Tracking the dynamics of tidal wetlands with time-series satellite images in the Yangtze River Estuary, China

References

• Amani, M., A. Ghorbanian, S. A. Ahmadi, M. Kakooei, A. Moghimi, S. M. Mirmazloumi, S. H. A. Moghaddam, et al. 2020. “Google Earth Engine Cloud Computing Platform for Remote Sensing Big Data Applications: A Comprehensive Review.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 13:5326–5350. https://doi.org/10.1109/JSTARS.2020.3021052.
   Web of Science ®Google Scholar
• Awty-Carroll, K., P. Bunting, A. Hardy, and G. Bell. 2019. “Using Continuous Change Detection and Classification of Landsat Data to Investigate Long-term Mangrove Dynamics in the Sundarbans Region.” Remote Sensing 11 (23): 2833. https://doi.org/10.3390/rs11232833.
   Web of Science ®Google Scholar
• Awty-Carroll, K., P. Bunting, A. Hardy, and G. Bell. 2021. “Evaluation of the Continuous Monitoring of Land Disturbance Algorithm for Large-Scale Mangrove Classification.” Remote Sensing 13 (19): 3978. https://doi.org/10.3390/rs13193978.
   Web of Science ®Google Scholar
• Barbier, E. B., S. D. Hacker, C. Kennedy, E. W. Koch, A. C. Stier, and B. R. Silliman. 2011. “The Value of Estuarine and Coastal Ecosystem Services.” Ecological Monographs 81 (2): 169–193. https://doi.org/10.1890/10-1510.1.
   Web of Science ®Google Scholar
• Castagno, K. A., T. Tomiczek, C. C. Shepard, M. W. Beck, A. A. Bowden, K. O’Donnell, and S. B. Scyphers. 2021. “Resistance, Resilience, and Recovery of Salt Marshes in the Florida Panhandle following Hurricane Michael.” Scientific Reports 11 (1): 20381. https://doi.org/10.1038/s41598-021-99779-8.
   PubMed Web of Science ®Google Scholar
• Chen, X., and H. Ishwaran. 2012. “Random Forests for Genomic Data Analysis.” Genomics 99 (6): 323–329. https://doi.org/10.1016/j.ygeno.2012.04.003.
   PubMed Web of Science ®Google Scholar
• Chen, L., C. Ren, B. Zhang, L. Li, Z. Wang, and K. Song. 2018. “Spatiotemporal Dynamics of Coastal Wetlands and Reclamation in the Yangtze Estuary During Past 50 Years (1960s–2015).” Chinese Geographical Science 28 (3): 386–399. https://doi.org/10.1007/s11769-017-0925-3.
   Web of Science ®Google Scholar
• Chen, G., C. Zhong, M. Li, Z. Yu, X. Liu, and M. Jia. 2022. “Disturbance of Mangrove Forests in Guangxi Beilun Estuary during 1990–2020.” Journal of Remote Sensing 26 (6): 1112–1120. https://doi.org/10.11834/jrs.20221579.
   Google Scholar
• Cheng, S., X. Zeng, Z. Wang, C. Zeng, and L. Cao. 2023. “Spatiotemporal Variations of Tidal Flat Landscape Patterns and Driving Forces in the Yangtze River Delta, China.” 9. https://doi.org/10.3389/fmars.2022.1086775.
   Google Scholar
• Crosby, S. C., D. F. Sax, M. E. Palmer, H. S. Booth, L. A. Deegan, M. D. Bertness, and H. M. Leslie. 2016. “Salt Marsh Persistence is Threatened by Predicted Sea-level Rise.” Estuarine, Coastal and Shelf Science 181:93–99. https://doi.org/10.1016/j.ecss.2016.08.018.
   Web of Science ®Google Scholar
• Davidson, N. C., A. A. van Dam, C. M. Finlayson, and R. J. McInnes. 2019. “Worth of Wetlands: Revised Global Monetary Values of Coastal and Inland Wetland Ecosystem Services.” Marine and Freshwater Research 70 (8): 1189–1194. https://doi.org/10.1071/MF18391.
   Web of Science ®Google Scholar
• Di Vittorio, C. A., and A. P. Georgakakos. 2018. “Land Cover Classification and Wetland Inundation Mapping Using MODIS.” Remote Sensing of Environment 204:1–17. https://doi.org/10.1016/j.rse.2017.11.001.
