Journal of Changjiang River Scientific Research Institute ›› 2025, Vol. 42 ›› Issue (2): 165-171.DOI: 10.11988/ckyyb.20231150

• WATER CONSERVANCY INFORMATIZATION • Previous Articles     Next Articles

Correction of Cyanobacteria Bloom Area Based on NDVI Density Segmentation

WANG Ya-ping1(), XU Xi-fei1,2, LI Jia-guo2(), HE Shi1   

  1. 1 School of Surveying and Land Information Engineering, Henan Polytechnic University, Jiaozuo 454003, China
    2 Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing 100094, China
  • Received:2023-10-19 Revised:2024-02-24 Published:2025-02-01 Online:2025-02-01
  • Contact: LI Jia-guo

Abstract:

In the remote sensing monitoring for cyanobacteria blooms, the bloom area is a critical indicator for assessing the severity of the bloom and is crucial for relevant authorities in selecting preventive measures and determining emergency response levels. Traditional methods using medium-to-low-resolution imagery has limited precision in estimating bloom area. To address this issue, the cyanobacteria bloom areas of Taihu Lake as the study area extracted from Sentinel-2 and Sentinel-3 data were compared. Furthermore, the relationship between the NDVI from Sentinel-3 imagery and the cyanobacteria bloom area proportion within mixed pixels were analyzed. Based on these analyses, a corrected model for estimating bloom area was established using the NDVI density segmentation method to refine the bloom area extracted from Sentinel-3 images. The statistical results of bloom areas derived from Sentinel-3 with correction, Sentinel-3 without correction, and Sentinel-2 were compared and analyzed. The findings demonstrate that the corrected model significantly improves the accuracy and reliability of bloom area estimation using Sentinel-3 imagery compared to traditional methods, thereby enhancing its practical application value in cyanobacteria bloom monitoring.

Key words: NDVI density segmentation, cyanobacteria bloom area, Sentinel-3 OLCI image, Taihu Lake

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