Abstract
The fluxes of dissolved organic carbon (DOC) through tidal marsh-influenced estuaries remain poorly quantified and have been identified as a missing component in carbon-cycle models. The extreme variability inherent to these ecosystems of the land-ocean interface challenge our ability to capture DOC-concentration dynamics and to calculate accurate DOC fluxes. In situ discrete and continuous measurements provide high-quality estimates of DOC concentration, but these strategies are constrained spatially and temporally and can be costly to operate. Here, field measurements and high-spatial-resolution remote sensing were used to train and validate a predictive model of DOC-concentration distributions in the Plum Island Estuary (PIE), a mesotidal saltmarsh-influenced estuary in Massachusetts. A large set of field measurements collected between 2017 and 2023 was used to develop and validate an empirical algorithm to retrieve DOC concentration with a ±15% uncertainty from Sentinel-2 imagery. Implementation on 141 useable images produced a 6-year time series (2017–2023) of DOC distributions along the thalweg. Analysis of the time series helped identify river discharge, tidal water level (WL), and a marsh enhanced vegetation index 2 as predictors of DOC distribution in the estuary, and facilitated the training and validation of a simple model estimating the distribution. This simple model was able to predict DOC along the PIE thalweg within ±16% of the in situ measurements. Implementation for three years (2020–2022) illustrated how this type of remote-sensing-informed models can be coupled with the outputs hydrodynamic models to calculate DOC fluxes in tidal marsh-influenced estuaries and estimate DOC export to the coastal ocean.
| Original language | English |
|---|---|
| Article number | e2024JG008059 |
| Journal | Journal of Geophysical Research: Biogeosciences |
| Volume | 129 |
| Issue number | 10 |
| DOIs | |
| Publication status | Published - Oct 2024 |
Bibliographical note
Publisher Copyright:© 2024. American Geophysical Union. All Rights Reserved.
Keywords
- dissolved organic carbon
- plum island estuary
- remote-sensing reflectance
- salt marsh
- sentinel-2 MSI