Algorithms to retrieve the spectral diffuse attenuation coefficient of light in the ocean from remote sensing
Optics Express
|February 1, 2024
Summary
Ocean color algorithms show bias in spectral diffuse attenuation coefficient (Kd(λ)) retrievals. Tuning empirical coefficients reduces bias, but an analytical algorithm based on radiative transfer theory shows improved global generalization.
Area of Science:
- Oceanography
- Remote Sensing
- Optical Oceanography
Background:
- Common ocean color algorithms exhibit significant bias in spectral diffuse attenuation coefficient (Kd(λ)) retrievals compared to profiling float measurements.
- Tuning empirical coefficients of existing algorithms reduces this bias using multi-satellite data.
Purpose of the Study:
- To address the generalization limitations of tuned ocean color algorithms for Kd(λ) estimation.
- To evaluate and implement an analytical algorithm for Kd(λ) retrieval based on radiative transfer theory.
Main Methods:
- Utilized a multi-satellite match-up dataset to tune empirical coefficients of ocean color algorithms.
- Developed and applied an analytical algorithm that computes Kd(λ) from inherent optical properties (IOPs) derived from remote sensing reflectance (Rrs) inversion and transmitted radiance information.
- Validated Kd(λ) estimates using profiling float measurements, in-situ datasets, and radiative transfer simulations.
Main Results:
- Tuning algorithms reduced bias but may still lead to temporal/geographical biases in global applications.
- The new analytical algorithm demonstrated minimal bias against float measurements for Kd(λ) at 412 and 490 nm.
- Satisfactory performance was observed across various water types (clear to turbid) and evaluation methods.
Conclusions:
- An analytical algorithm offers a promising approach to overcome generalization issues in global Kd(λ) estimation.
- Further research is needed to assess the hyperspectral performance of both tuned and analytical algorithms.
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