1. Introduction
Wave-following buoys are commonly used as devices to measure free surface elevation in the oceans. This is, in part, owing to their relative ease of installation; unlike the majority of Eulerian measurement devices, buoys do not require a supporting structure. Measurements made with both buoys and Eulerian devices are used in operational oceanography and ocean engineering in various forms. Summary statistics such as significant wave height Hs and peak period Tp are commonly used to calibrate phase-averaged ocean forecast and hindcast models (Janssen et al. 1997; Bidlot et al. 2002) and to characterize environmental conditions across the oceans (Hasselmann et al. 1980; Pontes 1998; Mork et al. 2010; Fedele and Arena 2010; Lenee-Bluhm et al. 2011). Time-domain measurements are used to investigate wave dynamics and to gain insight into processes such as wave breaking and freak wave formation (Holthuijsen and Herbers 1986; Guedes Soares et al. 2004; Waseda et al. 2014; Whittaker et al. 2016). In such studies, the two types of measurement are often used interchangeably.
However, within the oceanographic and ocean engineering communities, it is generally perceived that wave buoys are less accurate, particularly when concerning the measurement of extreme waves (Allender et al. 1989; Forristall 2000; Dysthe and Müller 2008; Collins et al. 2014). Various explanations are offered for this perceived inaccuracy, such as a lack of compliance in the mooring configuration or the ability of a buoy to move horizontally causing it avoid the highest crests (Allender et al. 1989; Krogstad and Barstow 2000), the cancellation of second-order superharmonic contributions to crest height owing to their Lagrangian motion (Longuet-Higgins 1986; Rademakers 1993), and low sampling frequencies resulting in wave crests being missed (Forristall 2000). For completeness, we note the probability of observing extreme waves in single-point observations (Eulerian or Lagrangian) is different from spatial–temporal observations (e.g., Benetazzo et al. 2017), although we do not focus on this herein.
In principle, a floating wave-following buoy measures the Lagrangian free surface elevation ηL[xH(t), t], which is function of time t both directly and indirectly through its dependence on its time-varying horizontal position xH(t), unlike an Eulerian measurement ηE(xH,0, t), which is made at a fixed location xH,0. In the limit in which waves are of small amplitude and their behavior is approximated well by linear theory, Lagrangian and Eulerian measurements are identical. The nonlinearity associated with steep waves can cause the two types of measurement to differ.
Following on from Srokosz and Longuet-Higgins (1986), Herbers and Janssen (2016, hereafter HJ16) investigated how second-order effects apply to irregular waves on finite depth by extending existing Eulerian multicomponent second-order theory (see Hasselmann 1962; Longuet-Higgins and Stewart 1962; Sharma and Dean 1981; Dalzell 1999) to a Lagrangian reference frame through the inclusion of an additional term to account for horizontal motion of surface-following particle. HJ16 illustrated that for irregular waves on deep water, much like regular waves, the position of the “mean” or “wave averaged” free surface (subharmonic bound-wave components at second order) is shifted up. Where a “setdown” (negative depression) is observed in an Eulerian measurement of a wave group, a “setup” (positive hump) is observed in the corresponding Lagrangian measurement. Similarly, as for a regular wave, superharmonic components disappear in a Lagrangian measurement. HJ16 note that for waves on shallow water, the Eulerian subharmonic second-order bound wave components approach resonance and are strongly amplified, dominating over the Lagrangian components, which are not amplified by water depth in the same way. Thus, Lagrangian measurements in shallow water are approximately equal to their Eulerian equivalents.
A number of studies have considered the contribution that second-order nonlinearity makes to the crest height of extreme waves in an Eulerian frame of reference, finding that the local directional conditions have a strong effect. For steep wave groups in unidirectional and weakly spread conditions, bound second-order subharmonic or “difference” waves form a depression in the wave-averaged surface elevation often referred to as a setdown (Longuet-Higgins and Stewart 1962). In the case of crossing and strongly directionally spread wave systems, the setdown of subharmonic bound waves underneath a wave group can turn into a setup, enhancing the maximum crest amplitude, as theoretically predicted (Okihiro et al. 1992; Herbers et al. 1994; Toffoli et al. 2006; Christou et al. 2009) based on second-order interaction kernels (Hasselmann 1962; Sharma and Dean 1981; Dalzell 1999; Forristall 2000), observed in field data (Santo et al. 2013; Walker et al. 2004; Toffoli et al. 2007) and recently in detailed laboratory experiments (McAllister et al. 2018).
