Surface plasmon polaritons (SPPs) are electromagnetic waves that have attracted significant interest owing to their subwavelength confinement and the strong field enhancement that they provide. Yet in the terahertz (THz) frequency region of the spectrum, which is well below the plasma frequency of metals, these surface waves are characterized by extremely weak confinement that has severely limited their exploitation for information processing and sensing. One means to circumvent this limitation is through subwavelength structuring of a metallic surface, which can thereby be engineered to support the propagation of spoof surface plasmon polaritons (SSPPs) that closely mimic the properties of SPPs. In this work, we report the design and experimental characterization of an ultra-thin metamaterial planar waveguide that supports SSPPs at THz frequencies. Finite-element method simulations are shown to predict the excitation of SSPPs on the surface of our devices under free-space illumination at 3.45 THz. We investigate these structures experimentally using THz scattering-type scanning near-field microscopy (THz-s-SNOM) to map directly the out-of-plane electric field associated with the propagation of SSPPs on the surface of the waveguides. Our work paves the way for the future development of plasmonic integrated circuit technologies and components operating in the THz frequency band.

Surface plasmon polaritons (SPPs) are electromagnetic waves that propagate at the interface between a metal and a dielectric material through coupling between delocalized electrons and the electromagnetic field. These surface waves have attracted significant interest since they permit subwavelength confinement and, thus, provide strong field enhancement.1 In particular, there has been growing interest in the development of plasmonic circuit technology that offers a bridge between electronic and photonic devices for information processing and sensing,2 with potential applications including super-resolution imaging,3 high-density optical data storage,4 and bio-sensing.5 SPPs are typically exploited at optical and UV frequencies, which are close to the plasma frequencies of metals.6 However, at lower frequencies, such as in the terahertz (THz) region of the spectrum, metals resemble perfect electric conductors (PECs), resulting in extremely poor confinement of SPPs such that the electromagnetic field propagates as a weakly confined Sommerfeld–Zenneck surface wave.7 Nevertheless, the ability to confine and control light at terahertz frequencies that offer unique opportunities for sensing in areas as diverse as bio-medicine,8 biological and chemical sensing,9–12 and industrial inspection13 is highly desirable. This has led to the investigation of new ways to transfer the ability of SPPs to confine light tightly in deep subwavelength dimensions to these lower frequencies. In this respect, it has been shown that the addition of subwavelength corrugations to a metal surface produces an enhanced surface impedance, which can be exploited to support the propagation of surface-bound modes even in the limit of perfect conductivity,14 thereby mimicking the properties of SPPs.15,16 These waves are known as spoof surface plasmon polaritons (SSPPs), and their dispersion relationship closely follows that of SPPs.

In the microwave and sub-millimeter frequency regimes, the propagation of SSPPs has been demonstrated experimentally on subwavelength-corrugated metallic structures, including helically grooved wires,17 periodic chains of domino structures,18,19 and periodic metallic cylinders.20 Furthermore, nearly zero-thickness metal strips printed on flexible, ultra-thin dielectric films have been shown to support the propagation of planar surface plasmon (PSP) modes that adapt to the curvature of the surface.21 This allows the design of flexible plasmonic circuits that can be bent, twisted, or folded. Recent advances in PSP circuitry on ultra-thin metal films have provided a wide range of planar waveguide devices operating in the microwave and millimeter-wave regions,22 including multi-band waveguides,23,24 broadband converters from guided waves to PSPs,25 ultra-wideband beam splitters,26 frequency selective devices,27 ultra-wideband and low-loss filters,28–30 on chip sub-terahertz SSPP transmission lines in CMOS,31 and SSPP amplifiers.32 

At higher frequencies around 1 THz, periodically patterned planar structures supporting localized33,34 and propagating22,26 SSPPs have been proposed theoretically. Furthermore, the propagation and guiding of SSPPs on metallic surfaces patterned with a two-dimensional array of subwavelength apertures have been demonstrated experimentally at frequencies up to 1.5 THz.35 In this case, the propagation of SSPP modes along the metallic surfaces was verified by transmission measurements accomplished using THz time-domain spectroscopy, although this approach is sensitive only to the macroscopic device properties and is insufficient to reveal insights into the light–matter interactions on the microscopic scale. To this end, there has been considerable interest in the application of techniques for visualizing with subwavelength resolution the THz field supported on the surface of microscopic devices. In particular, one approach that provides a nanometer-scale spatial resolution that is independent of the incident wavelength is scattering-type scanning near-field optical microscopy (s-SNOM).36 This technique has been successfully applied to the visualization of plasmonic37 and photonic38 modes in individual THz resonators, as well as the nano-imaging of THz SSPPs in doped semiconductors39 and THz Dirac plasmon polaritons in topological insulators.40,41

