Small earthquake moment magnitude and implications for frequency–magnitude scaling of injection induced earthquakes of the Raton Basin
DOI:
https://doi.org/10.26443/seismica.v5i1.1959Abstract
Accurate estimation of earthquake source parameters—such as moment magnitudes, corner frequencies, and stress drops—is essential for improving seismic hazard assessments and understanding earthquake physics. In this study, moment magnitudes (MW) are calculated for 31,581 earthquakes associated with wastewater injection in the Raton Basin (located along the border between northern New Mexico and southern Colorado) between 2016 and 2024 using radiative transfer theory to fit coda decay envelopes. Our results show that it is feasible to estimate moment magnitudes down to MW ~1 with coda envelopes from a small local monitoring network. Significant differences were found between MW and local magnitudes (ML) for small earthquakes (M < 3.0). A linear relationship was optimized to convert ML to MW: MW = 0.7ML + 0.96 and MW = 0.73 ML + 0.99 (for the events reported by the U.S. Geological Survey), which can be applied in future studies of Raton Basin seismicity. We find that b-values calculated employing different methods and using ML are approximately 1.0, while those using MWrange from 1.2 to 1.4. A larger estimate of the b-value could influence interpretations of the statistical behavior of earthquakes associated with injection and consequently seismic hazard assessments based on a magnitude–frequency distribution. The potential differences between local versus moment magnitude-based earthquake statistics should be considered in other seismically active regions.
References
Abercrombie, R. E. (1995). Earthquake source scaling relationships from -1 to 5 ML using seismograms recorded at 2.5-km depth. Journal of Geophysical Research: Solid Earth, 100(B12), 24015–24036. https://doi.org/10.1029/95jb02397 DOI: https://doi.org/10.1029/95JB02397
Aki, K. (1965). Maximum likelihood estimate of b in the formula log N= a-bM and its confidence limits. Bull. Earthquake Res. Inst., Tokyo Univ., 43, 237–239.
Alvizuri, C., & Tape, C. (2016). Full moment tensors for small events (MW< 3) at Uturuncu volcano, Bolivia. Geophysical Journal International, 206(3), 1761–1783. https://doi.org/10.1093/gji/ggw247 DOI: https://doi.org/10.1093/gji/ggw247
Amorese, D. (2007). Applying a Change-Point Detection Method on Frequency-Magnitude Distributions. Bulletin of the Seismological Society of America, 97(5), 1742–1749. https://doi.org/10.1785/0120060181 DOI: https://doi.org/10.1785/0120060181
Andrews, D. J. (2013). Objective Determination of Source Parameters and Similarity of Earthquakes of Different Size. In Earthquake Source Mechanics (pp. 259–267). American Geophysical Union. https://doi.org/10.1029/gm037p0259 DOI: https://doi.org/10.1029/GM037p0259
Archuleta, R. J., Cranswick, E., Mueller, C., & Spudich, P. (1982). Source parameters of the 1980 Mammoth Lakes, California, earthquake sequence. Journal of Geophysical Research: Solid Earth, 87(B6), 4595–4607. https://doi.org/10.1029/jb087ib06p04595 DOI: https://doi.org/10.1029/JB087iB06p04595
Bachmann, C. E., Wiemer, S., Goertz‐Allmann, B. P., & Woessner, J. (2012). Influence of pore‐pressure on the event‐size distribution of induced earthquakes. Geophysical Research Letters, 39(9). https://doi.org/10.1029/2012gl051480 DOI: https://doi.org/10.1029/2012GL051480
Bakun, W. H. (1984). Seismic moments, local magnitudes, and coda-duration magnitudes for earthquakes in central California. Bulletin of the Seismological Society of America, 74(2), 439–458. https://doi.org/10.1785/bssa0740020439 DOI: https://doi.org/10.1785/BSSA0740020439
Bakun, W. H., & Joyner, W. B. (1984). The ML scale in central California. Bulletin of the Seismological Society of America, 74(5), 1827–1843. https://doi.org/10.1785/bssa0740051827 DOI: https://doi.org/10.1785/BSSA0740051827
