Revised empirical models for estimating coral pigment concentrations from optical reflectance spectra

Spectral reflectance provides a potentially non-invasive approach to estimating coral pigments. We developed revised models using partial least-squares regression trained on paired reflectance and high-performance liquid chromatography pigment data from five coral species. Robust cross-validation yielded useful models for chlorophyll <i>a</i>, peridinin, diadinoxanthin, and <i>β</i>-carotene, though chlorophyll <i>c</i><sub>2</sub> and diatoxanthin performed poorly, likely from chromatographic or degradation issues. Target factor analysis confirmed all pigments were spectrally present. Applying the models to >4000 spectra from 130 corals across 16 genera produced biologically reasonable estimates consistent with Symbiodiniaceae pigment suites. Although prediction errors limit high-precision physiology, these models enable scalable, non-destructive monitoring of coral pigment dynamics.

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Publication Details

Journal
Applied Optics
Published
2025-11-10
DOI
https://doi.org/10.1364/ao.578421
Primary Topic
Coral and Marine Ecosystems Studies
Type
article
Field-Weighted Citation Impact
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article

Revised empirical models for estimating coral pigment concentrations from optical reflectance spectra

Eric J. Hochberg, Hugo Ducret, Heidi M. Dierssen
Applied Optics
Coral and Marine Ecosystems Studies
article

Revised empirical models for estimating coral pigment concentrations from optical reflectance spectra

Eric J. Hochberg, Hugo Ducret, Heidi M. Dierssen
article en

Abstract

Spectral reflectance provides a potentially non-invasive approach to estimating coral pigments. We developed revised models using partial least-squares regression trained on paired reflectance and high-performance liquid chromatography pigment data from five coral species. Robust cross-validation yielded useful models for chlorophyll <i>a</i>, peridinin, diadinoxanthin, and <i>β</i>-carotene, though chlorophyll <i>c</i><sub>2</sub> and diatoxanthin performed poorly, likely from chromatographic or degradation issues. Target factor analysis confirmed all pigments were spectrally present. Applying the models to >4000 spectra from 130 corals across 16 genera produced biologically reasonable estimates consistent with Symbiodiniaceae pigment suites. Although prediction errors limit high-precision physiology, these models enable scalable, non-destructive monitoring of coral pigment dynamics.

Applied OpticsVol. 64(35)
Vrije Universiteit Brussel (BE), University of Connecticut (US), Point University (US)
Openalex Percentile: Top 67%
Coral and Marine Ecosystems Studies
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