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Global scale observations of scattered energy near the inner-core boundary: Seismic constraints on the base of the outer-core J.M.-C. Adam a,, B. Romanowicz a,b,c a Institut de Physique du Globe, 1 rue Jussieu, 75238 Paris Cedex 05, France b Collège de France, 11 Place Marcelin Berthelot, 75005 Paris, France c Berkeley Seismological Laboratory, 215 McCone Hall # 4760, Berkeley, CA 94720, USA article info Article history: Received 10 February 2015 Received in revised form 4 June 2015 Accepted 4 June 2015 Available online 11 June 2015 Keywords: PKP scattering Outer-core PKPbc PKPbc-diff abstract We have collected a global dataset of several thousands of high quality records of PKPdf, PKPbc, PKPbc-diff and PKPab phase arrivals in the distance range [149–178°]. Within this collection, we have identified an energy packet that arrives 5–20 s after the PKPbc (or PKPbc-diff) and represents a phase that is not predicted by 1D reference seismic models. We use array analysis techniques to enhance the signal of these scattered phases and show that they originate along the great-circle path in a consistent range of arrival times and narrow range of ray parameters. We therefore refer to this scattered energy the ‘‘M’’ phase. Using the cross-correlation technique to detect and measure the scattered energy arrival times, we compiled a dataset of 1116 records of this M phase. There are no obvious variations with source or station location, nor with the depth of the source. After exploration of possible location for this M phase, we show that its origin is most likely in the vicinity of the inner-core boundary. A tentative model is found that predicts an M-like phase, and produces good fits to its travel times as well as those of the main core phases. In this model, the P velocity profile with depth exhibits an increased gradient from about 400 km to 50 km above the ICB (i.e. slightly faster velocities than in AK135 or PREM), and a 50 km thick lower velocity layer right above the ICB. Ó 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). 1. Introduction Since its discovery in 1936 by Lehmann (Lehmann, 1936), the inner-core has been the focus of many studies (e.g. see recent reviews by Souriau, 2007; Deguen, 2012). The fascination for this small and solid body that is surrounded by the liquid outer-core is due, in particular, to the significant role it may play for the gen- eration and stabilization of the earth’s magnetic field. Seismological studies have shown evidence that the inner-core is anisotropic, with seismic waves traveling faster along the direc- tion of the earth’s rotation axis (Morelli et al., 1986; Woodhouse et al., 1986; Creager, 1992; Song and Helmberger, 1992; Bréger et al., 1999). Morelli et al. (1986) suggested that this anisotropy can be explained by cylindrical anisotropy and might be due to preferred orientation of iron crystals. Also, there is evidence for hemispherical variations in anisotropy and isotropic P-velocity, with higher amplitudes of anisotropy and smaller isotropic P-velocities in the western hemisphere than in the eastern hemi- sphere (Niu and Wen, 2001; Cao and Romanowicz, 2004; Irving and Deuss, 2011; Waszek and Deuss, 2011; Tanaka, 2012). To explain this dichotomy Alboussière et al. (2010) and Monnereau et al. (2010) recently proposed a model of inner-core melting and freezing by permanent eastward translation of the inner-core. This model would both explain the inner-core anisotropy and hemispherical dichotomy. It is however difficult to reconcile with the most recent estimates of thermal conductivity of the core (e.g. Pozzo et al., 2012; de Koker et al., 2012). While the presence of heterogeneities in the inner-core has been accepted for decades, it is usually assumed that the liquid outer-core is homogeneous because of its low viscosity (Stevenson, 1987), which could not sustain density variations large enough to be detected by seismological methods. However, the homogeneity of the outer-core has been debated. At the top of the outer-core, there may be compositional stratification with higher than average concentration of light elements (e.g. Fearn et al., 1981; Eaton and Kendall, 2006; Helffrich and Kaneshima, 2010). Likewise, the last 200 km at the base of the outer core exhi- bit a reduced P-velocity gradient with depth (Souriau and Poupinet, 1991; Song and Helmberger, 1992; Yu and Wen, 2005; Zou et al., 2008). This region, denoted F-layer by K.E. Bullen in the 1940s may be the site of complex dynamics (e.g. Gubbins http://dx.doi.org/10.1016/j.pepi.2015.06.005 0031-9201/Ó 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). Corresponding author. E-mail address: [email protected] (J.M.-C. Adam). Physics of the Earth and Planetary Interiors 245 (2015) 103–116 Contents lists available at ScienceDirect Physics of the Earth and Planetary Interiors journal homepage: www.elsevier.com/locate/pepi
Transcript
Page 1: Global scale observations of scattered energy near the inner-core …seismo.berkeley.edu/~barbara/REPRINTS/adam-pepi2015.pdf · 2016. 7. 8. · Global scale observations of scattered

Physics of the Earth and Planetary Interiors 245 (2015) 103–116

Contents lists available at ScienceDirect

Physics of the Earth and Planetary Interiors

journal homepage: www.elsevier .com/locate /pepi

Global scale observations of scattered energy near the inner-coreboundary: Seismic constraints on the base of the outer-core

http://dx.doi.org/10.1016/j.pepi.2015.06.0050031-9201/� 2015 The Authors. Published by Elsevier B.V.This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).

⇑ Corresponding author.E-mail address: [email protected] (J.M.-C. Adam).