Baltay, A., Abercrombie, R., Chu, S., & Taira, T. (2024). The SCEC/USGS Community Stress Drop Validation Study Using the 2019 Ridgecrest Earthquake Sequence. Seismica, 3(1). https://doi.org/10.26443/seismica.v3i1.1009 DOI: https://doi.org/10.26443/seismica.v3i1.1009
Baltay, A., & Abercrombie, R. E. (2025). Seismic Moment and Local Magnitude Scales in Ridgecrest, California, from the SCEC/USGS Community Stress Drop Validation Study. Bulletin of the Seismological Society of America, 115(3), 1279–1293. https://doi.org/10.1785/0120240162 DOI: https://doi.org/10.1785/0120240162
Barnhart, W. D., Benz, H. M., Hayes, G. P., Rubinstein, J. L., & Bergman, E. (2014). Seismological and geodetic constraints on the 2011 Mw 5.3 Trinidad, Colorado earthquake and induced deformation in the Raton Basin. Journal of Geophysical Research: Solid Earth, 119(10), 7923–7933. https://doi.org/10.1002/2014jb011227 DOI: https://doi.org/10.1002/2014JB011227
Barno, J. (2017). LLNL/coda-calibration-tool. [Computer Software] https://doi.org/10.11578/dc.20180306.1. https://doi.org/10.11578/dc.20180306.1
Bender, B. (1983). Maximum likelihood estimation of b values for magnitude grouped data. Bulletin of the Seismological Society of America, 73(3), 831–851. https://doi.org/10.1785/bssa0730030831 DOI: https://doi.org/10.1785/BSSA0730030831
Benz, H. M., McMahon, N. D., Aster, R. C., McNamara, D. E., & Harris, D. B. (2015). Hundreds of Earthquakes per Day: The 2014 Guthrie, Oklahoma, Earthquake Sequence. Seismological Research Letters, 86(5), 1318–1325. https://doi.org/10.1785/0220150019 DOI: https://doi.org/10.1785/0220150019
Ben-Zion, Y. (2001). On quantification of the earthquake source. Seismological Research Letters, 72(2), 151–152. DOI: https://doi.org/10.1785/gssrl.72.2.151
Ben-Zion, Y., & Zhu, L. (2002). Potency-magnitude scaling relations for southern California earthquakes with 1.0 https://doi.org/10.1046/j.1365-246x.2002.01637.x DOI: https://doi.org/10.1046/j.1365-246X.2002.01637.x
Bethmann, F., Deichmann, N., & Mai, P. M. (2011). Scaling Relations of Local Magnitude versus Moment Magnitude for Sequences of Similar Earthquakes in Switzerland. Bulletin of the Seismological Society of America, 101(2), 515–534. https://doi.org/10.1785/0120100179 DOI: https://doi.org/10.1785/0120100179
Beyreuther, M., Barsch, R., Krischer, L., Megies, T., Behr, Y., & Wassermann, J. (2010). ObsPy: A Python toolbox for seismology. Seismological Research Letters, 81(3), 530–533. https://doi.org/10.1785/gssrl.81.3.530 DOI: https://doi.org/10.1785/gssrl.81.3.530
Bindi, D., Zaccarelli, R., & Kotha, S. R. (2020). Local and Moment Magnitude Analysis in the Ridgecrest Region, California: Impact on Interevent Ground-Motion Variability. Bulletin of the Seismological Society of America, 111(1), 339–355. https://doi.org/10.1785/0120200227 DOI: https://doi.org/10.1785/0120200227
Cao, A., & Gao, S. S. (2002). Temporal variation of seismic b‐values beneath northeastern Japan island arc. Geophysical Research Letters, 29(9). https://doi.org/10.1029/2001gl013775 DOI: https://doi.org/10.1029/2001GL013775
Castellaro, S., & Bormann, P. (2007). Performance of Different Regression Procedures on the Magnitude Conversion Problem. Bulletin of the Seismological Society of America, 97(4), 1167–1175. https://doi.org/10.1785/0120060102 DOI: https://doi.org/10.1785/0120060102
Castellaro, S., Mulargia, F., & Kagan, Y. Y. (2006). Regression problems for magnitudes. Geophysical Journal International, 165(3), 913–930. https://doi.org/10.1111/j.1365-246x.2006.02955.x DOI: https://doi.org/10.1111/j.1365-246X.2006.02955.x
Castro, R., Anderson, J., & Singh, S. (1990). Site response, attenuation and source spectra of S waves along the Guerrero, Mexico, subduction zone. Bulletin of the Seismological Society of America, 80(6A), 1481–1503.
