High-Resolution Nearshore Wave Direction Retrievals from X-Band Radar Using an Adapted Slope-Array Method

Abstract Coastal observing platforms typically lack the spatial resolution needed to monitor the transformation of surface gravity waves, which impact nearshore circulation patterns, wave-driven runup, and sediment transport. Previous studies have demonstrated the effectiveness of deriving surface wave information from X-band radar by applying three-dimensional Fast Fourier Transforms (3D FFTs) to backscatter images in the open ocean. Near the coast, however, X-band retrievals are more challenging to interpret since wave fields are spatially inhomogeneous due to bathymetrically driven shoaling and refraction. Here, the classical four-point slope array method, traditionally applied to pressure sensors, is adapted to radar backscatter imagery for estimating wave direction at meter-scale resolution. Using data collected at a planar beach near Point Sal, CA, slope-array-derived wave statistics are compared with in situ Spotter buoys, a spectral refraction model, and the 3D FFT retrieval method. Additionally, a signal-to-noise-based quality control approach is proposed for coastal radar wave measurements to identify sampling conditions that degrade observations and the optimal wave and meteorological conditions for radar-based wave retrievals at this site are characterized. Quality controlled slope array and 3D FFT-based wave retrievals yield RMSE values of 13° and 11° relative to an in situ Spotter buoy time series. Spatial analyses indicate that slope-array-derived wave directions are in closer agreement with spectral refraction model predictions while providing directional estimates at 12 m spatial resolution, compared to 543 m using the 3D FFT approach. The results demonstrate the ability of X-band radar to capture small-scale coastal wave refraction, providing new opportunities to study nearshore wave dynamics.

Authors

Institutions

Publication Details

Journal
Journal of Atmospheric and Oceanic Technology
Published
2026-11-02
DOI
https://doi.org/10.1175/jtech-d-26-0004.1
Primary Topic
Ocean Waves and Remote Sensing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

High-Resolution Nearshore Wave Direction Retrievals from X-Band Radar Using an Adapted Slope-Array Method

Pieter Bart Smit, W. C. O’Reilly, Merrick C. Haller, Sean Celona et al.
1 links
Journal of Atmospheric and Oceanic Technology
Ocean Waves and Remote Sensing
article

High-Resolution Nearshore Wave Direction Retrievals from X-Band Radar Using an Adapted Slope-Array Method

Pieter Bart Smit, W. C. O’Reilly, Merrick C. Haller, Sean Celona, Sophia T. Merrifield, Kaley C. Mudd
article en

Abstract

Abstract Coastal observing platforms typically lack the spatial resolution needed to monitor the transformation of surface gravity waves, which impact nearshore circulation patterns, wave-driven runup, and sediment transport. Previous studies have demonstrated the effectiveness of deriving surface wave information from X-band radar by applying three-dimensional Fast Fourier Transforms (3D FFTs) to backscatter images in the open ocean. Near the coast, however, X-band retrievals are more challenging to interpret since wave fields are spatially inhomogeneous due to bathymetrically driven shoaling and refraction. Here, the classical four-point slope array method, traditionally applied to pressure sensors, is adapted to radar backscatter imagery for estimating wave direction at meter-scale resolution. Using data collected at a planar beach near Point Sal, CA, slope-array-derived wave statistics are compared with in situ Spotter buoys, a spectral refraction model, and the 3D FFT retrieval method. Additionally, a signal-to-noise-based quality control approach is proposed for coastal radar wave measurements to identify sampling conditions that degrade observations and the optimal wave and meteorological conditions for radar-based wave retrievals at this site are characterized. Quality controlled slope array and 3D FFT-based wave retrievals yield RMSE values of 13° and 11° relative to an in situ Spotter buoy time series. Spatial analyses indicate that slope-array-derived wave directions are in closer agreement with spectral refraction model predictions while providing directional estimates at 12 m spatial resolution, compared to 543 m using the 3D FFT approach. The results demonstrate the ability of X-band radar to capture small-scale coastal wave refraction, providing new opportunities to study nearshore wave dynamics.

Journal of Atmospheric and Oceanic Technology
Oregon State University (US), Scripps Institution of Oceanography (US), University of California San Diego (US), Sofar Ocean (United States) (US)
Openalex Percentile: Top 20%
Ocean Waves and Remote Sensing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon