A platform for research: civil engineering, architecture and urbanism
Investigating the spatial-temporal pattern of the trophic state index in Hanoi’s largest urban lake (Vietnam) using Sentinel-2 images
Urban lakes provide aesthetic, recreational and ecological benefits, making understanding their trophic status vital for effective management. Utilizing Sentinel-2 imagery, we investigated the spatial-temporal patterns of the Trophic State Index (TSI) in Hanoi’s West Lake over a 2-year period. Our study proposed a robust TSI estimation model, incorporating three band ratios: ${{\rm{R}}_{{\rm{rs}}}}\left({655} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({490} \right)$ , ${{\rm{R}}_{{\rm{rs}}}}\left({705} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({655} \right)$ , ${{\rm{R}}_{{\rm{rs}}}}\left({655} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({443} \right)$ , along with 124 in situ point data. The model exhibited high accuracy (the determination coefficient, R 2 = 0.63) and minimal errors (the root mean square errors, RMSE = 1.1 and 0.9). Consequently, West Lake consistently registered as hypereutrophic (TSI > 70), with seasonal variations linked to climate factors, leading to algal blooms and reduced water clarity. Spatial analysis highlighted the influence of sewage drains on TSI, indicating an urgent need for wastewater control. Our study demonstrates the cost-effective utility of Sentinel-2 imagery for monitoring urban lake eutrophication and emphasizes the urgency of managing eutrophication in these vital ecosystems.
Investigating the spatial-temporal pattern of the trophic state index in Hanoi’s largest urban lake (Vietnam) using Sentinel-2 images
Urban lakes provide aesthetic, recreational and ecological benefits, making understanding their trophic status vital for effective management. Utilizing Sentinel-2 imagery, we investigated the spatial-temporal patterns of the Trophic State Index (TSI) in Hanoi’s West Lake over a 2-year period. Our study proposed a robust TSI estimation model, incorporating three band ratios: ${{\rm{R}}_{{\rm{rs}}}}\left({655} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({490} \right)$ , ${{\rm{R}}_{{\rm{rs}}}}\left({705} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({655} \right)$ , ${{\rm{R}}_{{\rm{rs}}}}\left({655} \right)/{{\rm{R}}_{{\rm{rs}}}}\left({443} \right)$ , along with 124 in situ point data. The model exhibited high accuracy (the determination coefficient, R 2 = 0.63) and minimal errors (the root mean square errors, RMSE = 1.1 and 0.9). Consequently, West Lake consistently registered as hypereutrophic (TSI > 70), with seasonal variations linked to climate factors, leading to algal blooms and reduced water clarity. Spatial analysis highlighted the influence of sewage drains on TSI, indicating an urgent need for wastewater control. Our study demonstrates the cost-effective utility of Sentinel-2 imagery for monitoring urban lake eutrophication and emphasizes the urgency of managing eutrophication in these vital ecosystems.
Investigating the spatial-temporal pattern of the trophic state index in Hanoi’s largest urban lake (Vietnam) using Sentinel-2 images
Quang Vinh, Pham (author) / Thi Thu Ha, Nguyen (author) / Thao, Nguyen Thien Phuong (author) / Ha Linh, Pham (author) / Hien, Tran Thi (author) / Parsons, Michael (author)
Urban Water Journal ; 21 ; 774-789
2024-07-02
16 pages
Article (Journal)
Electronic Resource
English
British Library Online Contents | 1996
|Reconceptualizing urban identity: a study of Hanoi’s form and pattern languages from 1873 to 1902
Taylor & Francis Verlag | 2024
|Sustainable Architectural Criteria for Shophouse Development in Hanoi’s New Urban Areas
Springer Verlag | 2021
|