Chovanová, Z., & Kristek, J. (2018). A Local Magnitude Scale for Slovakia, Central Europe. Bulletin of the Seismological Society of America, 108(5A), 2756–2763. https://doi.org/10.1785/0120180059 DOI: https://doi.org/10.1785/0120180059
Cochran, E. S., Baltay, A., Chu, S., Abercrombie, R. E., Bindi, D., Chen, X., Parker, G. A., Pennington, C., Shearer, P. M., & Trugman, D. T. (2024). SCEC/USGS Community Stress-Drop Validation Study: How Spectral Fitting Approaches Influence Measured Source Parameters. Bulletin of the Seismological Society of America, 115(3), 760–776. https://doi.org/10.1785/0120240140 DOI: https://doi.org/10.1785/0120240140
Cochran, E. S., Rubinstein, J. L., Barbour, A. J., & Kaven, J. O. (2024). Induced Seismicity Strategic Vision (USGS Circular No. 1509; p. 39). U.S. Geological Survey. https://doi.org/10.3133/cir1509 DOI: https://doi.org/10.3133/cir1509
Cochran, E. S., Skoumal, R. J., McPhillips, D., Ross, Z. E., & Keranen, K. M. (2020). Activation of optimally and unfavourably oriented faults in a uniform local stress field during the 2011 Prague, Oklahoma, sequence. Geophysical Journal International, 222(1), 153–168. https://doi.org/10.1093/gji/ggaa153 DOI: https://doi.org/10.1093/gji/ggaa153
Cochran, E. S., Wickham-Piotrowski, A., Kemna, K. B., Harrington, R. M., Dougherty, S. L., & Peña Castro, A. F. (2020). Minimal Clustering of Injection-Induced Earthquakes Observed with a Large-n Seismic Array. Bulletin of the Seismological Society of America, 110(5), 2005–2017. https://doi.org/10.1785/0120200101 DOI: https://doi.org/10.1785/0120200101
Dahm, T., Kühn, D., Cesca, S., Isken, M., & Heimann, S. (2024). Earthquake Moment Magnitudes from Peak Ground Displacements and Synthetic Green’s Functions. Seismica, 3(2). https://doi.org/10.26443/seismica.v3i2.1205 DOI: https://doi.org/10.26443/seismica.v3i2.1205
Daniel, G. (2014). Bias in magnitude for earthquakes with unknown focal mechanism. Geophysical Prospecting, 62(4), 848–861. https://doi.org/10.1111/1365-2478.12142 DOI: https://doi.org/10.1111/1365-2478.12142
Deichmann, N. (2006). Local Magnitude, a Moment Revisited. Bulletin of the Seismological Society of America, 96(4A), 1267–1277. https://doi.org/10.1785/0120050115 DOI: https://doi.org/10.1785/0120050115
Deichmann, N. (2017). Theoretical basis for the observed break in ML/MW scaling between small and large earthquakes. Bulletin of the Seismological Society of America, 107(2), 505–520. https://doi.org/10.1785/0120160318 DOI: https://doi.org/10.1785/0120160318
Di Bona, M. (2016). A Local Magnitude Scale for Crustal Earthquakes in Italy. Bulletin of the Seismological Society of America, 106(1), 242–258. https://doi.org/10.1785/0120150155 DOI: https://doi.org/10.1785/0120150155
Dost, B., Edwards, B., & Bommer, J. J. (2018). The relationship between M and ML: A review and application to induced seismicity in the Groningen Gas Field, The Netherlands. Seismological Research Letters, 89(3), 1062–1074. https://doi.org/10.1785/02201700247 DOI: https://doi.org/10.1785/02201700247
Dreger, D. S. (2003). 85.11 TDMT_INV: Time domain seismic moment tensor INVersion. In International Handbook of Earthquake and Engineering Seismology, Part B (Vol. 81, p. 1627). Academic Press. https://doi.org/10.1016/S0074-6142(03)80290-5 DOI: https://doi.org/10.1016/S0074-6142(03)80290-5
Edwards, B., Allmann, B., Fäh, D., & Clinton, J. (2010). Automatic computation of moment magnitudes for small earthquakes and the scaling of local to moment magnitude. Geophysical Journal International, 183(1), 407–420. https://doi.org/10.1111/j.1365-246x.2010.04743.x DOI: https://doi.org/10.1111/j.1365-246X.2010.04743.x
