arid Are.” PhD Diss., Xinjiang University.
   Google Scholar
• Hamud, A. M., H. Z. M. Shafri, and N. S. N. Shaharum. 2021. “Monitoring Urban Expansion And Land Use/Land Cover Changes In Banadir, Somalia Using Google Earth Engine (GEE).” IOP Conference Series: Earth and Environmental Science 767 (1): 012041. doi:10.1088/1755-1315/767/1/012041.
   Google Scholar
• Hassani, A., A. Azapagic, and N. Shokri. 2021. “Global Predictions of Primary Soil Salinization Under Changing Climate in the 21st Century.” Nature Communications 12 (1): 1–17. doi:10.1038/s41467-021-26907-3.
   PubMed Web of Science ®Google Scholar
• He, Q. S., T. Tashpolat, and J. L. Ding. 2006. “The Extraction of Saline Soil Information in Arid Area Based on Decision Tree Algorithm: A Case Study in the Delta Oasis of Weigan and Kuqa Rivers [In Chinese].” Resources Science 2006 (06): 134–140. doi:10.3321/j.issn:1007-7588.2006.06.020.
   Google Scholar
• Huang, J., G. X. Zhao, X. Xi, K. Cui, and P. Gao. 2022. “Extraction of Soil Salinization Information by Combining Spectral and Texture Data in the Yellow River Delta: A Case Study in Kenli District, Shandong Province [In Chinese].” Journal of Agricultural Resources and Environment 39 (3): 594–601. doi:10.13254/j.jare.2021.0025.
   Google Scholar
• Kabiraj, S., M. Jayanthi, S. Vijayakumar, and M. Duraisamy. 2022. “Comparative Assessment of Satellite Images Spectral Characteristics in Identifying the Different Levels of Soil Salinization Using Machine Learning Techniques in Google Earth Engine.” Earth Science Informatics 15 (4): 2275–2288. doi:10.1007/s12145-022-00866-9.
   Web of Science ®Google Scholar
• Khan, N. M., and Y. Sato. 2001. “Environmental Land Degradation Assessment in Semi-Arid Indus Basin Area Using IRS-1B LISS-II Data.” IEEE 2001 International Geoscience and Remote Sensing Symposium 5: 2100–2102. doi:10.1109/igarss.2001.977916.
   Google Scholar
• Lai, N., X. G. Li, T. Asiyemu, and T. Gulikezai. 2014. “Dynamic Changes of the Salt-Affected Soil in the Oasis of the Lower Reaches of Kaidu River in the Recent 50 Year [In Chinese].” Remote Sensing Information 29 (3): 35–43. doi:10.3969/j.issn.1000-3177.2014.03.007.
   Google Scholar
• Li, Y. H., J. L. Ding, Y. M. Sun, G. Wang, and L. Wang. 2015. “Remote Sensing Monitoring Models of Soil Salinization Based on the Three Dimensional Feature Space of MSAVI-WI-SI [In Chinese].” Research of Soil and Water Conservation 22 (4): 113–117 +121. doi:10.1016/J.CATENA.2021.105304.
   Google Scholar
• Li, Y., C. Wang, A. Wright, H. Liu, H. Zhang, and Y. Zong. 2021. “Combination of GF-2 High Spatial Resolution Imagery and Land Surface Factors for Predicting Soil Salinity of Muddy Coasts.” Catena 202: 105304. doi:10.1016/j.catena.2021.105304.
   Web of Science ®Google Scholar
• Liang, S. L. 2001. “Narrowband to broadband conversions of land surface albedo I: Algorithms.” Remote Sensing of Environment 76 (2): 213–238. doi:10.1016/S0034-4257(00)00205-4.
   Web of Science ®Google Scholar
• Liu, X., G. Hu, Y. Chen, X. Li, X. Xu, S. Y. Li, F. S. Pei, and S. J. Wang. 2018. “High-Resolution Multi-Temporal Mapping of Global Urban Land Using Landsat Images Based on the Google Earth Engine Platform.” Remote Sensing of Environment 209: 227–239. doi:10.1016/j.rse.2018.02.055.
   Web of Science ®Google Scholar
• Liu, B. W., M. S. Zhang, L. S. Chen, and J. L. Hou. 2012. “Causes of Soil Salinization in Hetao Irrigation Area of Inner Mongolia.” Western Resources 2012 (3): 172–173. doi:10.13522/j.cnki.ggps.20180221.