   Web of Science ®Google Scholar
• Ge, Z. M., X. Zhou, T. H. Wang, K. Y. Wang, E. Pei, and X. Yuan. 2009. “Effects of Vegetative Cover Changes on the Carrying Capacity of Migratory Shorebirds in a Newly Formed Wetland, Yangtze River Estuary, China.” Zoological Studies 48 (6): 769–779.
   Web of Science ®Google Scholar
• Hou, M., H. Liu, H. Zhang, C. Wang, and Q. Tan. 2013. “Influences of Topographic Features on the Distribution and Evolution of Landscape in the Coastal Wetland of Yancheng.” Acta Ecologica Sinica 33 (12): 3765–3773. https://doi.org/10.5846/stxb201211121591.
   Google Scholar
• Huang, Y., J. Peng, W. Sun, N. Chen, Q. Du, Y. Ning, and H. Su. 2022. “Two-branch Attention Adversarial Domain Adaptation Network for Hyperspectral Image Classification.” IEEE Transactions on Geoscience and Remote Sensing 60:1–13. https://doi.org/10.1109/TGRS.2022.3215677.
   Web of Science ®Google Scholar
• Jia, M., Z. Wang, D. Mao, C. Ren, C. Wang, and Y. Wang. 2021. “Rapid, Robust, and Automated Mapping of Tidal Flats in China Using Time Series Sentinel-2 Images and Google Earth Engine.” Remote Sensing of Environment 255:112285. https://doi.org/10.1016/j.rse.2021.112285.
   Web of Science ®Google Scholar
• Kennedy, R. E., Z. Yang, and W. B. Cohen. 2010. “Detecting Trends in Forest Disturbance and Recovery Using Yearly Landsat Time Series: 1. LandTrendr – Temporal Segmentation Algorithms.” Remote Sensing of Environment 114 (12): 2897–2910. https://doi.org/10.1016/j.rse.2010.07.008.
   Web of Science ®Google Scholar
• Li, X., R. Bellerby, C. Craft, and S. E. Widney. 2018. “Coastal Wetland Loss, Consequences, and Challenges for Restoration.” Anthropocene Coasts 1 (1): 1–15. https://doi.org/10.1139/anc-2017-0001.
   Google Scholar
• Liu, Y.-F., J. Ma, X.-X. Wang, Q.-Y. Zhong, J.-M. Zong, W.-B. Wu, Q. Wang, and B. Zhao. 2020. “Joint Effect of Spartina alterniflora Invasion and Reclamation on the Spatial and Temporal Dynamics of Tidal Flats in Yangtze River Estuary.” Remote Sensing 12 (11): 1725. https://doi.org/10.3390/rs12111725.
   Web of Science ®Google Scholar
• Liu, M., D. Mao, Z. Wang, L. Li, W. Man, M. Jia, C. Ren, and Y. Zhang. 2018. “Rapid Invasion of Spartina Alterniflora in the Coastal Zone of Mainland China: New Observations from Landsat OLI Images.” Remote Sensing 10 (12): 1933. https://doi.org/10.3390/rs10121933.
   Web of Science ®Google Scholar
• Liu, K., W. Sun, Y. Shao, W. Liu, G. Yang, X. Meng, J. Peng, D. Mao, and K. Ren. 2022. “Mapping Coastal Wetlands Using Transformer in Transformer Deep Network on China ZY1-02D Hyperspectral Satellite Images.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15:3891–3903. https://doi.org/10.1109/JSTARS.2022.3173349.
   Web of Science ®Google Scholar
• Ma, Z., D. S. Melville, J. Liu, Y. Chen, H. Yang, W. Ren, Z. Zhang, T. Piersma, and B. Li. 2014. “Rethinking China's New Great Wall.” Science 346 (6212): 912–914. https://doi.org/10.1126/science.1257258.
   PubMed Web of Science ®Google Scholar
• Ma, Z., Y. Wang, X. Gan, B. Li, Y. Cai, and J. Chen. 2009. “Waterbird Population Changes in the Wetlands at Chongming Dongtan in the Yangtze River Estuary, China.” Environmental Management 43 (6): 1187–1200. https://doi.org/10.1007/s00267-008-9247-7.