Eken, T. (2019). Moment magnitude estimates for central Anatolian earthquakes using coda waves. Solid Earth, 10(3), 713–723. https://doi.org/10.5194/se-10-713-2019 DOI: https://doi.org/10.5194/se-10-713-2019
El-Isa, Z. H. (2013). Continuous-cyclic variations in the b-value of the earthquake frequency-magnitude distribution. Earthquake Science, 26(5), 301–320. https://doi.org/10.1007/s11589-013-0037-9 DOI: https://doi.org/10.1007/s11589-013-0037-9
El-Isa, Z. H., & Eaton, D. W. (2014). Spatiotemporal variations in the b-value of earthquake magnitude–frequency distributions: Classification and causes. Tectonophysics, 615–616, 1–11. https://doi.org/10.1016/j.tecto.2013.12.001 DOI: https://doi.org/10.1016/j.tecto.2013.12.001
Ellsworth, W. L. (2013). Injection-Induced Earthquakes. Science, 341(6142). https://doi.org/10.1126/science.1225942 DOI: https://doi.org/10.1126/science.1225942
Eulenfeld, T., Dahm, T., Heimann, S., & Wegler, U. (2021). Fast and Robust Earthquake Source Spectra and Moment Magnitudes from Envelope Inversion. Bulletin of the Seismological Society of America, 112(2), 878–893. https://doi.org/10.1785/0120210200 DOI: https://doi.org/10.1785/0120210200
Eulenfeld, T., Hillers, G., Vuorinen, T. A. T., & Wegler, U. (2023). Induced Earthquake Source Parameters, Attenuation, and Site Effects From Waveform Envelopes in the Fennoscandian Shield. Journal of Geophysical Research: Solid Earth, 128(4). https://doi.org/10.1029/2022jb025162 DOI: https://doi.org/10.1029/2022JB025162
Eulenfeld, T., & Wegler, U. (2016). Measurement of intrinsic and scattering attenuation of shear waves in two sedimentary basins and comparison to crystalline sites in Germany. Geophysical Journal International, 205(2), 744–757. https://doi.org/10.1093/gji/ggw035 DOI: https://doi.org/10.1093/gji/ggw035
Eulenfeld, T., & Wegler, U. (2017). Crustal intrinsic and scattering attenuation of high‐frequency shear waves in the contiguous United States. Journal of Geophysical Research: Solid Earth, 122(6), 4676–4690. https://doi.org/10.1002/2017jb014038 DOI: https://doi.org/10.1002/2017JB014038
Frohlich, C., & Davis, S. D. (1993). Teleseismic b values; Or, much ado about 1.0. Journal of Geophysical Research: Solid Earth, 98(B1), 631–644. https://doi.org/10.1029/92jb01891 DOI: https://doi.org/10.1029/92JB01891
Gable, S. L., & Huang, Y. (2024). New Estimates of Magnitude-Frequency Distribution and b-Value Using Relative Magnitudes for the 2011 Prague, Oklahoma Earthquake Sequence. Journal of Geophysical Research: Solid Earth, 129(1), e2023JB026455. https://doi.org/10.1029/2023JB026455 DOI: https://doi.org/10.1029/2023JB026455
Geffers, G.-M., Main, I. G., & Naylor, M. (2022). Biases in estimating b-values from small earthquake catalogues: how high are high b-values? Geophysical Journal International, 229(3), 1840–1855. https://doi.org/10.1093/gji/ggac028 DOI: https://doi.org/10.1093/gji/ggac028
Glasgow, M. E., Schmandt, B., Wang, R., Zhang, M., Bilek, S. L., & Kiser, E. (2021). Raton Basin induced seismicity is hosted by networks of short basement faults and mimics tectonic earthquake statistics. Journal of Geophysical Research: Solid Earth, 126(11), e2021JB022839. https://doi.org/10.1029/2021JB022839 DOI: https://doi.org/10.1029/2021JB022839
Godano, C. (2017). A new method for the estimation of the completeness magnitude. Physics of the Earth and Planetary Interiors, 263, 7–11. https://doi.org/10.1016/j.pepi.2016.12.003 DOI: https://doi.org/10.1016/j.pepi.2016.12.003
Godano, C., Petrillo, G., & Lippiello, E. (2024). Evaluating the incompleteness magnitude using an unbiased estimate of the b value. Geophysical Journal International, 236(2), 994–1001. https://doi.org/10.1093/gji/ggad466 DOI: https://doi.org/10.1093/gji/ggad466