In this work, we report the design and experimental characterization of an ultra-thin metamaterial planar waveguide that supports SSPPs at THz frequencies. Finite-element method (FEM) simulations are shown to predict the excitation of SSPPs on the surface of our devices under free-space illumination by a narrowband beam at 3.45 THz. We further investigate the use of grating couplers integrated into the waveguides to enhance the excitation of SSPPs. We investigate these structures experimentally through the use of THz-s-SNOM to map directly the out-of-plane electric field associated with the propagation of SSPPs on the surface of the waveguides, with deeply subwavelength resolution. The experimental measurements under both s- and p-polarized excitation show good agreement with simulations. Our work represents the first direct observation of propagating THz-frequency SSPPs on a planar waveguide and paves the way for the future development of plasmonic integrated circuit technology operating in this technologically important frequency range.

Our waveguide structure supporting SSPPs at THz frequencies is based on a plasmonic metamaterial consisting of an ultra-thin metallic comb structure supported by a rigid substrate, as depicted in Fig. 1 (inset). This design is adapted from Ref. 21, where experimental results were reported at microwave frequencies (f = 10 GHz). To support SSPPs at the target frequency >3 THz, our structure is designed with a period d = 7.5 μm, which is treated as the unit length, and a duty-cycle a/d = 0.733, total width w = 8 μm, stub length h = 6 μm, and film thickness t = 100 nm. The metallization used to form the plasmonic waveguide is gold, and it is supported on a float-zone silicon substrate of thickness 500 μm with a dielectric constant ɛr = 11.65 at frequency f = 3.45 THz, as determined experimentally from THz time-domain spectroscopy measurements (see the supplementary material, Fig. S1). The dispersion relation for the fundamental mode of the TM-polarized waves supported by the structure was calculated using the eigenmode solver in ANSYS HFSS, in which a unit cell of the waveguide was considered with periodic boundaries in the x-direction and PEC boundaries in the y-direction. As shown in Fig. 1, the dispersion relation deviates significantly from the light line, indicating that the waveguide supports the propagation of confined modes. The SSPP wavelength is related to the SSPP wave-vector according to the relation λSP = 2π/kx, which yields a value of λSP = 18.5 μm at the target frequency of 3.45 THz.

FIG. 1.

Dispersion relation of the fundamental SSPP mode of the waveguide structure (red) and light line (blue). The dashed lines indicate the incident wavevector k0 = 1/λ0 (cm−1) and SSPP wavevector kx, for the case f0 = 3.45 THz. (inset) Geometric parameters of the designed structure, for which w = 1.07d, a = 0.733d, and h = 0.8d, where d = 7.5 μm.

FIG. 1.

Dispersion relation of the fundamental SSPP mode of the waveguide structure (red) and light line (blue). The dashed lines indicate the incident wavevector k0 = 1/λ0 (cm−1) and SSPP wavevector kx, for the case f0 = 3.45 THz. (inset) Geometric parameters of the designed structure, for which w = 1.07d, a = 0.733d, and h = 0.8d, where d = 7.5 μm.

Close modal
To analyze the propagation of SSPPs along the structure, simulations were performed for a finite waveguide consisting of 27 repetitions of the unit cell, corresponding to a total length of L = 208 μm, which was excited using a waveport positioned at x = 0 and polarized along the z-direction. Figure 2(a) shows the out-of-plane field Ez obtained in the xy plane on the waveguide surface for an excitation frequency of 3.45 THz. The field can be seen to oscillate periodically and also decay along the waveguide axis, which is a characteristic of SSPP propagating in the x-direction. To quantify this behavior further, the field amplitude was spatially averaged within each stub (of length h = 6 μm and width da = 2 μm) and plotted as a function of distance along the waveguide, as shown in Fig. 2(b). To a good approximation, the propagating SSPPs can be modeled as a wave bound to the surface of the metallic waveguide with an out-of-plane field given by the complex amplitude,
(1)
in which E0 is the amplitude, which is dependent on the excitation field; kx is the wave-vector; θ is the phase relative to the excitation field; and Lp is the finite propagation length, which depends on the finite conductivity of the metal. A numerical fitting of the simulated field values to Eq. (1) is shown in Fig. 2(b), from which the wave-vector kx = 3400 cm−1 is obtained, in agreement with the value obtained from the dispersion relation shown in Fig. 1. In addition, a propagation length Lp = 75 μm is determined from the fit, in agreement with the S-parameters calculated for this finite waveguide (see the supplementary material, Fig. S2). The small discrepancy between the values of Lp obtained from the two approaches can be explained by the electric field within each stub not being uniformly distributed. As such, the data points in Fig. 2(b) do not fully capture the same level of detail as the S21 parameter calculation, but, nevertheless, serve as a reliable means of reducing the two-dimensional simulations to a one-dimensional analytical model.
FIG. 2.