J.M.-C. Adam a,⇑, B. Romanowicz a,b,c

a Institut de Physique du Globe, 1 rue Jussieu, 75238 Paris Cedex 05, Franceb Collège de France, 11 Place Marcelin Berthelot, 75005 Paris, Francec Berkeley Seismological Laboratory, 215 McCone Hall # 4760, Berkeley, CA 94720, USA

a r t i c l e i n f o

Article history:Received 10 February 2015Received in revised form 4 June 2015Accepted 4 June 2015Available online 11 June 2015

Keywords:PKP scatteringOuter-corePKPbcPKPbc-diff

a b s t r a c t

We have collected a global dataset of several thousands of high quality records of PKPdf, PKPbc,PKPbc-diff and PKPab phase arrivals in the distance range [149–178�]. Within this collection, we haveidentified an energy packet that arrives 5–20 s after the PKPbc (or PKPbc-diff) and represents a phase thatis not predicted by 1D reference seismic models. We use array analysis techniques to enhance the signalof these scattered phases and show that they originate along the great-circle path in a consistent range ofarrival times and narrow range of ray parameters. We therefore refer to this scattered energy the ‘‘M’’phase. Using the cross-correlation technique to detect and measure the scattered energy arrival times,we compiled a dataset of 1116 records of this M phase. There are no obvious variations with source orstation location, nor with the depth of the source. After exploration of possible location for this M phase,we show that its origin is most likely in the vicinity of the inner-core boundary. A tentative model isfound that predicts an M-like phase, and produces good fits to its travel times as well as those of the maincore phases. In this model, the P velocity profile with depth exhibits an increased gradient from about400 km to 50 km above the ICB (i.e. slightly faster velocities than in AK135 or PREM), and a �50 km thicklower velocity layer right above the ICB.

� 2015 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY-NC-NDlicense (http://creativecommons.org/licenses/by-nc-nd/4.0/).

1. Introduction

Since its discovery in 1936 by Lehmann (Lehmann, 1936), theinner-core has been the focus of many studies (e.g. see recentreviews by Souriau, 2007; Deguen, 2012). The fascination for thissmall and solid body that is surrounded by the liquid outer-coreis due, in particular, to the significant role it may play for the gen-eration and stabilization of the earth’s magnetic field.

Seismological studies have shown evidence that the inner-coreis anisotropic, with seismic waves traveling faster along the direc-tion of the earth’s rotation axis (Morelli et al., 1986; Woodhouseet al., 1986; Creager, 1992; Song and Helmberger, 1992; Brégeret al., 1999). Morelli et al. (1986) suggested that this anisotropycan be explained by cylindrical anisotropy and might be due topreferred orientation of iron crystals. Also, there is evidence forhemispherical variations in anisotropy and isotropic P-velocity,with higher amplitudes of anisotropy and smaller isotropicP-velocities in the western hemisphere than in the eastern hemi-sphere (Niu and Wen, 2001; Cao and Romanowicz, 2004; Irving

and Deuss, 2011; Waszek and Deuss, 2011; Tanaka, 2012). Toexplain this dichotomy Alboussière et al. (2010) and Monnereauet al. (2010) recently proposed a model of inner-core melting andfreezing by permanent eastward translation of the inner-core.This model would both explain the inner-core anisotropy andhemispherical dichotomy. It is however difficult to reconcile withthe most recent estimates of thermal conductivity of the core(e.g. Pozzo et al., 2012; de Koker et al., 2012).

While the presence of heterogeneities in the inner-core hasbeen accepted for decades, it is usually assumed that the liquidouter-core is homogeneous because of its low viscosity(Stevenson, 1987), which could not sustain density variations largeenough to be detected by seismological methods. However, thehomogeneity of the outer-core has been debated. At the top ofthe outer-core, there may be compositional stratification withhigher than average concentration of light elements (e.g. Fearnet al., 1981; Eaton and Kendall, 2006; Helffrich and Kaneshima,2010). Likewise, the last 200 km at the base of the outer core exhi-bit a reduced P-velocity gradient with depth (Souriau andPoupinet, 1991; Song and Helmberger, 1992; Yu and Wen, 2005;Zou et al., 2008). This region, denoted F-layer by K.E. Bullen inthe 1940s may be the site of complex dynamics (e.g. Gubbins

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Fig. 1. Raypaths of PKPdf, PKPbc, PKPbc-diff (dashed line) and PKPab for a 500 kmdepth event at an epicentral distance of 154:7� .

104 J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116

et al., 2008). In addition, seismologists have been investigating theseismic detectability of structure in the bulk of the outer-core fromP wave tomography (e.g. Soldati et al., 2003), and the presence offaster than average P-velocities inside the tangent cylinder to theinner core has been proposed as a possible alternative to inner coreanisotropy (Romanowicz and Bréger, 2000; Romanowicz et al.,2003). While this possibility has been questioned (e.g. Souriauet al., 2003; Ishii and Dziewonski, 2005; Yu and Wen, 2005), evi-dence for hemispherical variations of structure at the base of theouter core has also been proposed (e.g. Song and Helmberger,1992; Yu and Wen, 2005; Zou et al., 2008).

Significant scattering has been documented previously in thecoda of the PKPbc-diff phase (e.g.Nakanishi, 1990; Tanaka, 2005).From the wide distribution of slownesses of PKPbc-diff investi-gated using array data, Tanaka (2005) suggested that the smallslownesses (smaller than 2 s=�) could be explained by the trappingof seismic waves by ICB topography. Other studies have also sug-gested the presence of significant short wavelength topographyat the ICB (e.g. Morita, 1987; Cao et al., 2007). On the other hand,Nakanishi (1990) suggested that the PKPbc-diff coda phases withhigh slownesses (between 2 and 4 s=�) could be scattered PKPphases at the core-mantle boundary (CMB).

To investigate the velocity structure at the base of theouter-core, Zou et al. (2008) measured PKPbc-diff travel-timesand amplitudes with respect to PKPdf and modeled synthetic seis-mograms for a variety of F-layer models. They searched for a modelthat would best fit their observations. They were able to explainthe relative travel-time measurements by introducing a low veloc-ity layer at the base of the outer-core. However, they failed to pre-dict the PKPbc-diff/PKPdf amplitude ratios and proposed thateither ICB topography or a layer of high attenuation at the baseof the outer-core might be required to fit their measurements. Ina recent paper, Souriau (2015) used a large dataset of PKPbctravel-time residuals from seismological bulletins and analyzedthe velocity profile at the base of the outer-core. Her results sug-gest that a heterogeneous patch with P-velocity perturbations upto 0.5% may exist in the eastern hemisphere in the deepouter-core, right above the F-layer. If confirmed, this would showthat the base of the outer-core may not be homogeneous and thatheterogeneities could be detectable using seismological tools.

