Introduction

The relatively young, warm, and thin oceanic Juan de Fuca and Gorda plates are subducting beneath the North American continent along the Cascadia subduction zone (Fig. 1), representing an endmember of the subduction systems. Shallow dehydration is expected within the Juan de Fuca and Gorda subducting slabs1, 2, resulting in fewer megathrust earthquakes in Cascadia, with the most recent one occurring in A.D. 17003, 4. The lack of instrumentally recorded megathrust earthquakes in Cascadia also indicates that the seismogenic zone is currently fully locked5. Previous studies at global subduction zones5,6,7,8 have suggested that along-strike variations of earthquake distributions may indicate different degrees of slab dehydration, thermal structures of the incoming plate, coupling of the plate interface, curvature of the subducting slab, the subduction parameters, as well as subducting features (e.g., seamounts, fracture zones, and sediments). For example, in the Alaska subduction zone more subduction-related earthquakes are detected where hydration of oceanic mantle due to the bending-related faultings is observed9. Along the South American subduction zone, structural variations within the subducting and overriding plates significantly contribute to the heterogeneity of the subduction earthquakes along strike6.

Fig. 1
figure 1

Correlation of the seismicity in Cascadia with the geometry of the subducting slab. a Distribution of seismic stations (white dots) used for full-wave ambient noise tomography and regional earthquakes within the study region. The gray stars mark the offshore earthquakes with magnitude greater than 4.5 from 2000 to 2017 from the Global CMT catalog. The red and blue circles correspond to the M ≥ 3.0 earthquakes from 1975 to 2005 below and above the plate interface, respectively11. The black triangles mark the Cascade arc volcanoes and the Cobb axial seamount in the central Juan de Fuca ridge. The gray contours are the plate interface from 20 to 100 km depth10. The station pair 7D.G10B−TA.I05D is used in Fig. 2. b Shear-wave velocity model imaged in this study at 114 km depth. The black dots are the background seismicity in Cascadia. The black lines mark the profile locations used in Fig. 4

In the Cascadia subduction zone, the background seismicity can be divided into two groups, the continental crustal earthquakes and the intraslab earthquakes, in terms of their locations relative to the plate interface10, 11 (see Fig. 1). In general, the seismicity is clustered in northern and southern Cascadia and is lacking in the central part, demonstrating remarkable variation patterns along strike and with depth. More specifically, abundant intraslab and continental earthquakes are observed in northwestern California at depths shallower than 40 km, widely spreading from the trench landward to the arc region. Beneath western Washington, the intraslab earthquakes extend from 20 km depth down dip to 80 km depth, and continental earthquakes mainly occur above the 40–100 km slab depths. Beneath western Oregon, there is a lack of both types of earthquakes, with an exceptional cluster of small earthquakes off central Oregon12, 13 (Fig. 1).

A few factors have been attributed to explain the observed along-strike variation patterns of seismicity at Cascadia. The relatively shallow and widespread seismicity in northern California was proposed to reflect the strong internal deformation within the Gorda slab11, 14. The increased seismicity in northern Cascadia likely indicates strong coupling between the subducting Juan de Fuca plate and the overriding North American plate15 and increased dehydration of the oceanic slab2, 16. The lack of seismicity in central Cascadia is attributed to an anhydrous or unusually warm segment of the Juan de Fuca slab and the presence of an accreted oceanic terrane within the overriding plate11, 17, 18. The small earthquake cluster off central Oregon was associated with the subducted seamounts12, 13. However, a comprehensive understanding about the role of the oceanic lithosphere on seismicity, especially prior to subduction, is prevented due to limited constraints for the offshore structures.

Here I present correlations between large-scale variations of the oceanic plates with earthquake distribution patterns both along strike and down dip at the Cascadia subduction system. The three-dimensional seismic structure of the Juan de Fuca and Gorda oceanic plates from formation at the mid-ocean ridge to subduction at the trench is resolved with the use of three-dimensional full-wave simulation and inversion19,20,21. In this study the advanced full-wave ambient noise tomographic method integrates all available seismic stations within the study region from 2004 to 2016 (Fig. 1) into one model using high-quality Rayleigh wave signals at periods of 10–150 s (Supplementary Figure 1). The sensitivities of Rayleigh waves to perturbations of both Vp and Vs are jointly inverted for the velocity model. The velocity model is then improved by iteratively reducing the misfit between the observed and synthetic waveforms. The dense coverage of the seismic stations largely increases the total number of phase delay measurements between the observed and synthetic waveforms used for the model inversion (Supplementary Figure 2), in particular for the offshore structure. A final seismic velocity model is achieved after a total of 12 iterations of wave simulation and inversion, which significantly improves the match between the observed and synthetic waveforms (see Fig.  2 and Supplementary Figures 2 and 3).