Godano, C., Tramelli, A., Petrillo, G., & Convertito, V. (2024). Testing the Predictive Power of b Value for Italian Seismicity. Seismica, 3(1). https://doi.org/10.26443/seismica.v3i1.1084 DOI: https://doi.org/10.26443/seismica.v3i1.1084
Goebel, T. H. W., Schorlemmer, D., Becker, T. W., Dresen, G., & Sammis, C. G. (2013). Acoustic emissions document stress changes over many seismic cycles in stick‐slip experiments. Geophysical Research Letters, 40(10), 2049–2054. https://doi.org/10.1002/grl.50507 DOI: https://doi.org/10.1002/grl.50507
Gong, J., Fan, W., & Parnell‐Turner, R. (2023). Machine learning-based new earthquake catalog illuminates on-fault and off-fault seismicity patterns at the Discovery Transform Fault, East Pacific Rise. Geochemistry, Geophysics, Geosystems, 24(9). https://doi.org/10.1029/2023gc011043 DOI: https://doi.org/10.1029/2023GC011043
Gutenberg, B., & Richter, C. F. (1956). Earthquake magnitude, intensity, energy, and acceleration (Second paper). Bulletin of the Seismological Society of America, 46(2), 105–145. https://doi.org/10.1785/bssa0460020105 DOI: https://doi.org/10.1785/BSSA0460020105
Hanks, T. C., & Boore, D. M. (1984). Moment‐magnitude relations in theory and practice. Journal of Geophysical Research: Solid Earth, 89(B7), 6229–6235. https://doi.org/10.1029/jb089ib07p06229 DOI: https://doi.org/10.1029/JB089iB07p06229
Hanks, T. C., & Kanamori, H. (1979). A moment magnitude scale. Journal of Geophysical Research: Solid Earth, 84(B5), 2348–2350. https://doi.org/10.1029/jb084ib05p02348 DOI: https://doi.org/10.1029/JB084iB05p02348
Hannemann, K., Eulenfeld, T., Krüger, F., & Dahm, T. (2020). Seismic scattering and absorption of oceanic lithospheric S waves in the Eastern North Atlantic. https://doi.org/10.5194/egusphere-egu2020-5790 DOI: https://doi.org/10.5194/egusphere-egu2020-5790
Harris, C. R., Millman, K. J., Van Der Walt, S. J., Gommers, R., Virtanen, P., Cournapeau, D., Wieser, E., Taylor, J., Berg, S., Smith, N. J., & others. (2020). Array programming with NumPy. Nature, 585(7825), 357–362. DOI: https://doi.org/10.1038/s41586-020-2649-2
Heimann, S., Isken, M., Kühn, D., Sudhaus, H., Steinberg, A., Daout, S., Cesca, S., Bathke, H., & Dahm, T. (2018). Grond: A probabilistic earthquake source inversion framework, V1.0. GFZ Data Services. https://doi.org/10.5880/GFZ.2.1.2018.003
Hill, R. G., Weingarten, M., Langenbruch, C., & Fialko, Y. (2024). Mitigation and optimization of induced seismicity using physics-based forecasting. Journal of Geophysical Research: Solid Earth, 129(11). https://doi.org/10.1029/2024jb028759 DOI: https://doi.org/10.1029/2024JB028759
Holt, J., Whidden, K. M., Koper, K. D., Pankow, K. L., Mayeda, K., Pechmann, J. C., Edwards, B., Gök, R., & Walter, W. R. (2021). Toward robust and routine determination of Mw for small earthquakes: Application to the 2020 Mw 5.7 Magna, Utah, seismic sequence. Seismological Research Letters, 92(2A), 725–740. https://doi.org/10.1785/0220200320 DOI: https://doi.org/10.1785/0220200320
Hunter, J. D. (2007). Matplotlib: A 2D Graphics Environment. Computing in Science & Engineering, 9(3), 90–95. https://doi.org/10.1109/mcse.2007.55 DOI: https://doi.org/10.1109/MCSE.2007.55
Hutton, L. K., & Boore, D. M. (1987). The ML scale in southern California. Bulletin of the Seismological Society of America, 77(6), 2074–2094. https://doi.org/10.1785/bssa0770062074 DOI: https://doi.org/10.1785/BSSA0770062074
Ibáñez, J. M., De Angelis, S., Díaz-Moreno, A., Hernández, P., Alguacil, G., Posadas, A., & Pérez, N. (2012). Insights into the 2011-2012 submarine eruption off the coast of El Hierro (Canary Islands, Spain) from statistical analyses of earthquake activity. Geophysical Journal International, 191(2), 659–670. https://doi.org/10.1111/j.1365-246x.2012.05629.x DOI: https://doi.org/10.1111/j.1365-246X.2012.05629.x