   Google Scholar
• Liu, J., L. Zhang, T. Dong, J. L. Wang, Y. M. Fan, H. Wu, Q. L. Geng, Q. J. Yang, and Z. Zhang. 2021. “The Applicability of Remote Sensing Models of Soil Salinization Based on Feature Space.” Sustainability 13 (24): 13711. doi:10.3390/su132413711.
   Web of Science ®Google Scholar
• Lizarraga, E. A. 2007. “Soil Salinity Assessment Using Directed Soil Sampling from a Geophysical Survey with Electromagnetic Technology: A Case Study.” Spanish Journal of Agricultural Research 5 (1): 91–101. doi:10.5424/sjar/2007051-225.
   Web of Science ®Google Scholar
• Lu, L., M. Qiao, S. B. Zhou, and J. J. Yan. 2011. “Analysis on Characteristics and Diver Forces of Soil Salinization in Weigan River Basin [In Chinese].” Research of Agricultural Modernization 32 (3): 357–361. doi:10.3969/j.issn.1000-0275.2011.03.024.
   Google Scholar
• Lu, J., X. J. Zhang, P. S. Ye, H. Wu, and T. Wang. 2020. “Remote Sensing Monitoring of Salinization in Hetao Irrigation District Based on SI-MSAVI Feature Space [In Chinese].” Remote Sensing for Land and Resources 32 (1): 169–175. doi:10.6046/gtzyyg.2020.01.23.
   Google Scholar
• Meng, X., X. Gao, S. Li, S. Y. Li, and J. Q. Lei. 2021. “Monitoring Desertification in Mongolia Based on Landsat Images and Google Earth Engine from 1990 to 2020.” Ecological Indicators 129: 107908. doi:10.1016/j.ecolind.2021.107908.
   Web of Science ®Google Scholar
• Milione, G. M., C. R. Mujica, D. D. Daguer, S. A. Bea, M. E. Fernández, and J. E. Gyenge. 2020. “Influence of Soil Texture, Climate and Vegetation Cover on Secondary Soil Salinization in Pampas Plains, South America.” Cerne 2020 (26): 212–221. doi:10.1590/01047760202026022700.
   Google Scholar
• Muhetaer, N., I. Nurmemet, A. Abulaiti, S. Xiao, and J. Zhao. 2022. “A Quantifying Approach to Soil Salinity Based on a Radar Feature Space Model Using Alos Palsar-2 Data.” Remote Sensing 14 (2): 363. doi:10.3390/rs14020363.
   Web of Science ®Google Scholar
• Nurmemet, I., A. Ghulam, T. Tiyip, R. Elkadiri, J. L. Ding, M. Maimaitiyiming, A. Abliz, et al. 2015. “Monitoring Soil Salinization in Keriya River Basin, Northwestern China Using Passive Reflective and Active Microwave Remote Sensing Data.” Remote Sensing 7 (7): 8803–8829. doi:10.3390/rs70708803.
   Web of Science ®Google Scholar
• Oude Essink, G. H. P. 2001. “Salt Water Intrusion in a Three-Dimensional Groundwater System in the Netherlands: A Numerical Study.” Transport in Porous Media 43 (1): 137–158. doi:10.1023/A:1010625913251.
   Web of Science ®Google Scholar
• Pei, J., Z. Niu, L. Wang, N. Huang, and J. H. Cao. 2018. “Monitoring to Variations of Vegetation Cover Using Long-Term Time Series Remote Sensing Data on the Google Earth Engine Cloud Platform [In Chinese].” Carsologica Sinica 37 (4): 608–616. doi: 10.11932/karst20180415.
   Google Scholar
• Qi, J., A. Chehbouni, A. R. Huete, Y. H. Kerr, and S. Sorooshian. 1994. “A Modified Soil Adjusted Vegetation Index.” Remote Sensing of Environment 48 (2): 119–126. doi:10.1016/0034-4257(94)90134-1.
   Web of Science ®Google Scholar
• Rengasamy, P. 2006. “World Salinization with Emphasis on Australia.” Journal of Experimental Botany 57 (5): 1017–1023. doi:10.1093/jxb/erj108.