In this study, we collect a global dataset of more than a thou-sand PKPdf, PKPbc, PKPbc-diff and PKPab waveforms. We docu-ment the presence of significant scattering in the coda of thePKPbc and PKPbc-diff phases. Scattering in seismic wave codas isusually very complex and expected to be due to short wavelengthstructure (Vidale and Earle, 2000). However, we easily identify iso-lated scattered phases that are well above the noise and withwaveforms that are comparable to those of PKPdf and PKPbc corephases. We use array analysis techniques to enhance the signalof the scattered phases and consider the possible explanationsfor these observations. We argue that the scattering must originatenear the ICB.

2. Data collection and identification of scatterers

We have collected a high quality dataset of vertical componentbroad-band records of core phases: PKPdf, PKPbc, PKPbc-diff andPKPab (Fig. 1) at IRIS, Orfeus and F-net data centers correspondingto 435 worldwide earthquakes from January 1998 to November2013. We only considered events with depth greater than100 km, to avoid contamination of the core phases with depthphases, and with mb magnitude between 5.1 and 6.8, to avoidsource complexity in the waveforms. Event parameters are fromthe relocated EHB catalog (Engdahl et al., 1998; Bondár andStorchak, 2011), or from the ISC bulletin (International

Seismological Centre, 2012) when EHB parameters are not avail-able. Instrument response is removed and high-pass andlow-pass filters are applied between the frequencies 0.2–0.7 Hzand 1.5–2.6 Hz, respectively. The cut-off and corner frequencieshave been tested and this bandpass filter seems to best highlightthe core phases.

Upon examining the collected waveforms, we identified anenergy arrival about 5–20 s after the PKPbc or PKPbc-diff arrivals(Adam and Romanowicz, 2013) that is not predicted by reference1D Earth models (Fig. 2 and Table 1). In order to further investigatethe origin of this energy, we systematically analyzed our datasetfor events in the south American and Fiji Islands subduction zones,in the north Pacific area, and for one deep event in Spain. Weselected the data for which we detected scattering in the PKPbc(or PKPbc-diff) coda (see Section 4 for more information aboutthe detection of the scattered phases). We mainly focused ourstudy on these subduction zones because of the good geographicaldistribution of earthquakes and available stations, although thescattered phases are also observed in other regions (Fig. 6).

We note that the scattered energy can be individually isolatedin the seismograms (Fig. 2), in contrast to other types of scatteredenergy, such as precursors to PKPdf which appear as a continuumof energy, best modeled using an envelope-based approach (e.gShearer and Earle, 2008). Also, the amplitude of the scattered phasecan sometimes be almost as large as that of the PKPbc and strongerthan that of PKIIKP. We call this scattered phase ‘‘M’’.

3. Array analysis

We used the Phase Weighted Stack (PWS) technique (Schimmeland Paulssen, 1997) on small aperture arrays to enhance the scat-tered signal and better constrain its arrival time and slowness. Wecombined this technique with a beamforming analysis in order todetect the direction of arrival of the signal and determine whetherthe energy propagates along the great-circle path. Stations withineach array were chosen such that the epicentral distance and azi-muth ranges did not exceed 5� and 10� respectively. This was toavoid wave front distortions due to heterogeneities beneath thestations that would reduce the coherency of the signal. The PWSis computed with a time resolution of 0.05 s, slowness resolutionof 0:1s=� and azimuth resolution of 10�.

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Fig. 2. Records of core phases and scattered phases for three events: South-America/China (top), Fiji Islands/Europe (middle) and Philipines/South-America (bottom). Phasesthat interact with the Moho (m) or upper-mantle discontinuities (410 km or 660 km) as predicted by AK135 are indicated with dashed lines.

J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116 105

The procedure for the detection of the M phase in the vespa-grams was as follow. First, we picked all the times and slownessesin the vespagrams that propagate along the great-circle path (orwithin a window of þ=� 10�) and correspond to an energy arrival.Second, considering the depth of the source and the epicentral

distance of the stations, we computed the arrival times and slow-nesses of the phases predicted by the 1D reference Earth modelAK135 (Kennett et al., 1995). Finally, after identifying the phasespredicted by this model, we focused on the remaining energy arri-vals in the time window between the PKPbc and PKPab phases. If

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Table 1Epicentral distance, depth and mb magnitude ranges of the records for which thescatterer arrival times have been measured using the cross-correlation technique.

With scattering Without scattering

Epicentral distance 146.13–175.09� 150.04–175.49�Depth 151.8–678.6 km 153.9–678.6 kmmb 5.4–6.8 5.4–6.8

Table 3Parameters of the arrays used for the PWS and beamforming analysis. See Table 2 formore informations about the earthquakes.

event ID Location Epicentral distance range [�] Azimuth range [�]

1. Italy 156.26–157.67 337.40–341.072. Italy 154.12–155.89 341.90–346.073. Croatia 153.50–155.49 318.70–320.304. East Europe 152.00–158.00 328.08–345.175. Croatia 153.87–155.34 321.21–322.636. East China 153.10–163.80 33.060–42.2307. Greece 153.30–155.00 328.78–333.418. Argentina 155.00–161.00 79.24–85.719. Argentina 152.00–154.00 153.51–159.9910. East China 159.50–164.50 348.39–356.90

East China 157.70–161.80 328.15–336.1511. Italia 157.50–159.10 327.00–333.96

Croatia 152.50–155.50 333.10–338.37Germany 151.00–154.00 342.40–344.28Spain 162.20–166.40 11.66–27.120

106 J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116

more than one unknown arrival was identified, we excluded theseismogram from the dataset. Less than 2% of the seismogramshave been rejected for this reason and we assume that this willnot bias the analysis. We denoted this energy the M phase andpicked its arrival time and slowness.

To perform the PWS and beamforming analysis, we selectedevents for which we identified scattered phases in at least four sta-tions in an array of stations. We completed the record-section withavailable and good-quality seismograms even if no scattering wasdetected in those supplementary seismograms. We assumed thateven if no scattered phase was detected visually, it might still bepresent and be enhanced by stacking.

We applied these techniques to several events located in the FijiIslands, south American and west Pacific subduction zones (seeTable 2 for more information about the events and Table 3 for moreinformation about the arrays). Thanks to the dense coverage ofbroadband stations in Europe and the various broadband arraydeployments considered, we were able to accurately constrainthe back-azimuths and the slownesses of the core phases and scat-tered phases at various locations and in a wide range of epicentraldistances.

3.1. Back-azimuth and slowness

Fig. 3 shows an example of phase weighted stack and beam-forming analysis for the event ID 6 (Tables 2 and 3) in Boliviarecorded at seismic arrays in eastern China (see Fig. 6(C) for earth-quake and station locations). Another example is presented in theSupplementary materials (Figs. 19 and 18). The three core phasesare well identified at 0� back-azimuth i.e along the great-circleplane (Fig. 3(B), (C), and (E)). A coherent phase arriving after

Table 2Parameters (date, coordinates and magnitude) from the ISC-GEM catalog(International Seismological Centre, 2012) of the earthquakes used for the PWS andbeamforming analysis. See Table 3 for more informations about the stations.

ID Location Date Coordinates [�] depth[km]

Mw

1. Fiji Islands 2005-03-3017:41:57

�22.352;�179.651

583.7 5.64

2. Fiji Islands 2006-01-0222:13:41

�19.960;�178.082

588.6 7.17

3. Fiji Islands 2006-06-2702:59:16

�19.889;�178.104

575.0 6.24

4. Fiji Islands 2007-10-1621:05:43

�25.552;179.540

509.2 6.60

5. Fidji Islands 2007-11-1900:52:13

�21.089;�178.686

557.5 6.28

6. SouthBolivia

2008-10-1220:55:41

�20.267;�65.138

351.0 6.18

7. TongaIslands

2008-10-2212:55:57

�18.416;�175.309

234.1 6.37

8. Coast ofJapan

2009-08-0910:55:56

33.138; 138.055 303.4 7.07

9. Philippines 2009-10-0410:58:00

6.674; 123.504 625.0 6.63

10. Argentina 2011-04-1701:58:49

�27.534;�63.287

553.2 5.79

11. Fiji Islands 2011-07-2907:42:23

�23.726;179.791

529.2 6.73

PKPbc is also detected at 0� back-azimuth (see blue circle inFig. 3(D) and supplementary materials for more information).This energy is rather weak and not detectable by eye in every sin-gle record. Individual seismograms might show other energy arri-vals with relatively high amplitude but those do not stackconstructively. Here, we do not consider these arrivals. Indeed,Fig. 3(F) shows that stacking at other times in the PKPbc coda doesnot result in a coherent arrival along the great-circle path. Figs. 22and 23 present results of PWS and beamforming analysis at fivetimes in the coda of the PKPbc and show that no other coherentphase arrives several seconds before or after the M phase. Theyalso present a similar analysis in the coda of the PKPab and showthat there is no coherent arrival in the PKPab coda that would besimilar to the M phase. We tested the significance of the PKPbc,M and PKPab phases and the robustness of the arrival times, slow-nesses and back-azimuths measurements using the bootstrapmethod. Results confirm the significance of the phases and theuse of the PWS method

Fig. 4 shows the results from the PWS and beamforminganalysis for all events and arrays in Tables 2 and 3. The results con-firm that the scattered energy propagates along the great-circleplane and that all the slownesses are consistent along epicentraldistance and are independent of source location and depth. Theslowness of the scattered energy is slightly higher than that ofthe PKPbc phase.

Because the observations are from different source or stationlocations and there is no discrepancy in the array analysis results,the origin of the scattered phases is most likely a global feature.Indeed, if the scattering was due to a localized heterogeneous fea-ture within the Earth, it would not be observed with so much con-sistency at a global scale.

3.2. Polarity

We obtained high signal to noise ratio waveforms of the scatter-ers thanks to the stacking technique. Fig. 5 shows the enhancedsignal of the scatterer for an event in the Fiji Islands, recorded atstations in Spain and for an event in Argentina, recorded at stationsin East China (see event and stations information in Tables 2 and 3for the event ID 11 and 10). Here, the waveform and polarity seemsto be most similar to the waveform of the PKPdf in the first exam-ple and of the PKPbc-diff in the second example. We found that thewaveform and polarity of the M phase is similar to the waveform ofthe PKPdf, or PKPbc-diff when PKPbc-diff’s waveform differs fromthe waveform of the PKPdf. No similarities with the waveform ofthe PKPab has been observed.

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Fig. 3. Record section (A) for an event in South Bolivia that has been recorded at stations in eastern China (see Fig. 6(C) and event ID 6 in Tables 2 and 3). Seismograms arealigned on the hand-picked PKPdf phase arrivals. Predicted arrival times of PKPbc, PKPab and scattered phase from the phase weighted stack (PWS) analysis are marked bycolored dashed lines. The right column shows the results from the PWS and beamforming analysis as slowness vs. back-azimuth at four different times: 0 s (B), 14.59 s (C),26.76 s (D) and 41.07 s (E) that correspond to the PKPdf, PKPbc, M and PKPab arrival times respectively. Energy arrival for each phase is highlighted by a colored circle. (F)Beamforming result for another time in the coda of the PKPbc (21.47 s) where no coherent energy is visible. (For interpretation of the references to color in this figure legend,the reader is referred to the web version of this article.)

J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116 107

4. Arrival-time and amplitude measurements

To obtain travel-time measurements in places where the distri-bution of stations is not suitable for PWS and beamforming analy-sis (incomplete radial or azimuthal coverage of the stations) andimprove the geographical coverage of ray paths for which the M

phase may be observed, we also measured core and M phasetravel-times in individual seismograms. We used thecross-correlation technique and measured relative travel-times ofthe PKPbc, PKPbc-diff, PKPab and M phases with respect to PKPdf.

PKPdf, PKPbc and PKPab predicted arrival times are from AK1351D reference Earth model, corrected for ellipticity. PKPab-PKPdf

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Fig. 4. PWS and beamforming results (slowness as a function of back-azimuth) forevents and stations in Tables 2 and 3. The great-circle direction is at 0� .

108 J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116

differential travel-times are measured by cross-correlating theseismogram with the Hilbert transform of the PKPdf wavelet(Choy and Richards, 1975). When a high amplitude was detectedin the cross-correlation function between the measured PKPbc(or PKPbc-diff) and PKPab arrival times, we assumed it was theM phase and measured PKPdf-M differential travel-times fromthe cross-correlation. The threshold for detection is set to at least1.5 times the average noise amplitude that is measured between3 s after the predicted PKPbc and before the predicted PKPabphases arrivals. Every cross-correlation function and arrival timethus obtained have been manually verified to ensure the quality

Fig. 5. Seismogram stacks at four different slownesses showing the energy arrivals ofsubduction zone, recorded in Spain (top) and an event in Argentina, recorded in East Ch

of the measurements. In some rare cases, we could identify twoor more unknown arrivals between the PKPbc (or PKPbc-diff) andPKPab arrivals. These records were not included in our dataset.Ellipticity and reference Earth travel-time corrections were notapplied to the cross-correlation measurements because these cor-rections are unknown yet for the scattered phase.

We obtained a dataset of 1601 seismograms for which we couldidentify the PKPdf, PKPbc (or PKPbc-diff) and PKPab phases. For69.71% of this dataset, we also identified an M phase in thePKPbc coda, i.e we detected an amplitude in the cross-correlationfunction that is above the threshold. The remaining 30.29% seismo-grams did not show any high amplitude in the cross-correlationfunction meaning, no scattering in the PKPbc or PKPbc-diff coda.As shown in Fig. 6, there is no clear geographical distinctionbetween paths for which these scatterers are observed and pathsfor which they are not or are below the threshold of detection.The identification, or not, of the scattered phase does not dependon the azimuth, epicentral distance, magnitude, depth of the event(Table 1) or the time at which the earthquake occurred (Fig. 21).

Results show consistent arrival times with epicentral distance(Fig. 7(A)), especially considering that we analyzed data from dif-ferent source depths and focal mechanisms. Arrival-times are alsoconsistent with the results of the PWS analysis (Fig. 8). We note agood continuity along epicentral distance between the PKPbc andPKPbc-diff differential travel-times, while the latter can be mea-sured up to 170�. The dispersion in the travel-time measurementsof PKPbc-diff is not larger than for PKPbc. We can however observea wider dispersion in the measurements of the M phase comparedto what is observed for the PKP phases. The energy of the M phasearrives with a slightly larger slowness compared to the slowness ofPKPbc and smaller than that of PKPab, confirming the results of thePWS analysis. Unlike for PKPab, there is no systematic trend with

the phases PKPdf, PKPbc, PKPab and of the scattered phase for an event in the Fijiina (bottom).

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Fig. 6. Rai paths and bottom points (white circles) with (A) or without (B) scatteredphases detected in the PKPbc (or PKPbc-diff) coda. (C) Location of the earthquake(white star) and stations (gray circles) for PWS and beamforming analysis shown inFig. 3. See event ID 6 and stations location in China in Tables 2 and 3. The insetshows a zoom on the station location.

Fig. 7. Relative travel-times of PKPbc, PKPab and the scattered phase with respectto PKPdf as a function of epicentral distance and event depth (A). Amplitude ratiosof PKPbc, PKPab and the scattered phase with respect to PKPdf as a function ofepicentral distance and event depth (B and C) or PKPdf inner core bottoming pointdepth (D). Binned amplitude ratios as a function of epicentral distance (C) areaveraged over sliding windows of 0:5� width and 0:25� step. Binned amplituderatios as a function of PKPdf bottoming point below the ICB (D) are averaged in30 km width windows and 15 km step.

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earthquake depth for either PKPbc or the M phase. All these obser-vations will help to better understand the origin of the scatteredphase.

We measured the amplitude of the core phases and of the scat-tered phase by measuring the maximum peak-to-peak amplitudefor each phase (Fig. 7(B)). Because we compared measurementsfrom different events and stations, we also computed averagedamplitude ratios using sliding windows as a function of epicentraldistance (Fig. 7(C)) and PKPdf bottom point radius (Fig. 7(D)). Wesee that the PKPab/PKPdf amplitude ratio is relatively constant asa function of epicentral distance, whereas the PKPbc/PKPdf ampli-tude ratio decays faster with epicentral distance. PKPbc/PKPdfdecays up to � 161� distance and stabilizes at larger distances.This reflects the fact that the PKPbc phase is not sensitive to thesame structures at short and long distances. Indeed, at short epi-central distances, the PKPbc phase is mostly sensitive to the baseof the outer-core while it starts to sense the ICB at distancesgreater than � 155� i.e. the distance at which PKPbc starts to

diffract at the ICB. At epicentral distances for which PKPbc diffracts,the amplitude of the scattered phase is similar to that of thePKPbc-diff, suggesting that both phases may be sensitive to thesame structure i.e. at and around the ICB.

5. Location of the scatterer

We first analyzed the coda of the PKPdf and PKPab phases tolook for similar scattering as in the PKPbc coda. However, we couldonly identify phase arrivals that are predicted by AK135 and noother coherent arrivals that would be similar to what is observedin the PKPbc and PKPbc-diff coda. The coherent scattering seemsto be only associated with PKPbc and PKPbc-diff phases (Figs. 22and 23). The beamforming results also show a much less focusedenergy concentration in azimuth and slowness at the time ofPKPab than for the M phase (e.g. Figs. 3(B)–(D) and 5 where theenergy of the PKPab stacks in a wide range of slownesses), proba-bly reflecting the interaction of the PKPab with heterogeneities atthe base of the mantle. The character of the M phase is clearlydifferent.

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Fig. 8. Comparison between the predicted travel-times from the PWS analysis(solid lines) and measured travel-times from cross-correlation analysis (coloreddots).

Fig. 9. (A) Travel-times of PKPbc, PKPbc-diff, PKPab, M and PKPbcPmP phases withrespect to PKPdf travel-times as a function of epicentral distance. (B) Lack ofcorrelation between the M and PKPbcPmP travel-times.

5 10 15 20

TimeScatterer − TimePKPbc [s]

10 20 30 40 50 60 70 80

Moho depth [km]

10

20

30

40

50

60

70

80

Moh

o de

pth

[km

]

4 6 8 10 12 14 16 18TimeScatterer − TimePKPbc [s]

Fig. 10. Top: comparison of the distribution of the M-PKPbc travel time anomaliesand Moho depth (Laske et al., 2013). Bottom: lack of correlation between the Mohodepth and M-PKPbc differential travel time.

110 J.M.-C. Adam, B. Romanowicz / Physics of the Earth and Planetary Interiors 245 (2015) 103–116

There are several possible locations for the source of the scat-tered phases. In what follows we successively examine these dif-ferent possibilities.

5.1. Reflection in the crust or upper-mantle on the station side?

We considered the crust and upper-mantle on the station sideas the possible origin of the scattering in the PKPbc coda andsearched for a phase that would arrive approximately at the sametime as the M phase.

The PKPdfPmP, PKPbcPmP and PKPabPmP phases that followthe PKPdf, PKPbc and PKPab phases respectively and reflect atthe earth’s surface and at the Moho on the station side, arrive about10 s after the main phases. We compared the arrival times of thePKPbcPmP phase with those of the observed M phase (Fig. 9),and found that the slowness of the PKPbcPmP phase, while similarto that of PKPbc, does not fit our observations. Moreover, if the Mphase was the PKPbcPmP phase, we would also observe a correla-tion between the delay time between the PKPbc and scatteredphase and the depth of the Moho beneath the station. Fig. 10 showsthat there is no such correlation. The observed scattering in thePKPbc coda is not associated with PKPbcPmP energy. Scatteredphases from deeper upper mantle discontinuities can be ruledout as they would arrive later. The origin of the M phase is there-fore not in the crust or upper-mantle on the station side.

5.2. Reflection in the crust or upper-mantle on the source side?

Because we observed scattering in records from events in differ-ent locations and at various depths above and within the transitionzone (Table 1), we can exclude the upper-mantle on the source sideas a possible origin for the scattering in the PKPbc coda. Indeed, thestructures in the upper-mantle differ from one subduction zone toanother and would not provide coherent signals as observed.Moreover, at each location, the scattering has been observed at sta-tions covering a wide range of azimuths and would therefore besensitive to different structures in different subduction zones. Inaddition, we have also observed scattered phases with the sameconsistent characteristics in the coda of the depth phase pPKPbcfor different source depths (e.g. Fig. 11). This confirms that the

origin of the M phase is unlikely to be in the crust orupper-mantle on the source side.

5.3. Scattering in the lower-mantle, above the CMB?

The core-mantle boundary (CMB) and the D’’ region are knownto be the source of strong heterogeneity and the origin of core

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Fig. 11. Seismogram stacks at three different slownesses showing the energy of the depth phases of the core phases and M phase for an event in Argentina, recorded in EastChina.

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phase precursors (Cleary and Haddon, 1972; Doornbos andHusebye, 1972; Haddon and Cleary, 1974). Haddon and Cleary(1974) and Doornbos (1976) used single-scattering theory to pre-dict the travel-times and slownesses of PKP precursors due to D’’heterogeneities. They compared their measurements to observedPKP precursors and showed good agreement between the predic-tions and the data, although later Hedlin and Shearer (2000)argued that the scattering could be distributed more evenly inthe mantle. Cao and Romanowicz (2007) also used a single scatter-ing approach to locate PKPdf precursors in the lower mantlebeneath Yellowknife array. To investigate scattering in the codaof the PKPbc, we used a similar approach and predicted the scat-tered PKPdf, PKPbc and PKPab phases using single-scattering the-ory in a 1D Earth model with one scatterer located around thedepth of the CMB, under the source or the station. To try to explainthe M phase, scatterers need to be located such that the scatteredray path arrives at the station with a slowness between 0.7 and1:6 s=� in order to be consistent with the PWS results. Fig. 12 pre-sents the predicted arrival times of the scattered PKPdf, PKPbc andPKPab phases and shows that the M-phase cannot originate nearthe CMB, at least within the framework of single scattering theory,which seems appropriate given that the observed M phase appearsas a well isolated phase.

In order to investigate this further, using multiple-scatteringtheory, we modeled velocity structures above the CMB, in the D’’

Fig. 12. Differential travel-times with respect to PKPdf of the data (colored dots) orusing single-scattering theory (colored dots and lines). Travel-times are computedfor scatterers located 400 km above or below the CMB and every 100 km at thesource or station side. The scatterers are located such that the ray arrives at thestation with a ray parameter that is between 0.7 and 1:6 s=� to be consistent withPWS results. (For interpretation of the references to color in this figure legend, thereader is referred to the web version of this article.)

region, and computed synthetic seismograms up to 0.7 Hz in aspherical axi-symetric 2D, anelastic, anisotropic model for acousticwave propagation using the AxiSEM code (Nissen-Meyer et al.,2014). Stations were located every degree in the ½150� � 180�� epi-central distance range. The D’’ region was modeled as a 200, 300 or400 km thick layer above the CMB with velocity perturbationsbetween �5 and +5%. We tested various cases of velocity perturba-tion distribution within the layer and considered a homogeneouslayer of positive or negative perturbations or a random distributionof positive and negative perturbations in a �30 km horizontal andvertical scale-length.

We examined the seismograms resulting from these computa-tions and computed phase weighted stacks in 5� intervals in epi-central distance to enhance the signal. Results may show a littlescattering in the coda of the PKPab but no scattering in the codaof the PKPbc or PKPbc-diff (Fig. 13).

CMB topography at short wavelength or sharp vertical bound-aries, such as expected at ULVZ’s, could be other candidates forsources of the M phase. However, because of the similarities ofthe PKPbc and PKPdf rays in the lower-mantle, if PKPbc was scat-tered at the CMB, then we would expect to observe similar scatter-ing in the coda of PKPdf or PKPab which is not the case (Figs. 3(F),18(F), 22 and 23). Considering all these observations, it is unlikelythat the M phase originates in the vicinity of the CMB.

5.4. Scattering inside the inner-core?

An origin in the inner-core is unlikely because of the long timedelay of the M phase with respect to the PKPdf phase. This wouldrequire that the M phase travel along a very long path in theinner-core or within a very slow velocity anomaly. A slow velocitylayer has been observed in the top �40 km of the inner-core(Stroujkova and Cormier, 2004; Waszek and Deuss, 2011),although the observed �3% P-velocity reduction is not sufficientto explain a 10 to 40 s time lag. Besides, a very slow velocity wouldhave significantly slowed down the PKPdf phase as well.

Furthermore, cylindrical inner-core anisotropy has been pro-posed to explain the anomalous PKP travel-time observations asa function of the angle n i.e. the angle between the Earth’s rotationaxis and the PKPdf path in the inner-core (Poupinet et al., 1983;Morelli et al., 1986; Woodhouse et al., 1986; Creager, 1992;Vinnik et al., 1994). The scattering in the PKPbc coda thus is notlikely related to anisotropy in the inner-core because no relationbetween the scattering arrival times or amplitudes and n have beenidentified. In addition, Tanaka and Hamaguchi (1997), Niu andWen (2001), Deuss et al. (2010), Irving and Deuss (2011) andWaszek and Deuss, 2011 showed hemispherical discrepancies ininner-core velocity structure, anisotropy and attenuation, whereasthere are no hemispherical variations in the scattered phase thatcould point to an origin in the inner-core.

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Fig. 13. Vespagram for PWS of synthetic seismograms in 150–155� epicentral distance range for AK135 reference Earth model (A) and perturbed P-velocity profile in a200 km thick layer above the CMB with �2% velocity perturbation (B). Detected core phases are highlighted with black circles. Black and white crosses in the bottom panelshow the measured travel-times and slownesses.

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5.5. Scattering in the outer-core?

Romanowicz and Bréger (2000) and Romanowicz et al. (2003)suggested that the ‘‘L-shaped’’ distribution of the relativetravel-time anomalies between the PKPbc and PKPdf phases withrespect to n might be due to outer-core structures (e.g. highervelocities within polar caps or within the cylinder tangent to theinner core). If such structures exist, the rapid velocity changes attheir relatively sharp boundaries within the outer-core could beresponsible for the scattering observed in the PKPbc andPKPbc-diff coda. Using the AxiSEM approach, we computed syn-thetic seismograms with perturbed outer-core velocity structuresand tested models of polar caps and tangent cylinder that best fitthe PKPbc-PKPdf travel-time anomalies (Adam and Romanowicz,2014) and analyzed the coda of the core phases. Besidestravel-time delays of the PKP phases, we did not observe scatteringin the PKPbc coda that could explain the observations.

6. Discussion

Having ruled out many of the possible origins for the scatteredM phase, we are led to conclude that the scattering most likelyoccurs in the vicinity of the inner-core boundary. In particular,the observation that the amplitude of the M phase has a similarbehavior to that of the PKPbc-diff phase at large distances(Fig. 7(C) and (D)) indicates that it is interacting similarly withthe ICB. This leads us to consider three possibilities: structureimmediately above the ICB (i.e. in the so-called F-layer),

topography of the ICB (e.g. Cao et al., 2007), or patchy structureat the very top of the inner core (e.g. Krasnoshchekov et al., 2005).

Here, we further consider the first possibility. In the outer-core,right above the inner-core boundary, the F-layer is a layer wherethe P-velocity gradient is shallower than in the rest of the outercore (Souriau and Poupinet, 1991; Song and Helmberger, 1992;Yu and Wen, 2005; Zou et al., 2008), which may result from themelting-freezing mechanisms at the ICB (Alboussière et al., 2010;Monnereau et al., 2010). The interaction between the PKPbc orPKPbc-diff and the F-layer might result in scattering. Souriau andPoupinet (1991), Song and Helmberger (1992) and Zou et al.(2008) observed that the velocity in a �150 km thick layer at thebase of the outer-core may be reduced by up to a few percent.We used these parameters to model the F-layer using theAxiSEM approach. Fig. 14 shows a vespagram predicted for anF-layer model with a thickness of 200 km and a velocity reductionof 2% with respect to AK135. We observed an energy arrival in thevespagram that is after the PKPbc and before the PKPab arrivalsand is not predicted by the reference Earth model AK135.However, the arrival times and slownesses do not match the obser-vations. The average difference between the data and the model is�1.63 s for PKPbc-PKPdf, 7.11 s for M-PKPdf and 0.89 s forPKPab-PKPdf. While the fit for PKPbc and PKPab is relatively good,the fit for the scatterer is poor. Models with a thinner (down to100 km) or thicker (up to 300 km) layer with smaller (down to0.5%), higher (up to 5%) also fail to predict the observations.

In a recent paper, Souriau (2015) suggested the presence of apatch with P-velocity perturbations located a few hundred kilome-ters above the ICB to explain the measured PKPbc residuals. Shedescribed this patch, as a �300 km thick layer with a 0.5%

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Fig. 14. Left: measured relative PKPbc, PKPab and M phase travel-times with respect to PKPdf (dots). Solid colored lines show the predicted relative travel-times for a 200 kmthick F-layer with 2% P-velocity perturbations. Right: perturbed AK135 (red dashed line), AK135 (Kennett et al., 1995) (red solid line) and PREM (Dziewonski and Anderson,1981) (gray solid line) P-velocity models. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)

Fig. 15. Left: measured relative PKPbc, PKPab and M phase travel-times with respect to PKPdf (dots). Solid colored lines show the predicted relative travel-times for aperturbed outer-core P-velocity model (Souriau, 2015). Right: perturbed AK135 (red dashed line), AK135 (Kennett et al., 1995) (red solid line) and PREM (Dziewonski andAnderson, 1981) (gray solid line) P-velocity models. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.)