Wave measurement buoys are positively buoyant and float partially submerged on the water surface. The Datawell BV Waverider buoy and other simple spherical buoys operate approximately half submerged and typically have densities in the range 0.55–0.66ρw, where ρw is the density of seawater. Because these buoys are neither neutrally buoyant nor completely submerged, they will not necessarily behave in a purely Lagrangian manner. In different physical contexts, enhanced Stokes drift has been predicted due to the particle’s inertia for very small submerged particles (Santamaria et al. 2013), due to the particle sliding down the slope for floating plates (Meylan et al. 2015) and due to wave breaking (Pizzo et al. 2019). Additionally, wave measurement buoys are often moored (to the seabed); the force provided by a mooring system may also cause buoy motion to deviate from purely Lagrangian.
In practice, measurement buoys can be deployed without a mooring, but are most commonly moored. Measurement buoy moorings are designed to have minimal effect on their motion; the resulting designs are complex and vary significantly depending on the depth of water they are installed in. Their general design comprises a slack buoyant inflexible section connected to the seabed, which allows for a large range of lateral motion. From this, a section composed of a flexible material then connects to the buoy itself. The flexibility of this second section reduces its effect on the heave motion of the buoy.
Short of side-by-side comparison, it is difficult to establish to what extent a buoy will behave in a true Lagrangian manner in the ocean and how its measurements will compare to measurements of the Eulerian free surface elevation at the same location. Various studies have made comparisons of in situ measurements between various buoy designs (Allender et al. 1989; O’Reilly et al. 1996; Ashton and Johanning 2015; Raghukumar et al. 2019) and with other types of sensors (O’Reilly et al. 1996; Forristall et al. 2004; Herbers et al. 2012). Liu et al. (2015) carried out experiments to investigate the performance of slack-moored disc-type wave buoys, which they compared with nearby gauge measurements, finding good agreement when considering the spectral parameters significant wave height and peak period.
To the authors’ knowledge, there are no studies that make a direct comparison between Eulerian and Lagrangian wave-following measurement devices and that focus on second-order aspects of the motion. In this paper, we perform a series of laboratory experiments with a scaled model buoy to make exactly this comparison and thus provide experimental validation of the Lagrangian second-order theory of HJ16. Using the multiple-scales method, we derive new narrow-banded approximations to the multichromatic theory of HJ16 for three cases: a single weakly directionally spread wave group, two crossing weakly directionally spread wave groups, and a single strongly directionally spread wave group. The resulting expressions are simple and allow a direct appreciation of the magnitude of the second-order sub- and superharmonic bound waves, as well as their physical origins in different cases.
In carrying out our experiments, we set out to (partially) answer the question whether wave-following buoys (without mooring) behave in a purely Lagrangian manner. In particular, we consider the behavior of scaled spherical model buoys in steep directionally spread and crossing wave groups on deep water. We focus on wave groups because they provide a good approximation of the shape of extreme waves in the ocean (Lindgren 1970; Boccotti 1983; Phillips et al. 1993; Santo et al. 2013; Gemmrich and Thomson 2017).
This paper is laid out as follows. First, in section 2, we review and compare existing Eulerian and Lagrangian second-order theory, and present our novel approximate second-order expressions derived for waves groups. We then give details of our experimental method in section 3, and present our results in section 4. We discuss the generality of our findings and draw conclusions in section 5.
2. Second-order theory
In this section, we introduce existing Eulerian and Lagrangian multichromatic second-order theory (section 2b). We then present our new narrow-banded approximations, derived using the multiple-scales method, for three cases: a single weakly directionally spread wave group (WSG) (section 2c), two crossing wave groups (CWGs) (section 2d), and a single strongly directionally spread wave group (SSG) (section 2e). We also evaluate the Stokes drift velocity and the resulting change in the Lagrangian frequency for each of these three cases. Motivated by ocean applications, we focus on cases where the water is deep relative to the wavelength of the carrier wave (i.e., k0d ≫ 1, with k0 = 2π/λ0 being the carrier wavenumber and d being depth).
a. Governing equations
b. Multicomponent second-order theory (review)
Although expressions for the “frequency difference” terms in a multidirectional sea can be distilled from Hasselmann (1962) (cf. Okihiro et al. 1992), Sharma and Dean (1981), Dalzell (1999), and Forristall (2000) are commonly credited for extending the work of Longuet-Higgins and Stewart (1962) to finite-depth directional seas, allowing for interactions between-parent wave components of different frequencies and traveling in different directions [see Pellet et al. (2017) for a recent rederivation that also includes pressure].
