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A tuned ocean color algorithm for the Arctic Ocean: a solution for waters with high CDM content
Optics Express
|November 29, 2023
Summary
Optimizing the Garver-Siegel-Maritorena (GSM) algorithm for Arctic waters improved chlorophyll a (Chl) estimates by 8%. The new GSMA algorithm shows promise for better understanding Arctic marine ecosystems and climate change impacts.
Area of Science:
- Oceanography
- Remote Sensing
- Marine Ecology
Background:
- The Arctic Ocean is heavily influenced by rivers and coastal processes.
- Phytoplankton blooms are common in Arctic coastal waters, which are sensitive to climate change.
- Accurate chlorophyll a (Chl) estimation is vital for assessing Arctic marine ecosystem health and climate change impacts.
Purpose of the Study:
- To enhance chlorophyll a (Chl) estimation accuracy in the Arctic Ocean, particularly in coastal areas.
- To optimize the Garver-Siegel-Maritorena (GSM) algorithm for Arctic bio-optical conditions, including high colored detrital material (CDM).
Main Methods:
- An Arctic bio-optical dataset with seven wavelengths was used to tune the GSM algorithm.
- The optimized algorithm, GSMA, was compared against an existing Arctic GSM algorithm (AO.GSM).
- Algorithm performance was validated using satellite imagery and non-Arctic coastal datasets.
Main Results:
- The tuned GSMA algorithm demonstrated improved performance over the AO.GSM algorithm.
- A modest 8% improvement in Chl estimation accuracy was achieved with GSMA.
- GSMA exhibited good robustness when tested on diverse datasets.
Conclusions:
- The optimized GSMA algorithm offers a more accurate method for estimating Chl in the Arctic Ocean.
- Further refinement is needed to fully address the complexities of Arctic coastal waters.
- The GSMA algorithm provides a valuable tool for monitoring Arctic marine ecosystems under climate change.
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