Abstract
The Xiaojiang fault zone (XJF), located at the southeastern margin of the Tibetan plateau, has been frequently struck by destructive earthquakes throughout history. Some studies showed that repeating earthquakes may be used to estimate fault slip rates and even to monitor the pre-slip prior to large asperity. This study focuses on the repeating earthquakes recorded by a high-density seismic array in the northern section of the XJF, a segment ruptured by the 1733 Dongchuan M7.8 earthquake. Using the waveform cross-correlation and relocation techniques, we processed the continuous seismic recordings from seismic stations of the array and confirmed 27 clusters of repeating earthquakes. The repeaters are located in three relatively independent sub-areas, areas A, B, and C. Area A is close to the source areas of the 2014 Ludian Ms6.5 and the 2020 Qiaojia Ms5.0 earthquakes; by analyzing the recurrence intervals of repeating clusters, we found that the Ludian earthquake had an insignificant triggering effect on surrounding events, while the triggering effect from the Qiaojia earthquake was obvious. The clusters in area B were located very close to the northernmost tip of the XJF, which should be associated with an asperity preparing for a large earthquake on the northern XJF. Together with a repeating cluster identified in a previous study and the seismicity pattern revealed by our seismic array, we determined the geometry of the asperity and slip rate, which further helps to estimate a potential Mw7.1 earthquake for the asperity, where no M>7 earthquakes have occurred since the 1733 Dongchuan M7.8 earthquake. The clusters in area C are more like human-induced earthquakes because they are concentrated during the daytime when local people are at work, and, thus, they cannot be used for the study of tectonic deformation. This study clearly indicates that the repeating earthquakes can be triggered by a moderate earthquake nearby and also that repeating earthquakes can be used to estimate fault slip rates and outline locked asperities.
Introduction
The northward thrusting of the Indian plate has led to the uplift of the Tibetan plateau and lateral extrusion of materials (), and GPS observations indicate that the southeastern plateau is moving eastward and simultaneously rotating clockwise around the Eastern Himalaya Syntaxis (). There are complex tectonics and frequent activity of strong earthquakes in the southeastern boundary of the Tibet Plateau (; ). The Xiaojiang fault (XJF) zone, one of the segments of the boundary, has played an important role in regulating regional tectonic movement (). This active fault is connected to the Zemuhe fault at its northern end and extends more than 400 km to the south (). On the basis of field observations, the fault can be divided into three parts: the northern, central, and southern segments. The northern segment has a strike of approximately 335° and is represented by a single fracture, while in the middle segment, the fault begins to separate into two north–south-striking fault strands from Dongchuan (; Figure 1). In history, XJF has produced a number of middle-to-large earthquakes since 1500 (; Zhang et al., 2003; ). For example, the 1733 Dongchuan M7.8 earthquake occurred on the northern XJF, resulting in thousands of casualties (); the 1833 Songming M8 earthquake took place in the middle section of the XJF, which killed more than 6,700 people and injured at least 5,000 people (). During the nearly 300 years that have transpired since the M7.8 event in 1733, no M>7.0 shock has occurred in the northern XJF zone ().
FIGURE 1
Owing to the tectonic significance and the potential seismic hazard, the slip rate of the XJF has been one of the concerns of geo-scientists for recent decades (
The discovery of repeating earthquakes has provided a new technique to detect the deformation, aseismic slip, and stress accumulation in a fault zone (
Additionally, different from conventional surface observation such as GPS, InSAR, and geological investigations, repeating earthquakes are able to facilitate the direct observation of the deep behavior of fault zones (
The repeating earthquakes along the XJF were investigated by
To understand the present deformation characteristics of the northern XJF, we set up a broadband seismic array (Qiaojia array) with around 15 km spacing between stations in 2012 (Figure 1). Since then, the array has been kept in good operation and has recorded more than 20,000 earthquakes. In this study, we have focused on the seismicity of the repeating earthquakes which have occurred since 2012, after which no research works involved repeating earthquakes following
Data and methods
Since March 2012, the Qiaojia array has comprised 26 broadband stations (Figure 1) and has been kept in good operation. The array produced continuous 3-component recordings at a 100 Hz sampling rate. In this study, we processed the continuous recordings from March 2012 to July 2021, during which a total of 26,836 events were recorded, with magnitudes ranging from ML -0.7 to 6.5. Combined with the data recorded from seismic stations of the Zhaotong array and regional network (Figure 1), 22,093 events were successfully relocated using the double-difference location method (
The identification and confirmation of repeating earthquakes usually depend on waveform similarity (
On the basis of the abovementioned works, we selected repeating earthquakes by using the technique of cross-correlation (CC). In this process, we used waveform data recorded from 26 stations of the Qiaojia array. We performed the CC-analysis of all the event signals from the same station, and the event pairs would be identified as repeaters only when the normalized CC value exceeded 0.8. Considering that the P and S phases both are generally included to pass through the CC analysis (
Confirmation of the repeaters
The repeating clusters obtained according to the abovementioned steps still require further quality control. In order to certify the events in the same cluster are real repeaters, we adopted the simplified technique proposed by
In this way, we confirmed 27 multiplets, including a total of 132 events (Figure 2). We checked the CC values among the repeaters in the same cluster and found that all of them are larger than 0.91, and most of them are larger than 0.93. Figure 3 shows a comparison of the complete P and S arrivals at station J07 from cluster R14, which is composed of seven repeaters. The waveforms of all 27 clusters are shown in Supplementary Figures S1–S3.
FIGURE 2

Distribution of the repeaters identified from the seismic recordings since 2012. The red dots indicate the clusters of the repeaters, and the numbers in brackets show the depths. The repeaters in area A seem to be related to the 2014 Ludian Ms6.5 earthquake and the 2020 Qiaojiang Ms5.0 earthquake, the repeaters in area B are likely to be associated with the main part of the northern XJF, and the repeaters in area C are related with human activity very probably. The S29 shows the cluster location of the repeaters from
FIGURE 3

Comparison of the seismic recordings (only vertical components) of cluster R14 recorded at station J07. Each of them was normalized by its maximum amplitude. On the bottom are all the recordings of seven repeating earthquakes overlapped together to show how different they are.
The confirmed repeaters appear to be distributed in three sub-areas, A, B, and C, as shown in Figure 2. The repeaters in area A seem to be related to the 2014 Ludian Ms6.5 earthquake and the 2020 Qiaojia Ms5.0 earthquake, the two clusters in area B could be related to the northern XJF, and those in area C may be associated with the two nearby secondary faults, which, however, are eventually interpreted to be induced by human activity (see Discussion section).
After the confirmation of the repeaters, we estimated the slip rates for repeating earthquakes. The estimation of the slip rate based on repeating earthquakes with magnitudes has been conducted in previous studies (
FIGURE 4

An example to illustrate how to estimate the slip rate using repeating earthquakes. The vertical axis shows the cumulative slip amounts calculated using the repeating earthquakes from cluster R15, and the horizontal axis shows the occurrence dates of the repeating earthquakes. Linearly fitting the cumulative slip values produces the red line. Note: the first event is set at the origin point.
FIGURE 5

Occurrence times of the repeating earthquakes in various clusters. Two discontinuous lines indicate the dates of the 2014 Ludian Ms6.5 earthquake and the 2020 Qiaojia Ms5.0 earthquake.
TABLE 1
| ID | Number | Median source location | ML | Duration (year) | Total slip(mm) | Slip rate(mm/a) | Recurrence interval(year) | ||
|---|---|---|---|---|---|---|---|---|---|
| Lon(deg) | Lat(deg) | Depth(km) | |||||||
| R01 | 5 | 103.1451 | 27.1596 | 6.9 | 0.9–1.9 | 7.59 | 8.5 | — | 0.18–3.26 |
| R02 | 3 | 103.1461 | 27.1656 | 3.9 | 1.3–2.0 | 1.47 | 5.9 | — | 0.29–1.18 |
| R03 | 3 | 103.1448 | 27.1564 | 6.8 | 0.9–1.7 | 2.34 | 2.8 | — | 0.15–2.19 |
| R04 | 3 | 103.1645 | 27.1784 | 6.1 | 0.7–1.2 | 0.07 | 2.5 | — | 0.01–0.06 |
| R05 | 3 | 103.2167 | 27.0808 | 4.3 | 0.5–1.1 | 1.46 | 1.7 | — | 0.00–1.45 |
| R06 | 3 | 103.1623 | 27.1697 | 5.4 | 1.0–1.6 | 5.67 | 3.9 | — | 0.00–5.67 |
| R07 | 3 | 103.0547 | 27.1185 | 3.7 | 0.5–0.6 | 0.19 | 1.5 | — | 0.04–0.14 |
| R08 | 3 | 103.2031 | 27.1218 | 5.8 | 0.6–1.2 | 0.43 | 2.4 | — | 0.09–0.34 |
| R09 | 3 | 103.1678 | 27.1724 | 6.0 | 0.6–1.3 | 5.25 | 2.4 | — | 0.13–5.11 |
| R10 | 4 | 103.2119 | 27.1788 | 5.4 | 0.8–1.5 | 2.59 | 4.6 | — | 0.00–2.59 |
| R11 | 4 | 103.1556 | 27.1753 | 4.7 | 1.0–1.5 | 6.25 | 4.9 | — | 0.00–6.25 |
| R12 | 4 | 103.0558 | 27.1071 | 6.0 | 0.5–1.0 | 3.16 | 2.9 | — | 0.05–2.84 |
| R13 | 5 | 103.1399 | 27.1486 | 6.5 | 1.1–2.0 | 1.52 | 11.2 | — | 0.10–0.98 |
| R14 | 7 | 103.0149 | 26.9126 | 9.2 | 0.8–2.1 | 1.69 | 10.9 | 7.5 ± 1.97 | 0.00–1.43 |
| R15 | 11 | 102.9485 | 26.9609 | 6.4 | 0.5–1.3 | 1.44 | 12.1 | 7.8 ± 0.53 | 0.02–0.54 |
Information on the clusters of repeating earthquakes in areas A and B.
Discussion
Relationship with the 2014 Ludian Ms6.5 and 2020 Ms5.0 Qiaojia earthquakes
On 3 August 2014, an Ms6.5 earthquake occurred in Ludian, a county of Yunnan province, China. The distribution of aftershocks and the finite fault inversion (Zhang et al., 2015) both showed that this was event caused by two branches of conjugate faults, with one branch having a nearly east–west orientation, whereas the other having a nearly north–south orientation, and the major slip took place on the north–south branch and concentrated in a 15 km area, while only a minor slip occurred on the west–east branch. After that, on 18 May 2020, an Ms5.0 earthquake occurred in Qiaojia, ∼20 km west of the 2014 Ludian Ms6.5 earthquake, which was located on an unmapped fault, and the aftershocks indicated a rupture length of ∼5 km (
TABLE 2
| Group | Distance(km) | dt+* | dt-* | Tr*cos | Tr*post | Tr*pre | Average recurrence(year) |
|---|---|---|---|---|---|---|---|
| R01 | 16.88 | 1.25 | 0.47 | 1.72 | 0.09 | — | 1.89 |
| R02 | 17.42 | 0.32 | 0.08 | 0.39 | 1.60 | — | 0.73 |
| R03 | 16.81 | 0.12 | 0.01 | 0.13 | 1.87 | — | 1.17 |
| R10 | 11.79 | 0.52 | 2.47 | 2.99 | — | 0.01 | 0.86 |
| R11 | 17.12 | 2.82 | 0.18 | 3.00 | 0.01 | 0.01 | 2.08 |
| R13 | 17.09 | 0.33 | 0.14 | 0.48 | 0.68 | 0.25 | 0.38 |
Parameters (dt+*, dt-*, Tr*cos, Tr*post, and Tr*pre) of 6 clusters related to the Ludian earthquake.
TABLE 3
| Group | Distance(km) | dt+* | dt-* | Tr*cos | Tr*post | Tr*pre | Average recurrence(year) |
|---|---|---|---|---|---|---|---|
| R01 | 2.74 | 0.19 | 1.71 | 1.90 | 0.28 | 0.09 | 1.89 |
| R04 | 2.01 | 0.53 | 1.15 | 1.69 | 0.31 | — | 0.03 |
| R05 | 12.00 | 0.05 | 1.94 | 1.99 | 0.01 | — | 0.73 |
| R06 | 2.83 | 0.03 | 1.97 | 1.99 | 0.01 | — | 2.83 |
| R07 | 12.91 | 0.53 | 1.00 | 1.53 | — | 0.47 | 0.09 |
| R08 | 7.55 | 0.77 | 0.82 | 1.59 | — | 0.41 | 0.21 |
| R09 | 2.32 | 0.02 | 1.92 | 1.95 | 0.05 | — | 2.62 |
| R11 | 3.35 | 0.04 | 2.96 | 3.00 | 0.001 | 0.01 | 2.08 |
| R12 | 12.44 | 1.11 | 1.58 | 2.69 | — | 0.25 | 1.05 |
Parameters (dt+*, dt-*, Tr*cos, Tr*post, and Tr*pre) of 9 clusters related to the Qiaojia earthquake.
Table 2 and Figure 6A show that five of six repeating clusters within 45 km from the Ludian earthquake are at a distance of ∼17 km. The cluster R10 is 11.8 km away from the Ludian earthquake, and the dt+* and dt-* are 0.5 and 2.5, respectively.
FIGURE 6

Relationship of the dt+*, dt-*, Tr*cos and the distances from the main shock. (A) The parameters dt+*, dt-*, Tr*cos of 6 clusters as a function of distance from the Ludian earthquake. (B) Plot of dt+* versus dt-* for the clusters close to the Ludian earthquake, black filled and open stars indicate the cluster R10 closest to the Ludian earthquake and the other five clusters, respectively. (C) The parameters dt+*, dt-*, Tr*cos of six clusters as a function of distance from the Qiaojia earthquake. (D) Plot of dt+* versus dt-* for the clusters close to the Qiaojia earthquake, black filled and open stars indicate the clusters for the distance range of <5 km and 5–15 km, respectively.
The insignificant triggering effect of the Ludian earthquake on the surrounding repeating clusters may be caused by the following reasons: 1) The epicenter of the Ludian earthquake is at the edge of our study area (Figure 1), leading us to count only the clusters in the western side; 2) The number of the clusters is relatively small (only 6) and few events in each cluster, leading to a higher chance factor in the final statistics; and 3) The clusters are relatively far away from the mainshock and are not located in the direction of the rupture caused by the mainshock, which is not conducive to triggering action.
There are nine repeating clusters within 15 km of the 2020 Qiaojia Ms5.0 earthquake. Calculations show that the pre- and post-seismic recurrence periods for these clusters are 0.40s and 0.11 years, respectively. This suggests that the Qiaojia earthquake significantly shortened the recurrence period of clusters nearby and had a triggering effect on these repeating events. Figure 5 shows that the values of dt-of four clusters (R05, R06, R09, and R11) are all greater than 1 year, but the repeating events occurred immediately after the Qiaojia earthquake, which also indicates an obvious triggering effect. Figure 6C shows that the distributions of dt+* of four in five clusters with a distance < 5 km are below 0.2, and three of them are less than 0.05. However, the distributions of dt+* of three in four clusters with a distance > 5 km are above 0.5. This indicates that the triggering effect on repeaters in the near field is generally greater than that in the far field. Figure 6D shows that the values of dt+* are all smaller than the values of dt-*, combined with the fact that the values of Tr*cos are all greater than 1 (Table 3 and Figure 6C), and we can say that only events relatively late in their respective earthquake cycle get triggered, which is similar to the results of
Implication to the potential seismic risk on the northern XJF
Since the 1733 Dongchuan M7.8 earthquake, no M>7 earthquakes have occurred on the northern XJF, so significant attention has been paid to this section. Based on the recurrence interval and the elapsed time of the historical strong earthquakes,
FIGURE 7

Seismicity in a 3 km-thick zone along the northern XJF. The red crosses indicate the clusters R14 and R15 of repeating earthquakes, while the black dots show the hypocenters of all the relocated events. The green cross denotes cluster S29 of repeating earthquakes identified by
To estimate the magnitude of the potential earthquake on the northern XJF, we defined the locked asperity, as shown in Figure 7, on the basis of the seismic distribution and the seismicity of both the repeaters and others. Based on geodetic observations,
The repeating clusters in the east secondary structure zone
A total of 12 clusters of repeaters are confirmed across the junction area of secondary faults southeastern to the northern XJF (area C in Figure 2). We present the earthquake waveforms of these repeating clusters (R16–R27) in Supplementary Figures S2, S3. Compared with the waveforms of other clusters (Supplementary Figures S1, S2), the waveforms of clusters R01–R15 clearly show both P and S phase arrivals, while waveforms of clusters R16–R27 do not. Also, the vertical initial motions of P waves from clusters R16–R27 are all upward, and this is the characteristic of manual blasting. Previous studies have shown that natural and artificial earthquakes can be identified by spectral analysis (
FIGURE 8

Occurrence times of the seismic events since 2012 in area C. The clusters R16–R27 are marked in various colors. Note: the UTC times plus 8 h are the local times.
Conclusion
By the methods of waveform cross-correlation analysis and precise seismic location, we systematically identified and confirmed the repeating earthquakes from the seismic data recorded by a high-density array from March 2012 to July 2021 in the northern XJF and reached the following conclusions:
1) A total of 27 clusters of repeaters, including 132 events, were identified and confirmed; 13 of the clusters are close to the 2014 Ludian Ms6.5 and the 2020 Qiaojia Ms5.0 earthquakes, and 2 of the clusters were located very close to the northernmost tip of the northern XJF. Furthermore, 12 of the clusters appeared off the main fault of the northern XJF and were judged to be probably caused by human activities (mining explosions). No repeaters were identified on the central part of the northern XJF.
2) Through the analysis of the relationship between the recurrence intervals of the clusters and two mainshocks, we found that the triggering effect on repeaters from the Ludian earthquake is not obvious, while the triggering effect from the Qiaojia earthquake is significant. Also, the results show that the triggering effect on repeaters in the near field is generally greater than that in the far field, and only events relatively late in their respective earthquake cycle get triggered.
3) No repeaters have occurred on the central part of the northern XJF. However, two clusters of the repeaters, confirmed in this study, together with one cluster of repeaters identified in a previous study, delineate a locked asperity. This asperity is capable of producing an Mw7.1 earthquake, as estimated on a basis of the slip rate contributed by the clusters of repeating earthquakes.
4) It is necessary to remove man-made repeaters when using seismicity for tectonic activity studies.
Statements
Data availability statement
The original contributions presented in the study are included in the article/Supplementary Material; further inquiries can be directed to the corresponding author.
Author contributions
YZ carried out data analysis and wrote the manuscript. LX conceptualized the problem and validation and participated in discussions of all aspects of the manuscript. JW and CL relocated the earthquakes. LF participated in the discussion section. ZP was involved in the analysis of the results.
Funding
This research work was supported by the National Natural Science Foundation of China (Project: 41904050 and U2139205), the Special Fund of the Institute of Geophysics, China Earthquake Administration (Grant Number: DQJB19B33) and the Special Fund of the Institute of Earthquake Forecasting, China Earthquake Administration (Grant Number: CEAIEF2022010100).
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Publisher’s note
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors, and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/feart.2022.917635/full#supplementary-material
References
1
AbercrombieR. E. (1996). The magnitude-frequency distribution of earthquakes recorded with deep seismometers at Cajon Pass, southern California. Tectonophysics261, 1–7. 10.1016/0040-1951(96)00052-2
2
AllmannB. P.ShearerP. M.HaukssonE. (2008). Spectral discrimination between quarry blasts and earthquakes in southern California. Bull. Seismol. Soc. Am.98 (4), 2073–2079. 10.1785/0120070215
3
AnooshehpoorA.BruneJ. N. (2001). Quasi-static slip-rate shielding by locked and creeping zones as an explanation for small repeating earthquakes at Parkfield. Bull. Seismol. Soc. Am.91, 401–403. 10.1785/0120000105
4
BeelerN.LocknerD.HickmanS. (2001). A simple stick-slip and creep-slip model for repeating earthquakes and its implication for microearthquakes at Parkfield. Bull. Seismol. Soc. Am.91, 1797–1804. 10.1785/0120000096
5
CattaneoM.CaffagniE.CarannanteS.D'AlemaE. (2014). A catalogue of non-tectonic earthquakes in central-eastern Italy[J]. Ann. Geophys.57 (3), 1. 10.4401/ag-6434
6
ChenK. H.BürgmannR.NadeauR. M. (2010). Triggering effect of M 4-5 earthquakes on the earthquake cycle of repeating events at Parkfield, California. Bull. Seismol. Soc. Am.100 (2), 522–531. 10.1785/0120080369
7
ChenR.LiP. (1988). Slip rates and earthquake recurrence intervals of the western branch of the Xiaojiang Fault Zone. Seismol. Geol.10, 1–13.
8
CrotwellH. P.OwensT. J.RitsemaJ. (1999). The TauP Toolkit: Flexible seismic travel-time and ray-path utilities. Seismol. Res. Lett.70, 154–160. 10.1785/gssrl.70.2.154
9
DengY.PengZ.Liu-ZengJ. (2020). Systematic search for repeating earthquakes along the Haiyuan fault system in northeastern Tibet. J. Geophys. Res. Solid Earth125, e2020JB019583. 10.1029/2020jb019583
10
Department of Earthquake Disaster Prevention and State Seismological Bureau (1995). The catalogue of Chinese historical strong earthquakes. Beijing: Seismological Press, 1–514. (in Chinese).
11
EshelbyJ. D. (1957). The determination of the elastic field of an ellipsoidal inclusion, and related problems[J]. Proc. R. Soc. Lond. Ser. A. Math. Phys. Sci.241 (1226), 376–396.
12
FuZ.JiangC.YinF.ZhangL.ShenX.FangL.et al (2021). Preliminary report on the 18 may 2020 Ms 5.0 Qiaojia earthquake, yunnan, China. Seismol. Res. Lett.92, 2122–2133. 10.1785/0220200233
13
FuZ.XuL.WangY. (2020). Seismic risk on the northern Xiaojiang fault implied by the latest and nearest GPS observations. Pure Appl. Geophys.177, 661–679. 10.1007/s00024-019-02347-5
14
HeH.YasutakaI.SongF.DongX. (2002). Late quaternary slip rate of the Xiaojiang fault and its implication. Seismol. Geol.24, 14–26.
15
IgarashiT. (2020). Catalog of small repeating earthquakes for the Japanese Islands. Earth Planets Space72, 73. 10.1186/s40623-020-01205-2
16
IgarashiT.MatsuzawaT.HasegawaA. (2003). Repeating earthquakes and interplate aseismic slip in the northeastern Japan subduction zone. J. Geophys. Res.108, 1. 10.1029/2002jb001920
17
JinH.GaoY.SuX.FuG. (2019). Contemporary crustal tectonic movement in the southern Sichuan-Yunnan block based on dense GPS observation data. Earth Planet. Phys.3, 53–61. 10.26464/epp2019006
18
KanamoriH.AndersonD. L. (1975). Theoretical basis of some empirical relations in seismology. Bull. Seismol. Soc. Am.65, 1073–1095.
19
KatoN.HirasawaT. (1997). A numerical study on seismic coupling along subduction zones using a laboratory-derived friction law. Phys. Earth Planet. interiors102, 51–68. 10.1016/s0031-9201(96)03264-5
20
LayT.KanamoriH. (1980). Earthquake doublets in the Solomon Islands. Phys. Earth Planet. Interiors21, 283–304. 10.1016/0031-9201(80)90134-x
21
LiJ.BöseM.FengY.YangC. (2021a). Real-time characterization of finite rupture and its implication for earthquake early warning: Application of FinDer to existing and planned stations in southwest China. Front. Earth Sci. (Lausanne).9, 699560. 10.3389/feart.2021.699560
22
LiL.ChenQ.NiuF.HeJ.FuH. (2013). Estimates of deep slip rate along the Xiaojiang fault with repeating microearthquake data. Chin. J. Geophysics- Chin. Ed.56, 3373–3384.
23
LiL.ChenQ.NiuF. (2021b). Repeating microearthquakes and deep deformation along the major faults in the Sichuan-Yunnan region, China. Chin. J. Geophys.64, 4308–4326.
24
LiL.ChenQ.NiuF.SuJ. (2011). Deep slip rates along the Longmen Shan fault zone estimated from repeating microearthquakes. J. Geophys. Res.116, B09310. 10.1029/2011jb008406
25
LiL. (2017). Depth-dependence of post-seismic velocity changes in and near source area of the 2013 M 7.0 Lushan earthquake revealed by S coda of repeating events. Tectonophysics717, 302–310. 10.1016/j.tecto.2017.08.017
26
LiP. (1993). Xianshuihe-Xiaojiang fault zone. Beijing: Seismological Press.
27
LiY.NocquetJ. M.ShanX.JianH. (2021c). Heterogeneous interseismic coupling along the xianshuihe‐Xiaojiang fault system, eastern Tibet. JGR. Solid Earth126 (11), e2020JB021187. 10.1029/2020jb021187
28
MolnarP.TapponnierP. (1975). Cenozoic Tectonics of Asia: Effects of a Continental Collision: Features of recent continental tectonics in Asia can be interpreted as results of the India-Eurasia collision. Science189, 419–426. 10.1126/science.189.4201.419
29
MyhillR.McKenzieD.PriestleyK. (2011). The distribution of earthquake multiplets beneath the southwest Pacific. Earth Planet. Sci. Lett.301, 87–97. 10.1016/j.epsl.2010.10.023
30
NadeauR. M.JohnsonL. R. (1998). Seismological studies at Parkfield VI: Moment release rates and estimates of source parameters for small repeating earthquakes[J]. Bull. Seismol. Soc. Am.88 (3), 790–814.
31
NadeauR. M.McEvillyT. V. (2004). Periodic pulsing of characteristic microearthquakes on the san Andreas fault. Science303 (5655), 220–222. 10.1126/science.1090353
32
NadeauR. M.FoxallW.McEvillyT. (1995). Clustering and periodic recurrence of microearthquakes on the San Andreas fault at Parkfield, California. Science267, 503–507. 10.1126/science.267.5197.503
33
NadeauR. M.McEvillyT. V. (1999). Fault slip rates at depth from recurrence intervals of repeating microearthquakes. Science285, 718–721. 10.1126/science.285.5428.718
34
PengZ.ZhaoP. (2009). Migration of early aftershocks following the 2004 Parkfield earthquake. Nat. Geosci.2, 877–881. 10.1038/ngeo697
35
SammisC. G.RiceJ. R. (2001). Repeating earthquakes as low-stress-drop events at a border between locked and creeping fault patches. Bull. Seismol. Soc. Am.91, 532–537. 10.1785/0120000075
36
SchaffD. P.BerozaG. C. (2004). Coseismic and postseismic velocity changes measured by repeating earthquakes. J. Geophys. Res.109 (B10). 10.1029/2004jb003011
37
SchmittbuhlJ.KarabulutH.LenglinéO.BouchonM. (2016). Long-lasting seismic repeaters in the central basin of the main marmara fault. Geophys. Res. Lett.43, 9527–9534. 10.1002/2016gl070505
38
ShenJ.WangY.SongF. (2003). Characteristics of the active Xiaojiang fault zone in Yunnan. J. Asian Earth Sci.21, 1085–1096.
39
ShenZ.LüJ.WangM.BürgmannR. (2005). Contemporary crustal deformation around the southeast borderland of the Tibetan Plateau. J. Geophys. Res.110 (B11). 10.1029/2004jb003421
40
TurnerR. C.NadeauR. M.BürgmannR. (2013). Aseismic slip and fault interaction from repeating earthquakes in the Loma Prieta aftershock zone. Geophys. Res. Lett.40, 1079–1083. 10.1002/grl.50212
41
UchidaN.BürgmannR. (2019). Repeating earthquakes. Annu. Rev. Earth Planet. Sci.47, 305–332. 10.1146/annurev-earth-053018-060119
42
UchidaN. (2019). Detection of repeating earthquakes and their application in characterizing slow fault slip. Prog. Earth Planet. Sci.6, 40–21. 10.1186/s40645-019-0284-z
43
UchidaN.MatsuzawaT.HasegawaA.IgarashiT. (2003). Interplate quasi-static slip off Sanriku, NE Japan, estimated from repeating earthquakes. Geophys. Res. Lett.30. 10.1029/2003gl017452
44
UrsinoA.LangerH.ScarfìL.Di GraziaG. (2001). Discrimination of quarry blasts from tectonic microearthquakes in the hyblean plateau (southeastern sicily)[J]. Ann. Geophys.44 (4), 703–722.
