Tiber River-Driven Chlorophyll-a and Total Suspended Matter Dynamics and Their Impacts along the Central Tyrrhenian Sea Coast: A Sentinel-2 Approach
• Chl-a and TSM are key indicators of coastal health, influenced by climate change. • Study examines Tiber River’s impact on Chl-a and TSM in the Tyrrhenian Sea. • Sentinel-2 data is evaluated for estimating Chl-a and TSM in coastal regions. • The C2RCC-Net algorithm shows superior accuracy in estimating Chl-a and TSM. • Chl-a and TSM correlation reveals Tiber River’s positive influence on the region. Chlorophyll-a (Chl-a) and Total Suspended Matter (TSM) are key health indicators of the coastal ocean and seas. The former is linked to primary productivity, while the latter is associated with water quality; both are influenced by change in climate. Recent studies have highlighted a declining trend in Chl-a levels along the Mediterranean coastal region. River discharge plays an important role in regulating the coastal Chl-a concentration levels. The present research primarily focuses on understanding the significance of Tiber River −driven spatial dynamics of Chl-a and TSM along the central Tyrrhenian Sea coasts. The research also focuses on evaluating the applicability of Sentinel-2 and identifying a suitable method for estimating Chl-a and TSM from Sentinel-2. Neural networks and dark spectrum fitting techniques were applied using multiple algorithms to estimate the dynamic distribution of Chl-a and TSM driven by the Tiber River in the study area. Multiple statistical analyses were performed, and statistically significant relationships were observed. The Case-2 Regional Coast Colour Neural Network (C2RCC-Net) outperformed all other algorithms, with an R 2 value of 0.903 for Chl-a and an R 2 value of 0.966 for TSM. Furthermore, the present research also identified a positive pixel to pixel spatial correlation between Chl-a and TSM in all four seasons, highlighting the positive impact of Tiber River on maintaining Chl-a levels along the coasts of Tyrrhenian Sea. This stands in contrast with the negative trend seen in the Mediterranean scale.
Authors
- Alice Madonia
- Viviana Piermattei (ORCID: https://orcid.org/0000-0002-9000-9070)
- Marco Marcelli (ORCID: https://orcid.org/0000-0003-2619-8521)
- Dani Varghese
Institutions
- Università degli Studi della Tuscia (IT)
- CMCC Foundation - Euro-Mediterranean Center on Climate Change (IT)
Publication Details
- Journal
- International Journal of Applied Earth Observation and Geoinformation
- Published
- 2024-09-14
- DOI
- https://doi.org/10.1016/j.jag.2024.104161
- Citations
- 2
- Primary Topic
- Marine and environmental studies
- Type
- article
- Field-Weighted Citation Impact
- 0.96