Theoretical and Applied Climatology, Journal Year: 2025, Volume and Issue: 156(6)
Published: May 9, 2025
Language: Английский
Theoretical and Applied Climatology, Journal Year: 2025, Volume and Issue: 156(6)
Published: May 9, 2025
Language: Английский
Deleted Journal, Journal Year: 2025, Volume and Issue: 7(4)
Published: April 9, 2025
Language: Английский
Citations
0Applied Geography, Journal Year: 2025, Volume and Issue: 179, P. 103619 - 103619
Published: April 15, 2025
Language: Английский
Citations
0Sustainable Cities and Society, Journal Year: 2025, Volume and Issue: unknown, P. 106402 - 106402
Published: April 1, 2025
Language: Английский
Citations
0Remote Sensing, Journal Year: 2025, Volume and Issue: 17(10), P. 1669 - 1669
Published: May 9, 2025
Land Surface Temperature (LST) is a parameter retrieved through the thermal infrared band of remote sensing satellites, and it crucial in various climate environmental models. Compared to other multispectral bands, bands have lower spatial resolution, which limits their practical applications. Taking Heihe River Basin China as case study, this research focuses on LST data from SDGSAT-1 using three-channel split-window algorithm. In paper, we propose novel approach, Information-Guided Diffusion Model (IGDM), apply downscale image. The results indicate that downscaling accuracy image proposed IGDM model outperforms Linear, Enhanced Deep Super-Resolution Network (EDSR), Convolutional Neural (SRCNN), Discrete Cosine Transform Local Spatial Attention (DCTLSA), Denoising Probabilistic Models (DDPM). Specifically, RMSE reduced by 55.16%, 51.29%, 48.39%, 52.88%, 17.18%. By incorporating auxiliary information, particularly when NDVI NDWI inputs, performance significantly improved. DDPM, decreased 0.666 0.574, MAE dropped 0.517 0.376, PSNR increased 38.55 40.27. Overall, highlight effectiveness information-guided diffusion generating high-resolution data. Additionally, study reveals feature impact different information variations features across regions temperature ranges.
Language: Английский
Citations
0Theoretical and Applied Climatology, Journal Year: 2025, Volume and Issue: 156(6)
Published: May 9, 2025
Language: Английский
Citations
0