45
VidaleJ.ElIsworthW.ColeA.MaroneC. (1994). Variations in rupture process with recurrence interval in a repeated small earthquake. Nature368, 624–626. 10.1038/368624a0
46
WaldhauserF.EllsworthW. L.SchaffD. P.ColeA. (2004). Streaks, multiplets, and holes: High-resolution spatio-temporal behavior of Parkfield seismicity. Geophys. Res. Lett.31 (18), L18608. 10.1029/2004gl020649
47
WaldhauserF.EllsworthW. L. (2000). A double-difference earthquake location algorithm: Method and application to the northern Hayward fault, California. Bull. Seismol. Soc. Am.90, 1353–1368. 10.1785/0120000006
48
WangC.ChanW. W.MooneyW. D. (2003). Three-dimensional velocity structure of crust and upper mantle in southwestern China and its tectonic implications. J. Geophys. Res.108, 1. 10.1029/2002jb001973
49
WangE.BurchfielB. C. (2000). Late Cenozoic to Holocene deformation in southwestern Sichuan and adjacent Yunnan, China, and its role in formation of the southeastern part of the Tibetan Plateau. Geol. Soc. Am. Bull.112, 413–423. 10.1130/0016-7606(2000)112<413:lcthdi>2.0.co;2
50
WangY.WangE.ShenZ.WangM.GanW.QiaoX.et al (2008). GPS-constrained inversion of present-day slip rates along major faults of the Sichuan-Yunnan region, China. Sci. China Ser. D-Earth. Sci.51, 1267–1283. 10.1007/s11430-008-0106-4
51
WangY.ZhangX.ZhangJ.YangS.HanL.YanS. (2017). Seismic mountainous geo-hazard investigation of Dongchuan Ms7.8 earthquake in 1733. South-to-North Water Transfers Water Sci. Technol.15, 138–144.
52
WenX.DuF.LongF.FanJ.ZhuH. (2011). Tectonic dynamics and correlation of major earthquake sequences of the Xiaojiang and Qujiang-Shiping fault systems, Yunnan, China. Sci. China Earth Sci.54, 1563–1575. 10.1007/s11430-011-4231-0
53
WenX.MaS.XuX.HeY. (2008). Historical pattern and behavior of earthquake ruptures along the eastern boundary of the Sichuan-Yunnan faulted-block, southwestern China. Phys. Earth Planet. Interiors168, 16–36. 10.1016/j.pepi.2008.04.013
54
XuX.WenX.ZhengR.MaW.SongF.YuG. (2003). Pattern of latest tectonic motion and its dynamics for active blocks in Sichuan-Yunnan region, China. Sci. China Ser. D Earth Sci.46, 210–226.
55
ZhangL.SuJ.WangW.FangL.WuJ. (2022). Deep fault slip characteristics in the Xianshuihe-Anninghe-Daliangshan Fault junction region (eastern Tibet) revealed by repeating micro-earthquakes. J. Asian Earth Sci.227, 105115. 10.1016/j.jseaes.2022.105115
56
ZhangP.DengQ.ZhangG.MaJ.GanW.MinW.et al (2003). Active tectonic blocks and strong earthquakes in the continent of China. Sci. China Ser. D Earth Sci.46, 13–24.
57
ZhangY.YuntaiC.XuL.WeiX.JinM.ZhangS. (2015). The 2014 Mw6.1 ludian, yunnan, earthquake: A complex conjugated ruptured earthquake. Chin. J. Geophys.58, 153–162.
58
ZhuA.ZhangD.JiangC. (2016). Numerical simulation of the segmentation of the stress state of the Anninghe-Zemuhe-Xiaojiang faults. Sci. China Earth Sci.59, 384–396. 10.1007/s11430-015-5157-8
59
ZhuangR.LiJ.ChenG.LiC. (2019). The Quaternary activity characteristics of the Huize-Zhehai fault in the Northeast area of Yunnan. Recent Dev. World Seismol.7, 17–22.
Summary
Keywords
repeating earthquakes, asperity, Xiaojiang fault, seismic risk, slip rate
Citation
Zhou Y, Xu L, Wu J, Li C, Fang L and Pan Z (2022) Seismicity of the repeating earthquake clusters in the northern Xiaojiang fault zone and its implications. Front. Earth Sci. 10:917635. doi: 10.3389/feart.2022.917635
Received
11 April 2022
Accepted
11 August 2022
Published
01 September 2022
Volume
10 - 2022
Edited by
Andrea Cannata, University of Catania, Italy
Reviewed by
Tim Greenfield, University of Cambridge, United Kingdom
Wei Peng, National Taiwan Normal University, Taiwan
Updates

Check for updates
Copyright
© 2022 Zhou, Xu, Wu, Li, Fang and Pan.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Lisheng Xu, xuls@cea-igp.ac.cn
This article was submitted to Solid Earth Geophysics, a section of the journal Frontiers in Earth Science
Disclaimer
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.