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This study measured the temporal and spatial variability of ecological quality, as reflected by remote sensing ecological indices (RSEI), and examined their responses to river network connectivity (RNC). In total, 8 RNC indices, including river structure of river density (Dr), water surface ratio (Wr), edge-node ratio (\u03b2), and network connectivity (\u03b3), and node importance indices of betweenness centrality (BC), PageRank (PG_R), out_degree centrality (Out_D), and in_closeness centrality (In_C), were generated at the subbasin scale. Our results highlighted the significance of RNC in influencing both the values and variability of RSEI, and the extent of this influence varied across different time periods. Specifically, three distinct clusters can be extracted from the temporal variability of RSEI, representing wet, near-normal, and dry years. The river structure index of \u03b3 significantly influenced the spatial patterns of subbasin RSEIs, particularly in wet years (R2 = 0.554), whereas \u03b2 displayed a pronounced U-shape correlation with subbasin RSEIs in dry years (R2 = 0.512). Although node importance indices did not correlate directly with subbasin RSEI levels, as the river structure indices did, they significantly positively affected temporal variability of subbasin RSEIs (EI_SD_t). Higher values of PG_R, Out_D, and In_C were associated with increased subbasin RSEI variability. Based on these correlations, we developed RNC-based RSEI and EI_SD_t models with high adjusted coefficients of determination to facilitate the assessment of ecosystem quality. This study provides essential insights into ecosystem dynamics related to river connectivity within a basin and offers valuable guidance for effective watershed management and conservation efforts aimed at enhancing ecological resilience and sustainability.<\/jats:p>","DOI":"10.3390\/rs16132370","type":"journal-article","created":{"date-parts":[[2024,6,28]],"date-time":"2024-06-28T06:51:53Z","timestamp":1719557513000},"page":"2370","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Unraveling the Impacts of River Network Connectivity on Ecological Quality Dynamics at a Basin Scale"],"prefix":"10.3390","volume":"16","author":[{"given":"Xia","family":"Li","sequence":"first","affiliation":[{"name":"Research and Development Center for Watershed Environmental Eco-Engineering, Beijing Normal University, Zhuhai 519087, China"},{"name":"State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, Beijing 100875, China"},{"name":"Key Laboratory of Coastal Water Environmental Management and Water Ecological Restoration of Guangdong Higher Education Institutes, Beijing Normal University, Zhuhai 519087, China"}]},{"given":"Xiaobiao","family":"Mo","sequence":"additional","affiliation":[{"name":"Department of Geographic Science, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai 519087, China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0008-1215-3043","authenticated-orcid":false,"given":"Cheng","family":"Zhang","sequence":"additional","affiliation":[{"name":"Instrumentation and Service Center for Science and Technology, Beijing Normal University, Zhuhai 519087, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8806-6228","authenticated-orcid":false,"given":"Qing","family":"Wang","sequence":"additional","affiliation":[{"name":"Research and Development Center for Watershed Environmental Eco-Engineering, Beijing Normal University, Zhuhai 519087, China"},{"name":"State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, Beijing 100875, China"},{"name":"Key Laboratory of Coastal Water Environmental Management and Water Ecological Restoration of Guangdong Higher Education Institutes, Beijing Normal University, Zhuhai 519087, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7766-9808","authenticated-orcid":false,"given":"Lili","family":"Xu","sequence":"additional","affiliation":[{"name":"Department of Statistics, Faculty of Arts and Sciences, Beijing Normal University, Zhuhai 519087, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1473-2697","authenticated-orcid":false,"given":"Ze","family":"Ren","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Lake Science and Environment, Nanjing Institute of Geography and Limnology, Chinese Academy of Sciences, Nanjing 210008, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7064-7166","authenticated-orcid":false,"given":"Gregory W.","family":"McCarty","sequence":"additional","affiliation":[{"name":"USDA-ARS Hydrology and Remote Sensing Laboratory, Beltsville, MD 20705, USA"}]},{"given":"Baoshan","family":"Cui","sequence":"additional","affiliation":[{"name":"State Key Laboratory of Water Environment Simulation, School of Environment, Beijing Normal University, Beijing 100875, China"}]}],"member":"1968","published-online":{"date-parts":[[2024,6,28]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"6893","DOI":"10.1002\/2015WR017617","article-title":"River Corridor Science: Hydrologic Exchange and Ecological Consequences from Bedforms to Basins","volume":"51","author":"Harvey","year":"2015","journal-title":"Water Resour. 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