Fig. 2
figure 2

Comparison of observed empirical Green’s functions and synthetic waveforms between the station pair 7D.G10B−TA.I05D for a total of 12 iterations of full-wave simulation and inversion. See station locations in Fig. 1. The waveforms are filtered at 10–25 s periods. The phase delay time and the cross-correlation coefficient between the observed and synthetic data are labeled within each panel. Empirical Green’s functions (black) and synthetic waveforms (red)

Results

Seismic feature of the oceanic lithosphere

The full-wave ambient noise tomographic imaging demonstrates distinct variation patterns of seismic velocities within the study area (Fig. 3). The low-velocity seismic feature along the Juan de Fuca and Gorda spreading centers has been imaged by many other studies, which is attributed to the presence of partial melting within the upper mantle19, 22, 23. The shear-wave velocity amplitude of the oceanic plates varies significantly along strike and down dip (Figs. 1b, 34). West of the trench, the oceanic lithosphere is imaged as a continuous and uniform feature with the thickness less than 40 km. The subducted oceanic plate appears to be a bit thicker and flatter at depths greater than 100 km, which may in fact be an artifact of the tomographic imaging as demonstrated by the model resolution test (Fig. 5). Near the trench, the amplitude of the shear-wave velocity appears to be relatively lower compared to other portions of the slab, indicating a weak segment of the slab. The low shear-velocity feature appears to be strongest beneath central Cascadia (Fig. 4e, f), which extends from the trench down dip to at least 100 km depth for a total length of about 200 km. A low-velocity layer is observed immediately beneath the oceanic lithosphere along the entire subduction zone. Teleseismic P-wave tomography24 also imaged a strong low-velocity zone westward of the Juan de Fuca plate extending down to 300 km depth, which was interpreted as an accumulation of buoyant asthenosphere material with low viscosity.

Fig. 3
figure 3

Shear velocity model from the crust down to the upper mantle for the Cascadia subduction system. Note that the maximum resolvable depths are about 75 km for the offshore seismic structure and 150 km for the onshore structure, respectively. Other symbols are the same as in Fig. 1

Fig. 4
figure 4

W-E profiles of the seismic tomography model along latitudes, extending from the spreading centers to the Cascade backarc. The upper panels demonstrate the P-wave velocity for the top 15 km depths with ten times vertical exaggeration, and the lower panels are the S-wave velocity at depths of 15–150 km with 1.5 times vertical exaggeration. The blue line represents the bathemetry/topography. The thick black line is the projected plate interface10. The gray lines mark the continental Moho28 and the oceanic Moho assuming an average oceanic crustal thickness of 6 km. The blue dots are the continental crustal earthquakes and the red dots are the intraslab earthquakes11. The black triangle marks the Cascade volcanic front

Fig. 5
figure 5

Resolution test of the geometry of the oceanic lithosphere. a The input model includes a −5% velocity perturbation for the oceanic and continental crust and a +5% velocity perturbation for the oceanic mantle lithosphere. The thickness of the slab is about 40 km. b The recovered shear velocity model

The top of the oceanic lithosphere imaged in this study roughly agrees with the plate interface as defined more accurately by active source seismic data10, 11 (thick black lines in Fig. 4), except in central Cascadia where the slab interface is poorly constrained due to the lack of seismic data. Comparison of the slab geometry resolved in this study with other previous tomographic models25,26,27,28,29 that used only land stations demonstrates a similar pattern of the Juan de Fuca and Gorda subducting slabs in a large scale (Supplementary Figure 4). For example, the along-strike slab gaps are observed roughly across the Washington-Oregon and Oregon-California state boundaries, which have also been suggested by geochemical studies along the Cascade arc volcanoes30. Nevertheless, the amplitude of the shear-wave velocity within the slab varies significantly among these tomographic models, reflecting the impacts of various seismological methods and the data coverage31,32,33. The full-wave ambient noise tomographic model in this study shows the strongest velocity variations compared to other models, which are required by the observed data (see Fig. 2 and Supplementary Figure 3).