Ichinose, G. A., Anderson, J. G., Smith, K. D., & Zeng, Y. (2003). Source Parameters of Eastern California and Western Nevada Earthquakes from Regional Moment Tensor Inversion. Bulletin of the Seismological Society of America, 93(1), 61–84. https://doi.org/10.1785/0120020063 DOI: https://doi.org/10.1785/0120020063
Izgi, G., Eken, T., Gaebler, P., Eulenfeld, T., & Taymaz, T. (2020). Crustal seismic attenuation parameters in the western region of the North Anatolian Fault Zone. Journal of Geodynamics, 134, 101694. https://doi.org/10.1016/j.jog.2020.101694 DOI: https://doi.org/10.1016/j.jog.2020.101694
Jamalreyhani, M., Wang, R., Schmandt, B., Felipe Peña Castro, A., & Glasgow, M. E. (2025). Evidence for Fluid Pressurization of Fault Zones and Persistent Sensitivity to Injection Rate Beneath the Raton Basin. Geophysical Research Letters, 52(13). https://doi.org/10.1029/2025gl114675 DOI: https://doi.org/10.1029/2025GL114675
Jost, M. L., Büßelberg, T., Jost, Ö., & Harjes, H.-P. (1998). Source parameters of injection-induced microearthquakes at 9 km depth at the KTB Deep Drilling site, Germany. Bulletin of the Seismological Society of America, 88(3), 815–832. https://doi.org/10.1785/bssa0880030815 DOI: https://doi.org/10.1785/BSSA0880030815
Joyner, W. B., Boore, D. M., & Porcella, R. L. (1981). Peak horizontal acceleration and velocity from strong motion records including records from the 1979 Imperial Valley, California, earthquake (Techreport Open-File Report 81-365; p. 46). U.S. Geological Survey. https://doi.org/10.3133/ofr81365 DOI: https://doi.org/10.3133/ofr81365
Kagan, Y. Y., & Jackson, D. D. (1991). Long-Term Earthquake Clustering. Geophysical Journal International, 104(1), 117–134. https://doi.org/10.1111/j.1365-246x.1991.tb02498.x DOI: https://doi.org/10.1111/j.1365-246X.1991.tb02498.x
Kemna, K. B., Peña Castro, A. F., Harrington, R. M., & Cochran, E. S. (2020). Using a large-n seismic array to explore the robustness of spectral estimations. Geophysical Research Letters, 47(21). https://doi.org/10.1029/2020gl089342 DOI: https://doi.org/10.1029/2020GL089342
Kemna, K. B., Verdecchia, A., & Harrington, R. M. (2021). Spatio-temporal evolution of earthquake static stress drop values in the 2016–2017 central Italy seismic sequence. Journal of Geophysical Research: Solid Earth, 126(11). https://doi.org/10.1029/2021jb022566 DOI: https://doi.org/10.1029/2021JB022566
Kim, S. K., & Park, M. A. (2005). The Local Magnitude Scale in the Korean Peninsula. Pure and Applied Geophysics, 162(5), 875–889. https://doi.org/10.1007/s00024-004-2646-7 DOI: https://doi.org/10.1007/s00024-004-2646-7
Kozłowska, M., Brudzinski, M. R., Friberg, P., Skoumal, R. J., Baxter, N. D., & Currie, B. S. (2018). Maturity of nearby faults influences seismic hazard from hydraulic fracturing. Proceedings of the National Academy of Sciences, 115(8). https://doi.org/10.1073/pnas.1715284115 DOI: https://doi.org/10.1073/pnas.1715284115
Kwiatek, G., Goebel, T. H. W., & Dresen, G. (2014). Seismic moment tensor and b value variations over successive seismic cycles in laboratory stick‐slip experiments. Geophysical Research Letters, 41(16), 5838–5846. https://doi.org/10.1002/2014gl060159 DOI: https://doi.org/10.1002/2014GL060159
Kwiatek, G., Martínez‐Garzón, P., Dresen, G., Bohnhoff, M., Sone, H., & Hartline, C. (2015). Effects of long‐term fluid injection on induced seismicity parameters and maximum magnitude in northwestern part of The Geysers geothermal field. Journal of Geophysical Research: Solid Earth, 120(10), 7085–7101. https://doi.org/10.1002/2015jb012362 DOI: https://doi.org/10.1002/2015JB012362
Kwiatek, G., Plenkers, K., Nakatani, M., Yabe, Y., & Dresen, G. (2010). Frequency-Magnitude Characteristics Down to Magnitude -4.4 for Induced Seismicity Recorded at Mponeng Gold Mine, South Africa. Bulletin of the Seismological Society of America, 100(3), 1165–1173. https://doi.org/10.1785/0120090277 DOI: https://doi.org/10.1785/0120090277
Kwiatek, G., Saarno, T., Ader, T., Bluemle, F., Bohnhoff, M., Chendorain, M., Dresen, G., Heikkinen, P., Kukkonen, I., Leary, P., Leonhardt, M., Malin, P., Martínez-Garzón, P., Passmore, K., Passmore, P., Valenzuela, S., & Wollin, C. (2019). Controlling fluid-induced seismicity during a 6.1-km-deep geothermal stimulation in Finland. Science Advances, 5(5). https://doi.org/10.1126/sciadv.aav7224 DOI: https://doi.org/10.1126/sciadv.aav7224
Langenbruch, C., Weingarten, M., & Zoback, M. D. (2018). Physics-based forecasting of man-made earthquake hazards in Oklahoma and Kansas. Nature Communications, 9(1). https://doi.org/10.1038/s41467-018-06167-4 DOI: https://doi.org/10.1038/s41467-018-06167-4
Langenbruch, C., & Zoback, M. D. (2016). How will induced seismicity in Oklahoma respond to decreased saltwater injection rates? Science Advances, 2(11), e1601542. https://doi.org/10.1126/sciadv.1601542 DOI: https://doi.org/10.1126/sciadv.1601542
Lei, X., Huang, D., Su, J., Jiang, G., Wang, X., Wang, H., Guo, X., & Fu, H. (2017). Fault reactivation and earthquakes with magnitudes of up to Mw4.7 induced by shale-gas hydraulic fracturing in Sichuan Basin, China. Scientific Reports, 7(1). https://doi.org/10.1038/s41598-017-08557-y DOI: https://doi.org/10.1038/s41598-017-08557-y
Lei, X., Wang, Z., & Su, J. (2019). Possible link between long-term and short-term water injections and earthquakes in salt mine and shale gas site in Changning, south Sichuan Basin, China. Earth and Planetary Physics, 3(6), 510–525. https://doi.org/10.26464/epp2019052 DOI: https://doi.org/10.26464/epp2019052
Li, L., & Luo, G. (2024). Can we obtain reliable seismic b-values for real-time catalogues? Geophysical Journal International, 237(3), 1554–1566. DOI: https://doi.org/10.1093/gji/ggae124
Li, L., Luo, G., & Liu, M. (2023). The K- M Slope: A Potential Supplement for b-Value. Seismological Research Letters. https://doi.org/10.1785/0220220268 DOI: https://doi.org/10.1785/0220220268
Lippiello, E., & Petrillo, G. (2024). b-more-incomplete and b-more positive: Insights on a robust estimator of magnitude distribution. Journal of Geophysical Research: Solid Earth, 129(2), e2023JB027849. https://doi.org/10.1029/2023JB027849 DOI: https://doi.org/10.1029/2023JB027849
Liu, M., Li, H., Li, L., Zhang, M., & Wang, W. (2022). Multistage Nucleation of the 2021 Yangbi MS 6.4 Earthquake, Yunnan, China and Its Foreshocks. Journal of Geophysical Research: Solid Earth, 127(5). https://doi.org/10.1029/2022jb024091 DOI: https://doi.org/10.1029/2022JB024091
Lombardi, A. M. (2021). A normalized distance test for co-determining the completeness magnitude and b-value of earthquake catalogs. Journal of Geophysical Research: Solid Earth, 126(3). https://doi.org/10.1029/2020jb021242 DOI: https://doi.org/10.1029/2020JB021242
Malagnini, L., & Munafò, I. (2018). On the Relationship between ML and Mw in a Broad Range: An Example from the Apennines, Italy. Bulletin of the Seismological Society of America. https://doi.org/10.1785/0120170303 DOI: https://doi.org/10.1785/0120170303
Marzocchi, W., Spassiani, I., Stallone, A., & Taroni, M. (2019). How to be fooled searching for significant variations of the b-value. Geophysical Journal International, 220(3), 1845–1856. https://doi.org/10.1093/gji/ggz541 DOI: https://doi.org/10.1093/gji/ggz541