   PubMed Web of Science ®Google Scholar
• Ma, Q., W. Wu, C. Tang, D. Niu, J. Wu, and Z. Ma. 2017. “Effects of Habitat Restoration on the Diversity of Bird and Marcobenthos in the Chongming Dongtan wetland.” Journal of Nanjing Forestry University. Natural Sciences Edition 41 (1): 9–14. https://doi.org/10.3969/j.issn.1000-2006.2017.01.002.
   Google Scholar
• McLeod, E., G. L. Chmura, S. Bouillon, R. Salm, M. Björk, C. M. Duarte, C. E. Lovelock, W. H. Schlesinger, and B. R. Silliman. 2011. “A Blueprint for Blue Carbon: Toward an Improved Understanding of the Role of Vegetated Coastal Habitats in Sequestering CO2.” Frontiers in Ecology and the Environment 9 (10): 552–560. https://doi.org/10.1890/110004.
   Web of Science ®Google Scholar
• Ministry of Water Resources of China. 2022. China River Water and Sediment Bulletin (2020). Beijing: China Water Resources and Hydropower Press.
   Google Scholar
• Murray, N. J., T. A. Worthington, P. Bunting, S. Duce, V. Hagger, C. E. Lovelock, R. Lucas, et al. 2022. “High-resolution Mapping of Losses and Gains of Earth’s Tidal Wetlands.” Science 376 (6594): 744–749. https://doi.org/10.1126/science.abm9583.
   PubMed Web of Science ®Google Scholar
• Newton, A., J. Icely, S. Cristina, G. M. E. Perillo, R. E. Turner, D. Ashan, S. Cragg, et al. 2020. “Anthropogenic, Direct Pressures on Coastal Wetlands.” Frontiers in Ecology and Evolution 8. https://doi.org/10.3389/fevo.2020.00144.
   Web of Science ®Google Scholar
• Olofsson, P., G. M. Foody, M. Herold, S. V. Stehman, C. E. Woodcock, and M. A. Wulder. 2014. “Good Practices for Estimating Area and Assessing Accuracy of Land Change.” Remote Sensing of Environment 148:42–57. https://doi.org/10.1016/j.rse.2014.02.015.
   Web of Science ®Google Scholar
• Peng, K., W. Jiang, P. Hou, Z. Wu, and T. Cui. 2024. “Detailed wetland-type classification using Landsat-8 time-series images: A pixel- and object-based algorithm with knowledge (POK).” GIScience & Remote Sensing 61 (1): 2293525. https://doi.org/10.1080/15481603.2023.2293525.
   Web of Science ®Google Scholar
• Peng, K., W. Jiang, P. Hou, Z. Wu, Z. Ling, X. Wang, Z. Niu, and D. Mao. 2023. “Continental-scale wetland mapping: A novel algorithm for detailed wetland types classification based on time series Sentinel-1/2 images.” Ecological Indicators 148:110113. https://doi.org/10.1016/j.ecolind.2023.110113.
   Web of Science ®Google Scholar
• Rhif, M., A. B. Abbes, B. Martinez, R. de Jong, Y. Sang, and I. R. Farah. 2022. “Detection of Trend and Seasonal Changes in Non-stationary Remote Sensing Data: Case Study of Tunisia Vegetation Dynamics.” Ecological Informatics 69:101596. https://doi.org/10.1016/j.ecoinf.2022.101596.
   Web of Science ®Google Scholar
• Sagar, S., C. Phillips, B. Bala, D. Roberts, and L. Lymburner. 2018. “Generating Continental Scale Pixel-Based Surface Reflectance Composites in Coastal Regions with the Use of a Multi-Resolution Tidal Model.” Remote Sensing 10 (3): 480. https://doi.org/10.3390/rs10030480.
   Web of Science ®Google Scholar
• Shanghai Statistical Bureau. 2020. Overview of Shanghai. Shanghai: Shanghai People's Publishing House.
   Google Scholar
• Shen, Y., R. Zhang, and Y. Wang. 2003. “The Tidal Creek Character in Salt Marsh of Spartina Alterni Flora Loisel on Strong Tide Coast.” Geographical Research 22 (4): 520–527.
