Remote Sensing Monitoring and Evaluation of Water Source Environmental Quality in Sanya
Bibliographic Data
| ID | 13113003 |
|---|---|
| Authors | Changlong Li (0000-0002-8238-9878, Guangzhou College of Commerce, corresponding author), Junjun Wu (0009-0007-6309-8008, Chinese Academy of Sciences), Bo Zhong (0000-0002-3128-9914, Aerospace Information Research Institute), Dongping Xu (0000-0002-0754-4620, Guangzhou Vocational College of Science and Technology) |
| Year | 2025 |
| Volume | 9 |
| Issue | 9 |
| Pages | 376-376 |
| Publication date | 2025-09-16 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | Urban Science (JOURNAL) |
| Journal identifiers | ISSN: 2413-8851 • E-ISSN: 2413-8851 |
| Publisher | MDPI AG (PUBLISHER • IT) |
| DOI | 10.3390/urbansci9090376 |
| OpenAlex | W4414239113 |
| Language | EN |
| References cited | 34 |
We addressed rising drinking water risks in tropical tourism catchments by selecting Sanya as a representative case and developing an integrated 10–16 m remote sensing framework (Sentinel-2, GF-1) with a fuzzy evaluation, combining NDVI, WET, and NDBSI, K–T + NDVI eutrophication mapping, and event-sensitive RUSLE (30 m DEM, nonlinear LS, monthly NDVI-driven C, localized R). Land use mapping shows orchards at 736.46 km2 (38.37%) and tourism land at 2.64% (mostly golf), with 86.52% overall accuracy (Kappa 0.84). Basin-wide, 91% of the area experiences slight–mild erosion, intensified near reservoirs; relative to forests (FVC > 80%), orchards (FVC 60–70%) have a 3.2× higher median erosion risk (IQR 2.8–3.6, 95% CI 2.7–3.7). On 10–25° slopes during flood seasons, orchard pesticide/nutrient runoff indices rise 28–46%, and in the Dalong watershed, high-erosion orchard pixels co-locate with pesticide residues by 62% (95% CI 58–66%). Tourism is associated with elevated nearshore chlorophyll-a (Chl-a); the area is generally mesotrophic (0.25–0.75 mg/L), with localized nearshore hotspots > 1.0 mg/L; across monthly composites, nearshore Chl-a exceeds center waters by 130–210%, and in the Dalong Reservoir, the shoreline-to-center ratio is 2.3–3.1 (median 2.7, 95% CI 2.1–3.3) during 2023–2024 flood seasons. Overall, this source-to-sink framework supports forward-looking governance of drinking water sources under dual monsoon and tourism pressures
DPSIR · Eutrophication · Flood myth · Hydrology (agriculture · Land use · Orchard · Surface runoff · Tourism · Water quality · Groundwater and Watershed Analysis · Remote-Sensing Image Classification · Water Quality and Pollution Assessment
A commentary review on the use of normalized difference vegetation index (NDVI) in the era of popular remote sensing
An assessment on the relationship between land surface temperature and normalized difference vegetation index
Evaluation of remote sensing techniques-based water quality monitoring for sustainable hydrological applications
| Citation velocity | historical |
|---|---|
| Highly cited | No |