(a) Simulated real part of the out-of-plane field Ez on the surface of the waveguide when excited by an excitation part at x = 0. (b) Spatially averaged value of the field plotted as a function of distance along the waveguide axis (blue circles) along with numerical fitting to Eq. (1) (red line). The values of the fitting parameters are E0 = 11 (a.u.), kx = 3400 cm−1, θ = 1.2 rad, and Lp = 75 μm.

FIG. 2.

(a) Simulated real part of the out-of-plane field Ez on the surface of the waveguide when excited by an excitation part at x = 0. (b) Spatially averaged value of the field plotted as a function of distance along the waveguide axis (blue circles) along with numerical fitting to Eq. (1) (red line). The values of the fitting parameters are E0 = 11 (a.u.), kx = 3400 cm−1, θ = 1.2 rad, and Lp = 75 μm.

Close modal

In the case of free-space excitation of SSPPs on the waveguide, the momentum mismatch between the incident beam and the subwavelength SSPPs should be considered. Simulations have confirmed this momentum mismatch can be addressed by exploiting diffraction of the free-space beam at the edge of our waveguide structure, whereby components of the diffracted light whose wave-vector coincides with the SSPP wave-vector can couple to surface polaritons (see the supplementary material, Figs. S3 and S4). Nevertheless, to improve the coupling of an obliquely incident beam to SSPPs further, we have employed an integrated grating structure as shown in Fig. 3(a). The coupling efficiency of light to SSPPs on the waveguide depends primarily on the grating period, α, but also on the grating duty-cycle, β, the width ws of the grating apertures, and the total length of the grating structure, Lg. Through variation of these parameters in FEM simulations, we have determined, for the illumination geometry corresponding to our experimental system, an optimum grating period of α = 23 μm in the case when β = 50%, ws = 25 μm, and Lgλ0 = 87 μm (see the supplementary material, Figs. S5 and S6).

FIG. 3.

(a) Schematic diagram showing the geometry of the grating structure. (b) Schematic diagram illustrating the integration of the grating on a waveguide of length L = 208 μm, as well as the beam propagation direction and field polarization of the obliquely incident THz beam used in the experiments. The incident beam propagates in the yz plane and is also p-polarized in this plane. (c) AFM image of a section of the fabricated waveguide. (d) Terahertz image of the sample obtained by s-SNOM, in which the signal is derived from the n = 2 harmonic of the self-mixing voltage. (e) Spatially averaged value of the field plotted as a function of distance along the waveguide axis in the range x = 0–104 μm and (f) x = 104–208 μm (blue circles) along with the numerical fits Eq. (1) (red lines). The fitted values of θ here depend on the phase of the SSPP wave relative to the excitation field, as well as the path length between the QCL facet and the s-SNOM tip in the experimental system.

FIG. 3.

(a) Schematic diagram showing the geometry of the grating structure. (b) Schematic diagram illustrating the integration of the grating on a waveguide of length L = 208 μm, as well as the beam propagation direction and field polarization of the obliquely incident THz beam used in the experiments. The incident beam propagates in the yz plane and is also p-polarized in this plane. (c) AFM image of a section of the fabricated waveguide. (d) Terahertz image of the sample obtained by s-SNOM, in which the signal is derived from the n = 2 harmonic of the self-mixing voltage. (e) Spatially averaged value of the field plotted as a function of distance along the waveguide axis in the range x = 0–104 μm and (f) x = 104–208 μm (blue circles) along with the numerical fits Eq. (1) (red lines). The fitted values of θ here depend on the phase of the SSPP wave relative to the excitation field, as well as the path length between the QCL facet and the s-SNOM tip in the experimental system.

Close modal

In order to confirm the excitation of SSPPs on our structures and to investigate their properties experimentally, we have employed THz-s-SNOM to map the spatial distribution of the out-of-plane field on the surface of the waveguides. The s-SNOM system employs a 3.45-THz quantum cascade laser (QCL) as both an excitation source and a coherent receiver by exploiting the laser self-mixing effect, as described elsewhere.37 The QCL was cooled using a continuous-flow liquid–He cryostat and maintained at a heat sink temperature of 20 ± 0.01 K. A current source was used to drive the laser with a dc of 420 mA, and emission from the QCL was focused on the 20 nm apex of a vertically aligned near-field microscope probe positioned in the near-field of the sample surface at an incident angle of 54° to the surface normal. Radiation scattered to the far-field by the probe was coupled back to the QCL along the same optical path as the incident beam and reinjected into the laser cavity. To isolate the signal component arising from the near-field interaction between the probe and the sample, the microscope probe was operated in tapping mode, and the QCL terminal voltage was amplified using an ac-coupled low-noise voltage amplifier and then demodulated at the harmonics of the probe tip’s tapping frequency (Ω ∼ 80 kHz) using a lock-in amplifier. The tapping amplitude was Atip ≈ 200 nm, and the time constant used was τs = 50 ms. Under these experimental conditions, the feedback parameter has been measured to be C ∼ 0.1, and the noise equivalent power of the self-mixing detection scheme is estimated to be 3 pW.

Our FEM simulations have shown that SSPPs may be excited on our structures using an obliquely incident free-space beam with either p- or s-polarization (see the supplementary material). We initially studied the excitation of SSPPs using a p-polarized beam obliquely incident on the waveguide, as shown in Fig. 3(b). In this case, a grating structure with period α = 20 μm was integrated on the end of the waveguide, with the other end left unmodified. Samples were fabricated on a float zone silicon substrate of thickness 500 μm with 5 nm/100 nm metallic layers of Ti/Au defined by optical lithography and thermal evaporation. The topography of a section of the fabricated sample obtained by AFM is shown in Fig. 3(c). Figure 3(d) shows the spatial distribution of the n = 2 harmonic of the self-mixing voltage, VSM, measured using THz-s-SNOM with a pixel size of 250 × 250 nm2. It has been shown previously37 that the image contrast in THz-s-SNOM comprises contributions from two distinct components. The first of these, with magnitude sɛ and phase ϕɛ, is principally excited by p-polarized components of the incident THz field and arises from the near-field dipole interaction between the illuminated tip and sample surface, thereby capturing information about the local permittivity of the sample. In contrast, the second term, with magnitude sz and phase ϕz, is mostly insensitive to the bulk material properties but captures the spatial distribution of the out-of-plane field Ez supported by the sample under excitation by the incident field. The SM signal can then be expressed in terms of the individual signal contributions corresponding to the respective scattering terms, according to
(2)
Here, the approximation ϕɛ ≈ 0 has been applied, as is expected for radiation frequencies far away from any phonon or bulk plasmonic material resonances.37,42 Furthermore, the magnitude sɛ is expected to be spatially constant along the waveguide structure and can be readily estimated from the spatial average of the signal recorded across all metallic regions of the sample. Using Eq. (2), this term can thereby be subtracted from the measured signal to isolate the signal szeiϕz in each image pixel. It is important to note that the out-of-plane field Ez quantified by this signal may itself contain contributions from not only the SSPP mode supported by the waveguide but also the charge distribution induced directly by the obliquely incident THz field, whereby the stubs of our waveguide structure behave as electrically short dipoles. This charge distribution is dependent on the polarization of the incident field (see the supplementary material, Figs. S3 and S4), and its affect can be treated to a reasonable approximation as causing a constant offset to the out-of-plane field when spatially averaged within each stub of the waveguide.