Distinguishing super- and subharmonic (or mean) terms, we will now consider the Eulerian and Lagrangian surface elevation when the spectrum is narrow banded for three cases: a single WSG (section 2c), two CWGs (section 2d), and a single SSG (section 2e). Our intention here is to develop an understanding of the behavior at second-order that cannot be directly inferred from the complicated kernels. In doing so, we derive simple expressions for the second-order Eulerian and Lagrangian free surface elevations and frequencies. To do so, we thus focus on narrow-banded spectra and derive results using the method of multiple scales, considering only leading-order terms.
In each case, we implement the following nondimensionalization:
Approximate second-order Eulerian and Lagrangian free surface elevations and frequencies for focused wave groups at the point of focus. The surface elevations are given in nondimensional form

c. A single weakly spread wave group
1) Eulerian
Equation (15) gives the familiar result for the second-order bound waves of a weakly directionally spread wave group. The slowly varying part represents a setdown of the free surface, which diminishes as the amount of directional spreading R increases, noting that Eq. (15) is only valid for weak directional spreading. The rapidly varying superharmonics are unaffected by weak directional spreading and take the same form as for a unidirectional monochromatic wave. In fact, without loss of generality, the dependence of the superharmonic term on the rapidly varying 2φ0 with φ0 = k0x − ω0t + μ0 and on the slowly varying envelope A(X, Y) can be maintained. This is not true for the slowly varying mean term representing a setdown, which can only be explicitly evaluated at the point and time of focus (X = 0, Y = 0) (McAllister et al. 2018).
2) Lagrangian
3) Stokes drift velocity and Lagrangian frequency
d. Two crossing wave groups
1) Eulerian
2) Lagrangian
3) Stokes drift velocity and Lagrangian frequency
e. A single strongly spread wave group
1) Eulerian
At the subharmonic level, the second-order surface is again made up from an Eulerian setdown
2) Lagrangian
3) Stokes drift velocity and Lagrangian frequency
f. Comparison with multicomponent second-order theory
Table 1 summarizes the results for the three cases considered above. We will now compare our approximate second-order expressions with exact multicomponent second-order theory from HJ16 for narrow-banded spectra [section 2f(1)] and for realistic broadbanded spectra [section 2f(2)].
1) Narrow-banded spectra

Comparison of our approximate expressions (dotted lines with filled circles) to exact multichromatic (solid lines) second-order (a),(d) subharmonic and (b),(e) superharmonic bound wave components and (c),(f) their sum, for (top) directionally spread and (bottom) crossing focused wave groups based on narrow Gaussian spectra (spectral width Δk = 0.1 m−1) on a water depth d = 2 m, with peak wavenumber k0 = 1.97 m−1 and for focused crests (μ0 = μ1 = μ2 = 0). The red, gray, and blue lines respectively denote the magnitude
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
Examining trends in Fig. 1, in the limit of no spreading or crossing (σθ → 0, Δθ → 0), the amplitude of the Eulerian second-order subharmonics (Figs. 1a,e) is small and equal to the setdown
2) Realistic broad-banded spectra
In Fig. 2, we compare predictions made using our approximate expressions Eqs. (29) and (30) (dotted lines) to predictions made using exact second-order theory for wave groups based on Gaussian (Δk = 0.6 m−1; dashed lines) and JONSWAP spectra (γ = 3.3 and n = −5; solid lines). The relatively broadbanded Gaussian spectrum (Δk/k0 = 0.30) is what we use in our experiments. For the relatively broadbanded Gaussian spectrum, our approximate expressions for the superharmonic components follow predictions made using exact second-order well. However, when considering subharmonic components, a clear offset is observed. This offset occurs because we do not include in our approximate expressions the Eulerian setdown term

Amplitude of Eulerian (red) and Lagrangian (blue) second-order bound wave components from exact multichromatic second-order theory for crossing focused wave groups with Gaussian (Δk = 0.6 m−1, representative of our experiments) and JONSWAP spectra (γ = 3.3; n = −5), as shown by solid and dashed lines, respectively. The groups have input degrees of directional spreading of σθ = 20°, peak frequencies of 0.7 Hz, and a depth of 2.0 m (k0d = 3.9). The dot–dashed lines show predictions using exact multichromatic second-order theory for a JONSWAP spectrum with an increased depth of d = 4.0 m. Dotted lines show predictions using our narrow-banded approximations. Shown are the amplitudes of (a) subharmonic, (b) superharmonic, and (c) total bound wave components as a function of the crossing angle Δθ.