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P-velocity increase or decrease in the eastern or western hemi-sphere respectively. Although the existence of stratification inthe liquid outer-core is controversial, results from this study mightreinforce the hypothesis of outer-core stratification.

We tested the P-velocity model of the outer-core proposed bySouriau (2015) by computing synthetic seismograms using theAxiSEM approach and searched for energy in the PKPbc andPKPbc-diff coda. Results show almost non-detectable scatteredphases in the coda and travel-time predictions for this scatteringdo not fit the observations (Fig. 15). The average differencebetween the data and the model is 0.62 s for PKPbc-PKPdf, 6.11 sfor M-PKPdf and �0.32 s for PKPab-PKPdf. Travel-times are betterpredicted than for the F-layer model but the fit improvement forthe scattered phase is not significant.

We tested various other models of outer-core stratification andshowed that a �1% increase of P-velocity in a 300 km thick layer,extending down to 50 km above the ICB explain the travel-timeobservations of the M phase (Fig. 16(A)). We identified a distinctenergy arrival in the scattered coda of the stacked seismograms(Fig. 17) that is comparable to that observed, although weaker.Despite the poor prediction of the amplitude of the scattered phase(Fig. 16(B) and (C)), we were able to explain the relative

travel-times with an average difference of 1.01 s for PKPbc-PKPdf,1.89 s for M-PKPdf and �0.66 s for PKPab-PKPdf which is a signif-icant improvement of the fit for the scatterer. Although the fit forthe PKPbc-PKPdf is good, we observed an advance of the absolutearrival times of PKPdf, PKPbc and PKPbc-diff of at most 1.3 s. Aslow velocity layer in the inner core may be require in order tofit both absolute and relative travel-time as well as the scattererrelative travel-times. Also, further adjustments are still necessaryto better explain the amplitude of the M phase.

A structure with an increased gradient starting �400 km abovethe ICB and a relatively thin lower velocity layer at the base of theouter core, as shown in Fig. 16, fits travel-times of the M phasewithout destroying the fits to PKPbc-PKPdf. This indicates thatthe causative structure could be a thin layer of lower than averageP-velocities above the ICB, which in reality might have laterallyvariable thickness, in order to explain the dispersion in the traveltimes of the M phase as well as the variability in its amplitude.However, we cannot at this point completely rule out the possibil-ity that the causative structure is ICB topography, as suggested byTanaka (2005) and Zou et al. (2008). Indeed, a model with ICBtopography of sinusoidal shape with 5 km horizontal and verticalscale-length fits the PKPbc/PKPdf and PKPbc-diff/PKPdf amplitude

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Fig. 16. Left: colored dots show the measured PKPbc, PKPab and M phase relative travel-times (A) and amplitudes (B and C) with respect to PKPdf. Solid colored lines showthe predicted relative travel-times for perturbed outer-core P-velocity model. Right: perturbed AK135 (red dashed line), AK135 (Kennett et al., 1995) (red solid line) andPREM (Dziewonski and Anderson, 1981) (gray solid line) P-velocity models. (For interpretation of the references to color in this figure legend, the reader is referred to the webversion of this article.)

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ratio variation with distance better, however, we do not obtain anyscattering in the coda of these waves that would fit the observa-tions. Because of technical difficulties with fine-tuning the ICBtopography models that can be tested at this point, testing thiskind of model will be addressed in the near future. An heteroge-neous layer with lateral variations or ICB topography may resultin focusing and defocusing effects that could explain the instabilityin the detection of the M phase at nearby stations.

7. Conclusion

In conclusion, we have identified significant arrivals in the codaof the PKPbc and PKPbc-diff phases that appear to be due to singlescattering in the deep earth, and we called the correspondingphase ‘‘M’’. We ruled out a crust or upper mantle origin on thesource and station side, as well as an origin near the core-mantle

boundary. We also ruled out layering in the inner core as a possibleorigin for the M phase. This phase thus appears to originate nearthe ICB or at the base of the outer core. In a future work, we willdocument the PKPbc-diff phase in order to better understand thestructure of the ICB and its role for the generation of the M phase.

We have explored models of structure at the base of the outercore, some of which appear to correctly predict the travel timesof the M phase without destroying the fit to the travel times ofPKPbc-PKPdf. A �300 km thick layer with a larger gradient thanin AK135 over a �50 km lower velocity layer above the ICB (i.e.where velocities are closer to those of AK135) provides a good fitto travel-times. Lateral variations in the thickness of this layer,combined with ICB topography, may help improve the fits to theamplitudes. In future work, we will also explore possible effectsof other types of lateral heterogeneity in the immediate vicinityof the ICB.

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Fig. 17. Vespagram for PWS of synthetic seismograms in 150–155� epicentral distance range for AK135 reference Earth model (A) and perturbed P-velocity profile as inFig. 16(D) (B). Detected core phases and scattered energy are highlighted with black circles. Black and white crosses show the measured travel-times and slownesses. C:stacked seismograms at four slownesses showing the different phases.

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Acknowledgments

The authors would like to thank the anonymous reviewers forhelpful comments on the manuscript. The facilities of the IRISData Management System, Orfeus-EIDA and NEID data centerswere used for access to waveform and metadata used in this study.Numerical computations were performed on the S-CAPAD plat-form, IPGP, France and on the Jade platform, CINES, France.Figures were generated with Generic Mapping Tools (Wesseland Smith, 1995). This study is supported by the ERC advancedgrant WAVETOMO under the ERCs 7th Framework Program(FP7-IDEAS-ERC)

Appendix A. Supplementary data

Supplementary data associated with this article can be found, inthe online version, at http://dx.doi.org/10.1016/j.pepi.2015.06.005.

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