Figures 3(e) and 3(f) show the values of Re(szeiϕz) obtained in this way following spatial averaging over 192 pixels within each stub of the waveguide and subtraction of the constant offset described above. Since the waveguide length L = 208 μm is greater than the expected propagation length of SSPPs in this structure, we assume negligible interaction between SSPPs launched from opposite ends and, therefore, analyze SSPPs on each half of the waveguide independently. Figures 3(e) and 3(f) show the resulting fits of the data to Eq. (1), from which the estimates kx = 4180 ± 360 cm−1 and Lp = 51 ± 30 μm are obtained. The large relative uncertainties in these values arise from the low sampling resolution along the x-direction. Notably, this fitted value of the wave-vector is greater than that obtained from the eigenmode simulations (kx = 3400 cm−1), which itself is congruous with values obtained from FEM simulations under plane wave illumination (see the supplementary material). One possible explanation for this is the influence of the probe tip in the near-field of the sample, which is not accounted for in our simulations. Indeed, it is well known that the process of measurement in s-SNOM can result in the modification of photonic modes supported by nanophotonic systems,43,44 owing to the near-field interaction between the tip and the sample. In addition, the charge distribution induced directly on the surface of the waveguide by the obliquely incident THz field may cause departures from the simple model for the out-of-plane field described by Eq. (1). Another possible explanation for the observed discrepancy is that there are slight differences between the dimensions of the experimental samples and the ideal designs used in the simulations, which can occur owing to edge-roughness/blurring in the optical lithography process used. Nevertheless, we note reasonable agreement between the values of Lp obtained experimentally and from simulations. Finally, from the data in Fig. 3, we can compare the amplitude of SSPPs launched from the grating structure [shown in Fig. 3(e)] with those launched from the unmodified end of the waveguide [shown in Fig. 3(f)]. We find the former, for which the fitted value E0 = 5.1 ± 3.2 a.u. is obtained, to be slightly larger than the latter, for which the value E0 = 3.1 ± 1.7 a.u. is obtained from the fitting procedure. The ratio of these values, γ ≈ 1.6, indicates our integrated grating structure is effective at improving the coupling of the obliquely incident beam to SSPPs on the waveguide, in agreement with predictions from simulation, which yield γ ≈ 1.5. However, we note that the large uncertainties in these experimental values, which arise from the reduced sampling resolution along the x-direction, make an accurate quantitative comparison difficult.

When the incident beam is p-polarized as above, z-components of the radiation field will interact strongly with the vertically aligned s-SNOM tip. Due to the strong confinement effect at the tip apex, a non-negligible component of the photon momentum is thereby generated at the SSPP wave-vector, which can launch SSPPs in the near-field of the tip.45 In order to circumvent this possibility, we also investigate the direct excitation of SSPPs on our waveguide structures using an s-polarized incident beam, as shown in Fig. 4(a). To this end, we have employed a quartz zero-order half-wave plate (HWP), positioned in the beam path between the QCL and the near-field probe, to control the incident polarization state in our system. As shown elsewhere,37 the p-polarized field scattered from the tip may still generate a small but measurable SM voltage signal owing to a small but non-negligible component of circularly polarized light in the QCL radiation field. Figure 4(b) shows the spatial distribution of this signal obtained by THz-s-SNOM from a waveguide incorporating a grating structure of period α = 23 μm. The corresponding values of Re(szeiϕz) obtained from the signal spatially averaged within each stub of the waveguide, following subtraction of the dipole interaction term in Eq. (2), are shown in Figs. 4(c) and 4(d). As before, SSPPs are seen to be launched from each end of the waveguide, which is characterized by an oscillatory out-of-plane field that decays as the SSPPs propagate along the waveguide axis. To quantify the amplitudes of the SSPPs launched from each end of the waveguide, we again fit the experimental values to Eq. (1), using the previously determined parameters kx = 4180 cm−1 and Lp = 51 μm. These fits, shown in Figs. 4(c) and 4(d), yield the values E0 = 0.4 ± 0.3 a.u. for the end of the waveguide incorporating the grating and E0 = 0.3 ± 0.1 a.u. for the unmodified waveguide. From the ratio of these values, γ ≈ 1.3, which also agrees with the value γ ≈ 1.5 obtained from simulations, it can again be concluded that the grating structure is effective at improving the coupling of the s-polarized beam to SSPPs on the waveguide. It should also be noted that these values being considerably smaller than those obtained under p-polarized excitation do not indicate a weaker out-of-plane field associated with SSPPs under s-polarized excitation; rather, this is due to much weaker mixing between the orthogonal polarization states of the incident and scattered fields in this case.

FIG. 4.

(a) Schematic diagram showing the beam propagation direction and field polarization of the obliquely incident THz beam. The incident beam propagates in the yz plane and is s-polarized along the x-direction. (b) Terahertz image of the sample obtained by s-SNOM, in which the signal is derived from the n = 2 harmonic of the self-mixing voltage. (c) Spatially averaged value of the field plotted as a function of distance along the waveguide axis in the range x = 0–104 μm and (d) x = 104–208 μm (blue circles) along with the numerical fits Eq. (1) (red lines).

FIG. 4.