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
3. Experimental method
In this section, we first introduce our experimental setup (section 3a). We then detail the input parameters we use for our experiments (section 3b) and the process used to estimate the spectral and directional parameters achieved in the tank (section 3c). In section 3d we discuss sources of measurement error and the repeatability of our experiments.
a. Experimental setup
The experiments presented herein were carried out in the FloWave Ocean Energy Research Facility at the University of Edinburgh. This is a circular wave basin, which is 2 m deep and surrounded by 168 actively absorbing force-feedback wavemakers, which allows for the creation of waves that travel in any direction. With the exception of the Lagrangian wave measurements, the experimental setup and procedure follows exactly that of McAllister et al. (2018). Eulerian measurements of free surface elevation were made using resistive wave gauges, which were calibrated at the start of each day of testing. Any Eulerian measurements presented herein are at the intended point of focus in the center of the tank (x = 0, y = 0).
Although waves are in principle absorbed by the wavemakers, this process is not perfect, and reflections may still occur. To avoid reflections, we set the run time of our experiments to 32 s and allowed for 10 min of settling time between each experiment to ensure the dissipation of any background motion in the tank.
To measure free surface elevation, wave-following buoys first measure acceleration, which is then integrated twice to give displacement. These displacements are projected onto the coordinate system of heave, north, and east displacements. In our experiments, we assume that there is no error in this process [see van Essen et al. (2018) and Raghukumar et al. (2019) for a discussion of this assumption], and consider the position of our model buoy to be what a wave buoy in the ocean would measure.
We measure the position of our model buoy using a Qualisys motion-tracking system, consisting of four calibrated infrared cameras located above the tank, which simultaneously track the position of the buoy. To aid its detection, the spherical model buoy was covered in a coating that reflects the specific band of infrared light emitted and recorded by the cameras. The buoy’s position in each set of images is then triangulated to measure its global position within the tank.
1) Model Lagrangian buoy
Wave-following measurement buoys are in general spherical to avoid sensitivity to yaw, pitch, and roll motion. These properties are measured by other types of, typically larger, weather buoys, which often measure a range of “metocean” conditions, such as wind speed in addition to wave height. Because the latter of these two types of buoy behavior is far from Lagrangian, they will not be considered in this study.
Wave-following buoys typically have diameters in the range of 0.5–1 m and operate on water depths from tens to thousands of meters, in waves of 1–30 m in height and 1–20 s in period. This wide range of operating conditions presents a challenge for scaling. If a floating body’s characteristic length (diameter) is of the same order as the length of the waves incident on it, its motion will cause diffraction and radiation. To correctly scale these effects, similar ratios of buoy diameter to incident wavelength, D/λ, must be maintained between our model and a buoy operating in the ocean. The density of our buoy was chosen to be approximately one-half that of the water, to match that of a real measurement buoy.
The diameter of a buoy will also affect the forces that dominate its motion. If the fluid velocity relative to a buoy’s size is large, drag forces will dominate and, conversely, if velocity is low, inertial forces will dominate. The Keulegan–Carpenter number, which can be approximated for a stationary body in periodic linear waves as KC = 2πa0/D, is often used to characterize the relative importance of these two forces. A wave-following buoy will not be stationary, and if purely Lagrangian its velocity relative to the fluid will tend to zero. This makes it difficult to correctly evaluate the KC number a priori. In light of this, we do not directly evaluate the KC. However, it is worthwhile checking that the ratio of our buoy’s diameter to wave amplitude D/a0 is of a similar order to that of a real buoy. Also, the water depth k0d on which a buoy operates will affect the kinematics of the incident waves.
Our study is motivated by extreme ocean waves. Our experiments have k0d ≈ 4, representative of deep-water conditions (typically, k0d ≳ 3). Increasing water depth further will not affect the resulting linear kinematics and will, at second order, only affect the magnitude of the setdown, which is already small (cf. Figs. 1 and 2), and very slightly the Eulerian superharmonic for large crossing angles and degrees of spreading. Mooring designs will change with increasing water depth, but we do not consider the effects of mooring herein. Extreme ocean waves will typically have long periods in the range of 10–20 s; for a 1.0-m buoy on deep water, this gives the range D/λ = 1.6 × 10−3–6.4 × 10−2. The diameter of our model buoy is 0.07 m, and the peak period of the waves we test is 1.43 s, which gives D/λ = 3.6 × 10−2. Therefore, at both scales, D/λ ≪ 1, meaning diffraction, radiation, and hydrodynamic resonance will not play a significant role. Extreme wave crest heights or amplitudes may range between 5 and 15 m; for a 1.0-m buoy this gives ratios of a0/D = 5–15. The wave amplitudes that we test result in ratios of around a0/D = 2.14–2.86. These values are somewhat lower than the most extreme waves. Testing with a smaller buoy was not possible, because reliably tracking the motion of a very small buoy becomes difficult and the auxiliary mooring forces discussed below become dominant and start to affect buoy motion.
Ideally, to perform a comparison of predicted Lagrangian motion to the actual Lagrangian motion of our buoy, the buoy would have no mooring. However, an auxiliary mooring was necessary to achieve readily repeatable experiments. Additional experiments were carried out with no auxiliary mooring, and it was found that the mooring had no observable effect on the measured free surface elevation including bound wave components. We emphasize that the effect of a mooring on buoy motion in a realistic configuration is not the objective of this study.
b. Matrix of experiments and input parameters
To recreate conditions that are representative of extreme events that occur in the oceans, we examine focused wave groups (Lindgren 1970; Boccotti 1983; Phillips et al. 1993). We carry out two categories of experiments (see Table 2): experiments with (weakly and strongly) spread wave groups [section 3b(1)] and experiments with crossing wave groups [section 3b(2)]. In the first category, we vary the degree of directional spreading for a single group; in the second category, we vary the angle at which two wave groups cross.
Experimental matrix (a dagger symbol represents experiments carried out without auxiliary mooring).

1) Experiments with spread wave groups
We first examine single directionally spread wave groups (see Table 2). We vary spreading from unidirectional (σθ = 0°) to axisymmetric (σθ → ∞) at an input steepness of a0k0 = 0.3. We repeat experiments for an unmoored buoy at spreading widths of 20°, 40°, and ∞°. We also carry out additional experiments for our moored buoy at increased steepness a0k0 = 0.4.
2) Experiments with crossing wave groups
In addition to single wave groups, we examine the Lagrangian measurement of extreme crossing wave groups (see Table 2). For these experiments, we set the directional spreading of each group σθ = 20° and vary the angle at which the two wave groups cross Δθ between 0° and 180° at 45° intervals. The steepness of the two combined wave groups was set as a0k0 = 0.3.
c. Estimation of spectral and directional parameters
To verify the test conditions achieved in the tank, we estimate the spectral parameters of our measured free surface elevation. This is carried out for both Eulerian and Lagrangian measurements (see Table 3). To estimate the linear amplitude
Input and estimated spectral parameters, where the estimated spectral parameters are denoted by a star, a dagger symbol represents tests that were repeated 3 times, and an em dash represents tests that were omitted.

To estimate the degree of directional spreading achieved for each experiment
d. Measurement error and repeatability
To quantify the sources of error affecting our comparison between experiments and theory, we examine the role of the various sources of error and uncertainty involved in our experiments. For the Eulerian measurements, McAllister et al. (2018) found that the leading source of error was most likely associated with wave gauge calibration (±ΔηE ≈ 0.4 mm), with residual tank motion and experiment repeatability resulting in errors of approximately ±0.025 and ±0.023 mm, respectively (2 standard deviations). For the Eulerian measurements, McAllister et al. (2018) noted that tests carried out at larger amplitudes reduce the variation between repeat experiments. We carry out the majority of our experiments at the larger of the two amplitudes tested in McAllister et al. (2018).
Our Lagrangian measurements will be subject to similar sources of error. To understand these sources of error, we assess the repeatability of these measurements (error measure I) and compute the accuracy of the Qualisys motion-tracking system (error measures II and III). The repeatability of our experiments was extremely high, with 2 times the standard deviation of repeat experiments ranging from ±0.08 to ±1.00 mm. The error calculated when calibrating the Qualisys system was slightly larger at approximately ±0.5 mm, when measuring a distance of 300 mm, which is approximately the height of our waves. The leading source of error was associated with locating the buoy’s position during experiments, where time-varying residual values ranged from around ±0.5 to ±1.5 mm. At every time stamp when the Qualisys system measures the position of the centroid of our model buoy, a residual value is returned. This value represents the diameter of a sphere, inside which all the centroids identified by each camera pair lie. We use these residual values measured during each experiment to calculate error bounds for the results we present herein.
4. Results
In this section, we present the results of our experiments and compare Eulerian and Lagrangian measurements of directionally spread and crossing wave groups. In section 4a, we examine differences in the measured linear free surface elevation. In section 4b, we then examine the second-order sub- and superharmonics and their contribution to measured crest height; we also compare our results with predictions based on the theory we present in section 2. Throughout, because of the near-perfect agreement, we will refer to measurements obtained from the model buoy as Lagrangian measurements.
a. Linear free surface elevation
We begin by comparing the linear free surface elevation measured by our Lagrangian buoy and Eulerian wave gauges [see McAllister et al. (2018) for details of our linearization procedure]. Figures 3a and 3b show the linear free surface elevation measured by our Lagrangian buoy

Eulerian (black lines) and Lagrangian (red dashed lines) linear free surface elevation η(1) for (a) a WSG (σθ = 20°) and (b) an SSG (σθ → ∞) and (c),(d) their respective amplitude spectra
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
Performing a direct comparison between values of Lagrangian frequency predicted by our approximate expressions and those measured during our experiments is challenging. The relativity broadbanded wave groups we create have an envelope that varies quickly, and hence so does the Lagrangian frequency, making it difficult to measure reliably. Instead, we include vertical dashed and dotted lines in Figs. 3c and 3d that show the measured peak frequency and corresponding approximate Lagrangian peak frequency obtained from Eq. (48). The comparison is intended to be qualitative. In narrowly spread conditions (Fig. 3c), our expression predicts a down-shift of the Lagrangian frequency, which compares well to the down-shift we observe in our experiments. On the contrary, in the limit of σθ → ∞ (Fig. 3d) no Doppler shift is observed, which is also in line with our predictions. In general, as spreading is increased, either for a single group or two crossing waves, the difference between the Lagrangian and Eulerian period tends to zero.
Figure 4a compares the amplitude of the waves measured by our model buoy aL with their Eulerian equivalent aE measured at the position of intended focus (x = 0, y = 0) across the full range of conditions we test (see Table 2). The red symbols show the full crest amplitude measured by each device, and the black symbols show the linearized crest amplitude. In general, for the smaller waves, both are approximately equal. However, for the larger-amplitude waves, some of the Lagrangian measurements are greater than their Eulerian counterparts.

Measured wave crest amplitude for directionally spread wave groups with input steepness a0k0 = 0.3 (circles) and a0k0 = 0.4 (triangles) and crossing wave groups (a0k0 = 0.3; crosses). (a) A comparison of the crest amplitude aL measured by our Lagrangian buoy with Eulerian measurements aE, with red symbols showing fully nonlinear measured crest amplitudes and black symbols showing linearized crest heights. (b) Variation of the ratio of linearized amplitudes
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
In Fig. 4b, we compare the ratio of the linearized Lagrangian and Eulerian amplitudes
b. Second-order free surface elevation
Figures 5 and 6 present the second-order sub- (top row) and superharmonic (bottom row) bound waves from our experiments. In each panel, the black solid line shows the measured Eulerian free surface elevation at the intended point of focus (x = 0, y = 0), and the black dashed line shows the corresponding Lagrangian free surface elevation for the same incident wave group. The red dashed and blue dotted lines show predictions made using exact Eulerian and Lagrangian multicomponent second-order theory, respectively. Both sets of predictions are based on the measured Eulerian linear free surface elevation

Second-order (a)–(f) subharmonic and (g)–(l) superharmonic bound wave components for weakly and strongly spread wave groups with input degrees of directional spreading σθ = 0°–50° in increments of 10° and input steepness a0k0 = 0.3. Estimated degrees of directional spreading
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1

Second-order (a)–(d) subharmonic and (e)–(h) superharmonic bound wave components for two crossing wave groups with input degrees of directional spreading σθ = 20°, input steepness a0k0 = 0.3, and crossing angle between the two wave groups Δθ = 45°, 90°, 135°, and 180°. Estimated degrees of directional spreading
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
1) Directionally spread wave groups
In Fig. 5, we consider directionally spread wave groups and we vary the degree of directional spreading. From left to right in the figure, the input value of σθ is increased from 0° to 50° in 10° increments; the actual degree of spreading measured in the tank
For both sub- and superharmonic bound waves, the Eulerian measurements agree remarkably well for all degrees of spreading shown. As σθ initially increases, the amplitudes of both sub- and superharmonic bound wave components decrease. However, as spreading is further increased, the Eulerian subharmonic components become large and positive, corresponding to the setup studied in McAllister et al. (2018) (see also Fig. 7b). Excluding the unidirectional case in Fig. 5a, the measured Lagrangian bound wave components also match theoretical predictions very well. This discrepancy is a result of the increased linear amplitude measured by the buoy discussed above, as calculations are based on the linear Eulerian measurement. For all degrees of spreading, we observe a positive setup when considering the Lagrangian subharmonic bound wave components, which decreases in amplitude as the degree of spreading is increased. The amplitude of the measured Lagrangian superharmonic bound wave components is negligibly small for these experiments, as predicted for a perfectly Lagrangian observer for up to moderate degrees of directional spreading.

Amplitudes of Eulerian and Lagrangian second-order bound wave components for weakly and strongly directionally spread focused wave groups. (a) A comparison of theoretical predictions (subscript T) with the measured (subscript M) amplitude of both super- and subharmonic components (crosses and circles, respectively). Also shown are the amplitudes of (b) subharmonic, (c) superharmonic, and (d) total bound wave components as a function of the estimated degree of directional spreading
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
2) Crossing wave groups
In Fig. 6, we consider two crossing wave groups, each with input directional spread σθ = 20° and a combined input steepness of a0k0 = 0.3. We vary the angle at which the two wave groups cross. From left to right in the figure, the crossing angle is increased from 0° to 180° in increments of 45°. For these experiments, theoretical predictions match our experimental observations very well. At low crossing angles, the Lagrangian second-order bound wave components are similar to those observed in Fig. 5. When the waves cross at large angles, the Lagrangian bound wave components tend to their Eulerian equivalents; this also occurs for a single directionally spread wave group when σθ → ∞ (cf. Figs. 7b–d).
When waves cross at large angles or are highly directionally spread, the horizontal velocity they induce cancels out at the point of focus. Therefore, there is no horizontal motion, and the Lagrangian surface elevation recorded by a buoy is equivalent to the Eulerian surface elevation. At moderate crossing angles and degrees of spreading, Lagrangian measurements lie between two extremes, where on the one hand we essentially have standing waves with horizontal motion of the buoy tending to zero (ηE = ηL), and on the other hand we have the unidirectional limit where horizontal motion is the largest (ηE ≠ ηL).
3) Contribution to crest amplitude
In Figs. 7 and 8, we examine the behavior of the Eulerian and Lagrangian second-order bound components as functions of σθ and Δθ in more detail. In these figures, we present the magnitude of the second-order bound components normalized by the measured wavenumber

As in Fig. 7, but for two crossing focused wave groups with input degrees of directional spreading σθ = 20° and (b)–(d) as a function of the crossing angle Δθ.
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
4) Total free surface elevation
Figure 9 compares the total measured Eulerian ηE (black lines) and Lagrangian ηL (red dashed lines) free surface elevation for the steepest input waves we created (a0k0 = 0.4). For steep near-breaking moderately spread wave groups (Figs. 9a,b), we see differences between Eulerian and Lagrangian measurements—namely an apparent broadening of the wave crest. As spreading is further increased (Fig. 9c), we do not observe differences in the measured time series. The observed difference in local wave steepness for moderately spread wave groups occurs as a result of two effects. First, changes to the Lagrangian linear waves makes their period longer than their Eulerian equivalents (cf. Fig. 3). Second, superharmonic components make the measured Eulerian crests narrower and troughs broader. Therefore, although the total second-order contributions to crest amplitude do not differ significantly, for moderate degrees of spreading, the time series of Lagrangian and Eulerian measurements are different.

Comparison of total measured Eulerian (black lines) and Lagrangian (red dashed lines) free surface elevations for (a),(b) WSGs and (c) SSGs of input steepness a0k0 = 0.4.
Citation: Journal of Physical Oceanography 49, 12; 10.1175/JPO-D-19-0170.1
5. Conclusions
Wave measurement buoys are widely used to provide in situ wave measurements. These measurements are used to calibrate ocean models, inform engineering design, and study ocean wave phenomena. Particularly when studying extreme waves, measurements generated by wave buoys are perceived to be less accurate than Eulerian measurements (Dysthe and Müller 2008). It should be noted that, in the field, Eulerian wave measurements also fall prey to issues such sea spray and beam scattering that affect their accuracy (Forristall et al. 2004). In the field, as both sensor types are imperfect and are rarely located together, it is very difficult to directly assess their accuracy and identify particular sources error.
In lieu of direct comparison, various explanations are commonly given to explain why buoy measurements may underreport extreme wave crests. It is well understood that as waves become steep, and their behavior nonlinear, Eulerian and Lagrangian free surface measurements become fundamentally different (Longuet-Higgins 1986; Srokosz and Longuet-Higgins 1986; HJ16; Grue and Kolaas 2019). Therefore, it is often suggested that differences between Lagrangian and Eulerian measurements may cause the underestimation of extreme waves crest.
In this paper, we have derived a series of approximate second-order expressions that may be used to predict Eulerian and Lagrangian free surface elevation and Stokes drift velocity for extreme waves, which we compare with the exact multicomponent second-order theory of HJ16. The leading-order nonlinear effect of Lagrangian motion is a cancellation of second-order bound superharmonics and a corresponding increase in amplitude of second-order subharmonic components. Although this constitutes a change in the frequency content of the second-order contributions to crest height measured by the two types of device, our theoretical predictions show that in deep water this does not result in a significant change to wave crest amplitude. This phenomenon essentially constitutes a shift of second-order bound energy from high (superharmonics) to low (subharmonics) frequencies, as identified by HJ16. For devices that measure acceleration, where integration is required to convert to displacement, and data are implicitly high-pass filtered, this shifting of energy content may cause the underestimation of crest height (Marthinsen and Winterstein 1992; Prevosto et al. 2000; Forristall 2000). If a wave-following buoy behaves in a purely Lagrangian manner, there should be no significant differences in measured wave crests, assuming no error in the measurement acquisition process (see van Essen et al. 2018).
This raises an additional question as to whether wave-following buoys do in fact behave in a purely Lagrangian manner. Wave measurement buoys float on the surface, and have densities of approximately half that of seawater and hence may be subject to inertial (Santamaria et al. 2013; Pizzo et al. 2019) and slope sliding effects (Meylan et al. 2015) identified by these authors in different physical contexts. Therefore, wave-following measurement buoys may not behave in a purely Lagrangian manner and, as is commonly perceived, they may avoid extreme wave crests (Krogstad and Barstow 2000).
We have carried out a series of laboratory experiments to assess whether the motion of a scaled wave-following buoy in extreme ocean waves is purely Lagrangian and have carried out a direct comparison between Eulerian and buoy measurements of steep directionally spread wave groups at laboratory scale. We have done so in a range of directionally spread conditions, including crossing. The second-order motion of our model buoy compares extremely well to predictions made using existing exact Lagrangian second-order theory (HJ16) and our novel approximate expressions. It is only in the most extreme cases that we test, in which the waves are unidirectional, that we note observable differences. In such cases, we see an apparent modification to the linear waves measured by the buoy, which we believe is a result of the fact that the buoy’s displacement becomes large enough for our wave group to have dispersed and changed shape during its measurement. Otherwise, we find that buoy motion at the scale we test is well predicted by approximate and exact Lagrangian second-order theory. In the range of conditions that we test, excluding near-unidirectional conditions as discussed above, any deviation from Lagrangian motion of measurement buoys in the field is most likely a result of mooring forces or an artifact of internal signal processing. Future work will address the application of the findings in this paper to random sea states and real buoy data.
This project was funded by the EPSRC and Wave Energy Scotland (Grant 24840078 and 24841554). Author van den Bremer was supported by a Royal Academy of Engineering Research Fellowship. The authors thank Mr. E. Nixon, Dr. R. Gabl, and Dr. T. Davey at the FloWave Ocean Energy Research Facility for their assistance in planning and carrying out the experiments.
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