   Google Scholar
• Shi, Y., Y. Li, Y. Meng, Z. Zhao, T. Zhang, D. Wang, and L. Yuan. 2022. “Pattern Evolution and Impact Factor of Jiuduansha Wetland at the Yangtze Estuary during 1989–2020.” Chinese Journal of Applied Ecology 33 (8): 2229–2236. https://doi.org/10.13287/j.1001-9332.202208.022.
   Google Scholar
• Song, S., Z. Wu, Y. Wang, Z. Cao, Z. He, and Y. Su. 2020. “Mapping the Rapid Decline of the Intertidal Wetlands of China Over the Past Half Century Based on Remote Sensing.” Frontiers in Earth Science 8. https://doi.org/10.3389/feart.2020.00016.
   Web of Science ®Google Scholar
• Stehman, S. V., and D. Xing. 2022. “Confidence Intervals for Proportion of Area Estimated from a Stratified Random Sample.” Remote Sensing of Environment 280:113193. https://doi.org/10.1016/j.rse.2022.113193.
   Web of Science ®Google Scholar
• Sun, W., K. Liu, G. Ren, W. Liu, G. Yang, X. Meng, and J. Peng. 2021. “A simple and Effective Spectral-spatial Method for Mapping Large-scale Coastal Wetlands Using China ZY1-02D Satellite Hyperspectral Images.” International Journal of Applied Earth Observation and Geoinformation 104:102572. https://doi.org/10.1016/j.jag.2021.102572.
   Web of Science ®Google Scholar
• Sun, W., G. Yang, K. Ren, J. Peng, C. Ge, X. Meng, and Q. Du. 2021. “A Label Similarity Probability Filter for Hyperspectral Image Postclassification.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 14:6897–6905. https://doi.org/10.1109/JSTARS.2021.3094197.
   Web of Science ®Google Scholar
• Sun, N., W. Zhu, and Q. Cheng. 2018. “GF-1 and Landsat Observed a 40-year Wetland Spatiotemporal Variation and its Coupled Environmental Factors in Yangtze River Estuary.” Estuarine, Coastal and Shelf Science 207:30–39. https://doi.org/10.1016/j.ecss.2018.03.022.
   Web of Science ®Google Scholar
• Tian, B., W. Wu, Z. Yang, and Y. Zhou. 2016. “Drivers, Trends, and Potential Impacts of Long-term Coastal Reclamation in China from 1985 to 2010.” Estuarine, Coastal and Shelf Science 170:83–90. https://doi.org/10.1016/j.ecss.2016.01.006.
   Web of Science ®Google Scholar
• Tian, B., Y.-X. Zhou, R. M. Thom, H. L. Diefenderfer, and Q. Yuan. 2015. “Detecting Wetland Changes in Shanghai, China Using FORMOSAT and Landsat TM Imagery.” Journal of Hydrology 529:1–10. https://doi.org/10.1016/j.jhydrol.2015.07.007.
   Web of Science ®Google Scholar
• Verbesselt, J., R. Hyndman, A. Zeileis, and D. Culvenor. 2010. “Phenological Change Detection While Accounting for Abrupt and Gradual Trends in Satellite Image Time Series.” Remote Sensing of Environment 114 (12): 2970–2980. https://doi.org/10.1016/j.rse.2010.08.003.
   Web of Science ®Google Scholar
• Wang, H., W. Li, and W. Xiang. 2022. “Sea Level Rise along China Coast in the Last 60 Years.” Acta Oceanologica Sinica 41 (12): 18–26. https://doi.org/10.1007/s13131-022-2066-5.
   Web of Science ®Google Scholar
• Wang, J., Y. Sheng, C. J. Gleason, and Y. Wada. 2013. “Downstream Yangtze River Levels Impacted by Three Gorges Dam.” Environmental Research Letters 8 (4): 044012. https://doi.org/10.1088/1748-9326/8/4/044012.
   Web of Science ®Google Scholar
• Wang, X., X. Xiao, X. Zhang, J. Wu, and B. Li. 2023. “Rapid and Large Changes in Coastal Wetland Structure in China's Four Major River Deltas.” Global Change Biology 29 (8): 2286–2300. https://doi.org/10.1111/gcb.16583.
   PubMed Web of Science ®Google Scholar
• Wang, X., X. Xiao, Z. Zou, L. Hou, Y. Qin, J. Dong, R. B. Doughty, et al. 2020. “Mapping Coastal Wetlands of China Using Time Series Landsat Images in 2018 and Google Earth Engine.” ISPRS Journal of Photogrammetry and Remote Sensing 163:312–326. https://doi.org/10.1016/j.isprsjprs.2020.03.014.
   PubMed Web of Science ®Google Scholar
• Wu, W., Y. Gao, C. Chen, Y. Sun, and H. Su. 2022. “A Framework for Assessing the Dynamic Coastlines Induced by Urbanization Using Remote Sensing Data: A Case Study in Fujian, China.” Remote Sensing 14 (12): 2911. https://doi.org/10.3390/rs14122911.
   Web of Science ®Google Scholar
• Wu, L., J. Lu, C. Tong, and C. Liu. 2003. “Valuation of Wetland Ecosystem Services in the Yangtze River Estuary.” Resources and Environment in the Yangtze Basin 12 (5): 411–416.
   Google Scholar
• Wu, W., Z. Yang, C. Chen, and B. Tian. 2022. “Tracking the Environmental Impacts of Ecological Engineering on Coastal Wetlands with Numerical Modeling and Remote Sensing.” Journal of Environmental Management 302:113957. https://doi.org/10.1016/j.jenvman.2021.113957.
   PubMed Web of Science ®Google Scholar
• Wu, W., Z. Yang, B. Tian, Y. Huang, Y. Zhou, and T. Zhang. 2018. “Impacts of Coastal Reclamation on Wetlands: Loss, Resilience, and Sustainable Management.” Estuarine, Coastal and Shelf Science 210:153–161. https://doi.org/10.1016/j.ecss.2018.06.013.
   Web of Science ®Google Scholar
• Wu, W., C. Zhi, C. Chen, B. Tian, Z. Chen, and H. Su. 2022. “Detecting Annual Anthropogenic Encroachment on Intertidal Vegetation Using Full Landsat Time-series in Fujian, China.” GIScience & Remote Sensing 59 (1): 2266–2282. https://doi.org/10.1080/15481603.2022.2158521.
   Web of Science ®Google Scholar
• Wulder, M. A., D. P. Roy, V. C. Radeloff, T. R. Loveland, M. C. Anderson, D. M. Johnson, S. Healey, et al. 2022. “Fifty Years of Landsat Science and Impacts.” Remote Sensing of Environment 280:113195. https://doi.org/10.1016/j.rse.2022.113195.
   Web of Science ®Google Scholar
• Xie, S., L. Liu, X. Zhang, and J. Yang. 2022. “Mapping the Annual Dynamics of Land Cover in Beijing from 2001 to 2020 Using Landsat Dense Time Series Stack.” ISPRS Journal of Photogrammetry and Remote Sensing 185:201–218. https://doi.org/10.1016/j.isprsjprs.2022.01.014.
   Web of Science ®Google Scholar
• Yang, S. L., M. Li, S. B. Dai, Z. Liu, J. Zhang, and P. X. Ding. 2006. “Drastic Decrease in Sediment Supply from the Yangtze River and its Challenge to Coastal Wetland Management.” Geophysical Research Letters 33 (6). https://doi.org/10.1029/2005GL025507.
   PubMed Web of Science ®Google Scholar
• Yang, S. L., H. Li, T. Ysebaert, T. J. Bouma, W. X. Zhang, Y. Y. Wang, P. Li, M. Li, and P. X. Ding. 2008. “Spatial and Temporal Variations in Sediment Grain Size in Tidal Wetlands, Yangtze Delta: On the Role of Physical and Biotic Controls.” Estuarine, Coastal and Shelf Science 77 (4): 657–671. https://doi.org/10.1016/j.ecss.2007.10.024.
   Web of Science ®Google Scholar
• Yang, S. L., K. H. Xu, J. D. Milliman, H. F. Yang, and C. S. Wu. 2015. “Decline of Yangtze River Water and Sediment Discharge: Impact from Natural and Anthropogenic Changes.” Scientific Reports 5 (1): 12581. https://doi.org/10.1038/srep12581.