(a) Schematic diagram showing the beam propagation direction and field polarization of the obliquely incident THz beam. The incident beam propagates in the yz plane and is s-polarized along the x-direction. (b) Terahertz image of the sample obtained by s-SNOM, in which the signal is derived from the n = 2 harmonic of the self-mixing voltage. (c) Spatially averaged value of the field plotted as a function of distance along the waveguide axis in the range x = 0–104 μm and (d) x = 104–208 μm (blue circles) along with the numerical fits Eq. (1) (red lines).

Close modal

To conclude, we have presented the design, simulation, and experimental demonstration of an ultra-thin metamaterial planar waveguide that supports spoof surface plasmon polaritons at THz frequencies. We have also successfully mapped, with deep subwavelength resolution, the spatial distribution of the electric field associated with SSPPs propagating on such waveguides for the first time. Our results confirm the excitation of SSPPs on these structures under both p-polarized and s-polarized excitation by a free-space beam at 3.45 THz. We have also shown that grating structures integrated into the waveguide can be used to enhance the coupling of light to SSPPs on the waveguides. Our work paves the way for future development of plasmonic integrated circuit technologies and components operating in the THz frequency band, including, for example, transmission lines, beam-splitters, frequency selective devices, multiplexers, ultra-wideband, and low-loss filters. Future possible research directions include the development of conformal THz waveguides printed on flexible films that can be bent or twisted,21 or active devices whereby the transmission of SSPPs along the waveguide can be controlled electronically.

The supplementary material shows the dielectric constant of silicon as a function of frequency measured using THz-TDS. The S21 parameter of the waveguide structure is shown, calculated using ANSYS HFSS for a waveguide with a total length of L = 73 μm. The simulation of the waveguides under illumination by a free-space beam and the optimization of grating parameters are also shown for the cases of p-polarized and s-polarized excitations, according to the geometries shown in Fig. 3(b) and Fig. 4(a), respectively. Approach curves obtained from the n = 1–5 harmonics of the demodulated self-mixing voltage signal in THz-s-SNOM are also shown.

The authors acknowledge the support from EPSRC (UK) Program grants “HyperTerahertz” (Grant No. EP/P021859/1) and “Teracom” (Grant No. EP/W028921/1), EPSRC Grant No. EP/V004743/1, the Royal Society, and the Wolfson Foundation (Grant Nos. WM110032 and WM150029).

The authors have no conflicts to disclose.

P.D. and N.S. conceived the idea, developed the experimental setup, and performed the measurements. Waveguide structures were designed by N.S. and simulations were performed by N.S. and S.J.P. Structures were fabricated by N.S. and M.S. Measurements of the dielectric constant of silicon as a function of frequency were acquired by A.D.B. Data were analyzed by N.S. with support from P.D. and J.E.C. The QCL structure was grown by L.L. under the supervision of E.H.L. Devices were processed by P.R. under the supervision of E.H.L. and A.G.D. The manuscript was written by N.S., P.D., and J.E.C. with contributions from all the authors.

N. Sulollari: Conceptualization (equal); Data curation (equal); Formal analysis (equal); Investigation (equal); Methodology (equal); Resources (equal); Software (equal); Validation (equal); Visualization (equal); Writing – original draft (equal); Writing – review & editing (equal). S. J. Park: Software (supporting); Validation (supporting); Writing – review & editing (supporting). M. Salih: Resources (supporting); Validation (supporting); Writing – review & editing (supporting). P. Rubino: Resources (supporting). A. D. Burnett: Formal analysis (supporting); Investigation (supporting); Writing – review & editing (supporting). L. Li: Resources (lead). E. H. Linfield: Funding acquisition (lead); Project administration (supporting); Resources (lead); Supervision (supporting); Writing – review & editing (supporting). A. G. Davies: Funding acquisition (lead); Project administration (supporting); Supervision (supporting); Writing – review & editing (supporting). J. E. Cunningham: Funding acquisition (lead); Project administration (lead); Software (supporting); Supervision (lead); Visualization (supporting); Writing – original draft (supporting); Writing – review & editing (supporting). P. Dean: Conceptualization (equal); Data curation (equal); Formal analysis (equal); Funding acquisition (equal); Investigation (equal); Methodology (equal); Project administration (equal); Software (equal); Supervision (equal); Validation (equal); Visualization (equal); Writing – original draft (equal); Writing – review & editing (equal).

The data utilized in the development of this article can be found at https://doi.org/10.5518/1456.

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Supplementary Material