   PubMed Web of Science ®Google Scholar
• Shandong Provincial Department of Agriculture and Rural Affairs. 2022. Shandong Province Saline-Alkali Land Ecological Fishery Development Plan (2022–2030) [In Chinese].” shandong.gov.cn, December 26. http://www.shandong.gov.cn/art/2022/12/26/art_307620_10330852.html?xxgkhide=1.
   Google Scholar
• Wang, F., J. L. Ding, and M. C. Wu. 2010. “Remote Sensing Monitoring Models of Soil Salinization Based on NDVI-SI Feature Space [In Chinese].” Transactions of the CSAE 26 (8): 168–173. doi:10.3969/j.issn.1002-6819.2010.08.029.
   Google Scholar
• Wang, H., and G. Jia. 2012. “Satellite-Based Monitoring of Decadal Soil Salinization and Climate Effects in a Semi-Arid Region of China.” Advances in Atmospheric Sciences 29 (5): 1089–1099. doi:10.1007/s00376-012-1150-8.
   Web of Science ®Google Scholar
• Wang, J., and X. Y. Zhao. 2022. “China Has Promulgated the Yellow River Protection Law to Protect the Mother River [In Chinese].” people.com.cn, October 8. http://politics.people.com.cn/n1/2022/1030/c1001-32554915.html.
   Google Scholar
• Wu, W. C., C. Zucca, A. S. Muhaimeed, W. M. AI-Shafie, A. M. F. AI-Quraishi, V. Nangia, M. Q. Zhu, and G. P. Liu. 2018. “Soil Salinity Prediction and Mapping by Machine Learning Regression in Central Mesopotamia, Iraq.” Land Degradation & Development 29 (11): 4005–4014. doi:10.1002/ldr.3148.
   Web of Science ®Google Scholar
• Yang, S. C., H. C. Pang, C. B. Wang, Y. Y. Li, L. Huo, and W. L. Jiang. 2014. “Characterization of Soil Salinization Based on Canonical Correspondence Analysis Method in Gansu Yellow River Irrigation District of Northwest China [In Chinese.].” Scientia Agricultura Sinica 47 (01): 100–110. doi:10.3864/j.issn.0578-1752.2014.01.011.
   Google Scholar
• Zhang, W. K. 2016. “Remote Sensing Monitoring Models of Soil Salinization in the Yellow River Delta Based on Feature Space.” Ph D Diss., China University of Petroleum (East China).
   Google Scholar
• Zhang, X. D., and Z. Liu. 2022. “Use Scientific and Technological Means to “Irrigate” New Hope on Saline-Alkali Land [In Chinese].” people.com.cn, February 23. http://nm.people.com.cn/n2/2022/0223/c196690-35145413.html.
   Google Scholar
• Zhang, X., L. G. Liu, X. D. Chen, S. Xie, and Y. Gao. 2019. “Fine Land-Cover Mapping in China Using Landsat Datacube and an Operational SPECLib-Based Approach.” Remote Sensing 11 (9): 1056. doi:10.3390/rs11091056.
   Web of Science ®Google Scholar
• Zhang, Z. X., Y. T. Song, H. Z. Zhang, X. J. Li, and B. B. Niu. 2021. “Spatiotemporal Dynamics of Soil Salinity in the Yellow River Delta Under the Impacts of Hydrology and Climate [In Chinese].” Chinese Journal of Applied Ecology 32 (4): 1393–1405. doi:10.13287/j.1001-9332.202104.012.
   Google Scholar
• Zhang, T. Y., L. Wang, P. L. Zeng, T. Wang, Y. H. Geng, and H. Wang. 2016. “Soil Salinization in the Irrigated Area of the Manas River Basin Based on MSAVI-SI Feature Space [In Chinese].” Arid Zone Research 33 (3): 499–505. doi:10.13866/j.azr.2016.03.07.
   Google Scholar
• Zhang, Z. Z., J. X. Zhang, J. S. Huang, T. Zhang, D. Tang, K. N. He, and R. J. Li. 2018. “Efficacy of a Drainage System in Remediating Saline-Alkali Soils in the Alpine Region of Qinghai Province.” Journal of Irrigation and Drainage 37 (12): 78–85. doi:10.13522/j.cnki.ggps.2017.0582.
   Google Scholar
• Zhao, Q. Y., Y. Xia, and B. D. Zou. 2022. “Cause Damage and Recovery of Soil Salinization [In Chinese].” Agriculture and Technology 42 (11): 115–119. doi:10.19754/j.nyyjs.20220615030.
   Google Scholar