   PubMedGoogle Scholar
• Yang, H. F., S. L. Yang, B. C. Li, Y. P. Wang, J. Z. Wang, Z. L. Zhang, K. H. Xu, Y. G. Huang, B. W. Shi, and W. X. Zhang. 2021. “Different Fates of the Yangtze and Mississippi Deltaic Wetlands under Similar Riverine Sediment Decline and Sea-level Rise.” Geomorphology 381:107646. https://doi.org/10.1016/j.geomorph.2021.107646.
   Web of Science ®Google Scholar
• Yang, X., Z. Zhu, S. Qiu, K. D. Kroeger, Z. Zhu, and S. Covington. 2022. “Detection and Characterization of Coastal Tidal Wetland Change in the Northeastern US Using Landsat Time Series.” Remote Sensing of Environment 276:113047. https://doi.org/10.1016/j.rse.2022.113047.
   Web of Science ®Google Scholar
• Yuan, L., D. Liu, B. Tian, X. Yuan, S. Bo, Q. Ma, W. Wu, Z. Zhao, L. Zhang, and J. K. Keesing. 2022. “A Solution for Restoration of Critical Wetlands and Waterbird Habitats in Coastal Deltaic Systems.” Journal of Environmental Management 302:113996. https://doi.org/10.1016/j.jenvman.2021.113996.
   PubMed Web of Science ®Google Scholar
• Zhang, Z., N. Xu, Y. Li, and Y. Li. 2022. “Sub-continental-scale Mapping of Tidal Wetland Composition for East Asia: A Novel Algorithm Integrating Satellite Tide-level and Phenological Features.” Remote Sensing of Environment 269:112799. https://doi.org/10.1016/j.rse.2021.112799.
   Web of Science ®Google Scholar
• Zhang, Y., W. Zhang, B. Shi, and Y. Wang. 2022. “Study on Sediment Stability between Vegetation and Bare Flats in a Muddy Intertidal Flat: A Case Study for Chongming Dongtan in the Yangtze River Estuary.” Journal of East China Normal University. Natural Science (6): 169–177. https://doi.org/10.3969/j.issn.1000-5641.2023.03.017.
   Google Scholar
• Zhi, C., W. Wu, and H. Su. 2022. “Mapping the Intertidal Wetlands of Fujian Province Based on Tidal Dynamics and Vegetational Phonology.” Journal of Remote Sensing 26 (2): 373–385. https://doi.org/10.11834/jrs.20210586.
   Google Scholar
• Zhu, Z. 2017. “Change Detection Using Landsat Time Series: A Review of Frequencies, Preprocessing, Algorithms, and Applications.” ISPRS Journal of Photogrammetry and Remote Sensing 130:370–384. https://doi.org/10.1016/j.isprsjprs.2017.06.013.
   Web of Science ®Google Scholar
• Zhu, Z., and C. E. Woodcock. 2014. “Continuous Change Detection and Classification of Land Cover Using All Available Landsat Data.” Remote Sensing of Environment 144:152–171. https://doi.org/10.1016/j.rse.2014.01.011.
   Web of Science ®Google Scholar
• Zhu, Z., J. Zhang, Z. Yang, A. H. Aljaddani, W. B. Cohen, S. Qiu, and C. Zhou. 2020. “Continuous Monitoring of Land Disturbance Based on Landsat Time Series.” Remote Sensing of Environment 238:111116. https://doi.org/10.1016/j.rse.2019.03.009.
   Web of Science ®Google Scholar
• Zong, Y., J. Yang, H. Liu, Y. Li, Y. Zhang, and Y. Wu. 2023. “Study on the Impact of Spartina Alterniflora Invasion on Tidal Creek System in the Coastal Wetland of Yancheng.” Advances in Marine Science 41 (1): 109–122. https://doi.org/10.12362/j.issn.1671-6647.20210822001.
   Google Scholar
• Zou, Y.-A., C.-D. Tang, J.-Y. Niu, T.-H. Wang, Y.-H. Xie, and H. Guo. 2016. “Migratory Waterbirds Response to Coastal Habitat Changes: Conservation Implications from Long-term Detection in the Chongming Dongtan Wetlands, China.” Estuaries and Coasts 39 (1): 273–286. https://doi.org/10.1007/s12237-015-9991-x.
   Web of Science ®Google Scholar