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    This study estimates phytoplankton cell abundances in ocean surface waters using remote-sensing data and advanced models. Hyperspectral data show promise for tracking ecologically important phytoplankton like Prochlorococcus and Synechococcus.

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    Area of Science:

    • Oceanography
    • Marine Ecology
    • Remote Sensing

    Background:

    • Phytoplankton, including Prochlorococcus, Synechococcus, and picoeukaryotes, are crucial to marine ecosystems.
    • Estimating the abundance and distribution of these microorganisms is vital for understanding ocean dynamics.
    • Previous methods often lack the spatial or spectral resolution to accurately map these small but significant organisms.

    Purpose of the Study:

    • To develop and validate models for estimating cell abundances of key phytoplankton groups in surface waters.
    • To utilize principal component analysis (PCA) with remote-sensing reflectance data for abundance estimation.
    • To assess the performance of hyperspectral versus multispectral data for this application.

    Main Methods:

    • Developed models correlating cell abundances with PCA scores and sea surface temperature.
    • Employed multilinear regression using hyperspectral and multispectral remote-sensing reflectance data.
    • Validated satellite-derived estimates against extensive in-situ data from Atlantic Meridional Transect cruises.

    Main Results:

    • Successfully mapped Prochlorococcus abundances in the Equatorial Convergence Zone and oceanic gyres.
    • Identified shifts in phytoplankton dominance, with Synechococcus thriving in temperate waters and picoeukaryotes emerging.
    • Demonstrated good model performance (R2 > 0.50) using satellite data, especially with hyperspectral information.
    • Detected fine-scale Synechococcus patches using in-situ sampling for model training.

    Conclusions:

    • Remote sensing, particularly with hyperspectral capabilities, can effectively estimate phytoplankton abundances.
    • Future missions like NASA's PACE will enhance spatiotemporal knowledge of phytoplankton assemblages.
    • Understanding phytoplankton distribution is key to comprehending marine ecosystem functioning and biogeochemical cycles.