Crustal structure beneath the Cascade volcanic arc

At the shallow crust, where P-wave velocity can be best resolved19 (see resolution tests in Supplementary Figures 5 and 6), the seismic structure beneath the Cascade volcanic arc demonstrates remarkable along-strike variations (Fig. 4). In the northern Cascades, a sharp velocity gradient is imaged immediately across the arc front (Fig. 4a–d), while the P-wave velocity appears to be much lower and broader beneath the central and southern Cascades region (Fig. 4e–h). A few factors may contribute to the distinct P-wave velocity variations along the arc and forearc region, such as the accreted oceanic terrane, thermal variations, amounts of subducted sediments, and magmatic melts and fluids, whose contributions cannot be easily distinguished. Magnetotelluric data imaged a sharp resistivity gradient beneath Mount Rainier at depths shallower than 20 km34, which was proposed to indicate presence of melt/fluids. Similar as our tomographic imaging, the joint inversion of P- and S-wave travel time data revealed a strong low-high Vp (and Vp/Vs ratio) transition beneath Mount St. Helens within 5–15 km depths35, which was inferred as a crustal magma reservoir.

Discussion

Interestingly, the large-scale variations of the slab geometry imaged in this study correlate well with the distribution patterns of the Cascadia background seismicity (Figs. 1b, 4). In northern and southern Cascadia, where the slab can be clearly imaged from the spreading centers to the arc, both intraslab earthquakes and continental crustal earthquakes are well recorded. In contrast, we observe a weak (or nonexistent) slab near the trench in central Cascadia where seismicity is scarce. The strong spatial linkage suggests that the properties of the incoming oceanic plate play a significant role on the distribution patterns of seismicity both above and below the slab interface. Note that here the definition of the plate interface as well as the earthquake catalog are inferred from previous studies10, 11, considering that seismic tomography cannot precisely detect the plate interface due to the smooth horizontal and vertical model resolutions.

Distribution of continental crustal earthquakes at shallow depths also demonstrates very strong correlations with the Vp crustal model (Fig. 4). In western Washington and northernmost Oregon where a sharp velocity gradient is observed beneath the arc front, most crustal earthquakes are located within the fast-velocity zone either directly beneath the arc or immediately west of the arc. There are no crustal earthquakes recorded in central and southern Oregon where the arc is imaged as a relatively larger-scale low-velocity zone. In northwestern California, no strong correlation is observed between the P-wave velocity anomaly and the distribution of the intraslab and continental crustal earthquakes. This is not unexpected as we know that the strong internal deformation of the Gorda plate and the presence of the Mendocino triple junction can significantly complicate the earthquake distribution pattern in northern California5, 11, 14, 36.

A few possibilities can significantly weaken the slab near the trench in central Cascadia, resulting in the observed large-scale low-velocity feature, and consequently control the large-scale distribution variations of seismicity at Cascadia. Hydration and alteration of the oceanic mantle lithosphere have been observed near the trench at global subduction zones due to the reactivation and/or formation of bending-related faultings9, 37,38,39,40. A recent seismic reflection study at Cascadia41 showed that bending faults penetrate through the crust and extend into the oceanic mantle off the Oregon margin but are limited within the crust off the Washington margin, suggesting that the oceanic mantle near the Oregon trench is highly hydrated and serpentinized. This supports our tomographic imaging of the observed low-velocity feature near the trench being strongest in central Cascadia. The magnetotelluric data in the Costa Rican subduction zone40, 42 observed extremely similar features as the seismic tomographic imaging in Cascadia. That is, the oceanic lithosphere is imaged as a uniform thin layer westward of the trench and is slightly thickened after subduction, with a strong low resistivity near the trench, which was interpreted as hydration and serpentinization of the oceanic mantle lithosphere40.

However, it is less likely that hydration and serpentinization of the oceanic mantle lithosphere alone can attribute to the observed low-velocity anomaly near the Cascadia trench considering its scale and depth extent in this study (Fig. 4). It was suggested that the plume−slab interaction could significantly weaken the slab beneath central Oregon but at much greater depths43. Mantle upwelling has been previously proposed to explain the observed low seismic velocity beneath the Pacific plate above the mantle transition zone44, existence of nearly anhydrous lavas, low seismic velocities and high attenuation at the back-arc spreading center45, 46, and low seismic velocities and high conductivities in the Cascade backarc20, 47. However, considering the strong three-dimensional mantle flow due to slab rollback, it is less likely that the mantle upwelling and corresponding decompressional melting would accumulate beneath the oceanic lithosphere at shallow depths.

Here I suggest that other mantle dynamic processes need to be considered for the observed seismic features in Cascadia. The low-velocity layer observed beneath the Juan de Fuca and Gorda plate along the entire Cascadia subduction system may represent the oceanic lithosphere−asthenosphere boundary, indicating presence of partial melts, fluids, and/or volatiles as has been proposed by many previous studies42, 48,49,50,51. However, the nature of the lithosphere−asthenosphere boundary is highly debatable, as well as the sources of melts/fluids/volatiles. Furthermore, the subducting slab appears to bend slightly steeper in central Cascadia11 compared to the northern and southern parts, potentially resulting in a higher strain rate and a relatively weaker slab segment near the trench region. Consistently, three-dimensional numerical models for the Alaska subduction system52 estimated low viscosity and high strain rate within and below the subducting slab near the trench, showing similar patterns as the tomographically imaged low-velocity feature near the central Cascadia trench region. Another factor that may contribute to the observed low-velocity feature is the axial seamount located in the central Juan de Fuca ridge, where low seismic velocities are observed (Figs. 1b, 3) and presence of partial melting is indicated19, 22, 23. The partial melting could migrate away from the ridge and accumulate beneath the trench region, significantly reducing the seismic velocities.

In summary, a highly hydrated oceanic lithosphere near the trench where the plate bends, together with a thin sheared layer of melts/fluids/volatiles underneath, can significantly reduce the shear-wave velocity and lower the strength of the oceanic lithosphere at central Cascadia. The weak segment of the oceanic lithosphere could be partially decoupled from both the underlying asthenosphere and the overriding North American continent, reducing the probabilities of seismicity at central Cascadia. However, how the properties of the incoming oceanic plate actually affect the distribution patterns of background seismicity in Cascadia remains an open question and should be further studied.

Methods

Extraction of empirical Green’s functions

The empirical Green’s functions (EGF) are extracted from the ambient noise cross-correlation of vertical-to-vertical components between each station pairs19,20,21. The geophysical data set in the last decade is excellent at Cascadia both offshore and onshore, including the Cascadia Initiative Amphibious Array, the Blanco Transform experiment, the Gorda Deformation Zone experiment, Neptune Canada, the EarthScope Transportable Array, and many flexible array deployments, resulting in a total of more than 800 seismic stations. The dense coverage of seismic stations provides us for the first time an unprecedented opportunity to construct a complete model of the entire subduction system (Fig. 1). In this study, we are able to extract high-quality Rayleigh-wave signals at periods of 10–50 s between the offshore−offshore and offshore−onshore station pairs, and up to 150 s between the onshore−onshore seismic stations (see Supplementary Figure 1). The asymmetry observed between the causal and acausal parts of the EGFs may reflect the non-uniform distribution of the noise sources around the seismic stations, which should have a minor effect on the surface-wave velocities20. The phase delay times between the EGFs and synthetic waveforms are measured by cross-correlation at multiple overlapping period bands, ranging from 75–150 s, 50–100 s, 35–75 s, 25–50 s, 15–35 s, to 10–25 s (see example in Fig. 2).

Finite-difference wave simulation and inversion

The tomographic models we present here are a major upgrade of the previous full-wave tomography19, following the same procedures of wave simulation and inversion. The major difference is that we integrate all available offshore and onshore seismic stations from 2004 to 2016 into one model, which largely increases the number of seismic stations from ~20019 to >800 in this study. Correspondingly, the total number of phase delay measurements has been increased from 13,500 to over 50,000 used for the model inversion (Supplementary Figure 2). The average cross-correlation coefficient between the observed EGFs and synthetics among all the station pairs has been improved from 0.7319 to about 0.9 in this study (see Supplementary Figure 2), and the model resolution has been progressively improved through each iteration (see Supplementary Figure 3). Supplementary Figure 3 also demonstrates that the final velocity model does not depend on the selection of the initial reference model.

Checkerboard resolution tests

The sensitivity kernels of the Rayleigh waves to shear-wave velocity structure are frequency dependent. That is, the longer the period, the deeper the Vs structure sampled. The checkerboard resolution tests show that the shear-wave velocity model can be well recovered within a depth range of 10–150 km for the continental crust and upper mantle, and of 15–75 km for the oceanic lithosphere. The minimum checkerboard dimensions resolvable in this study increase from 65 to 150 km with depth (see Supplementary Figure 5). In full-wave ambient noise tomography, the Rayleigh waves are primarily sensitive to P-wave velocity at depths shallower than 15 km19 (see Supplementary Figure 6). The inclusion of P-wave velocity in inversion provides additional degrees of freedom, which minimize the extent to which P-velocity anomalies at the shallow crust are imaged into greater depths. In this study, P-velocity structures with a horizontal dimension of 50 km or greater can be well imaged at depths of 3–15 km.

Data availability

All the continuous seismic data are requested from the IRIS Data Management Center (http://ds.iris.edu/ds/nodes/dmc/). The empirical Green’s functions derived from ambient noise, the travel time anomalies between the observed and synthetic waveforms, and the P- and S-wave velocity models are available upon a request to the author.