In this work, we examine a large and diverse collection of direct covariance sensible and latent heat flux datasets and compare these fluxes to those computed using the Coupled Ocean-Atmosphere Response Experiment (COARE) version 3.6 algorithm, a bulk turbulent flux algorithm that does not include spray physics. Observations come from a diverse set of field campaigns and sites, including the CLIVAR Mode Water Dynamic Experiment (CLIMODE), the Salinity Processes in the Upper-ocean Regional Study (SPURS) 1 and 2, the Dynamics of the Madden-Julian Oscillation (DYNAMO) field campaign, and multi-year measurements from the NSF Ocean Observatories Initiative (OOI) Pioneer, Endurance, Southern Ocean, and Irminger Sea Arrays. We find a systematic departure of observed heat fluxes from COARE calculations in high winds that is consistent with the physics of spray evaporation in the near-surface layer. We then incorporate a new parameterization for heat fluxes with spray (Barr et al. 2023) into the COARE algorithm and find that the new spray physics reproduces the observed flux behavior. Finally, we calibrate both interfacial and spray model physics in the combined algorithm using the observed heat flux datasets, providing indirect constraints on spray generation and heat fluxes for U10 up to almost 30 m s-1. These results are promising but are limited by the continued scarcity of direct covariance heat flux measurements in high winds – particularly for latent heat flux – highlighting the need for systematic, long-term, and simultaneous high-wind observations of wind, waves, surface thermodynamics, sea spray, and direct covariance sensible and latent heat fluxes.
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