Matsumoto, S., Iio, Y., Sakai, S., & Kato, A. (2024). Strength dependency of frequency–magnitude distribution in earthquakes and implications for stress state criticality. Nature Communications, 15(1). https://doi.org/10.1038/s41467-024-49422-7 DOI: https://doi.org/10.1038/s41467-024-49422-7
Mayeda, K., Bindi, D., Roman-Nieves, J., Morasca, P., Dreger, D., Ji, C., Taira, T., Archuleta, R., Walter, W. R., & Barno, J. (2024). Source-Scaling Comparison and Validation for Ridgecrest, California: Radiated Energy, Apparent Stress, and Mw Using the Coda Calibration Tool (2.6 < MW < 7.1). Bulletin of the Seismological Society of America, 115(3), 890–907. https://doi.org/10.1785/0120240143 DOI: https://doi.org/10.1785/0120240143
Mayeda, K., Hofstetter, A., O’Boyle, J. L., & Walter, W. R. (2003). Stable and Transportable Regional Magnitudes Based on Coda-Derived Moment-Rate Spectra. Bulletin of the Seismological Society of America, 93(1), 224–239. https://doi.org/10.1785/0120020020 DOI: https://doi.org/10.1785/0120020020
Mayeda, K., & Walter, W. R. (1996). Moment, energy, stress drop, and source spectra of western United States earthquakes from regional coda envelopes. Journal of Geophysical Research: Solid Earth, 101(B5), 11195–11208. https://doi.org/10.1029/96jb00112 DOI: https://doi.org/10.1029/96JB00112
McMahon, N. D., Aster, R. C., Yeck, W. L., McNamara, D. E., & Benz, H. M. (2017). Spatiotemporal evolution of the 2011 Prague, Oklahoma, aftershock sequence revealed using subspace detection and relocation. Geophysical Research Letters, 44(14), 7149–7158. https://doi.org/10.1002/2017gl072944 DOI: https://doi.org/10.1002/2017GL072944
Mignan, A., & Woessner, J. (2012). Estimating the magnitude of completeness for earthquake catalogs. Community Online Resource for Statistical Seismicity Analysis, 1–45.
Morasca, P., Bindi, D., Mayeda, K., Roman-Nieves, J., Barno, J., Walter, W. R., & Spallarossa, D. (2022). Source scaling comparison and validation in central Italy: Data intensive direct Swaves versus the sparse data coda envelope methodology. Geophysical Journal International, 231(3), 1573–1590. https://doi.org/10.1093/gji/ggac268 DOI: https://doi.org/10.1093/gji/ggac268
Morasca, P., D’Amico, M., Spallarossa, D., Bindi, D., Picozzi, M., Oth, A., & Pacor, F. (2025). GITpy: A Python Implementation of the Generalized Inversion Technique. Seismological Research Letters, 96(6), 3866–3879. https://doi.org/10.1785/0220250042 DOI: https://doi.org/10.1785/0220250042
Moratto, L., Saraò, A., & Priolo, E. (2017). Moment magnitude (MW) estimation of weak seismicity in northeastern Italy. Seismological Research Letters, 88(6), 1455–1464. https://doi.org/10.1785/0220170063 DOI: https://doi.org/10.1785/0220170063
Mousavi, S. M., Ellsworth, W. L., Zhu, W., Chuang, L. Y., & Beroza, G. C. (2020). Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking. Nature Communications, 11(1). https://doi.org/10.1038/s41467-020-17591-w DOI: https://doi.org/10.1038/s41467-020-17591-w
Mousavi, S. M., Ogwari, P. O., Horton, S. P., & Langston, C. A. (2017). Spatio-temporal evolution of frequency-magnitude distribution and seismogenic index during initiation of induced seismicity at Guy-Greenbrier, Arkansas. Physics of the Earth and Planetary Interiors, 267, 53–66. https://doi.org/10.1016/j.pepi.2017.04.005 DOI: https://doi.org/10.1016/j.pepi.2017.04.005
Munafò, I., Malagnini, L., & Chiaraluce, L. (2016). On the relationship between MW and ML for small earthquakes. Bulletin of the Seismological Society of America, 106(5), 2402–2408. https://doi.org/10.1785/0120160130 DOI: https://doi.org/10.1785/0120160130
Nakai, J. S., Weingarten, M., Sheehan, A. F., Bilek, S. L., & Ge, S. (2017). A Possible Causative Mechanism of Raton Basin, New Mexico and Colorado Earthquakes Using Recent Seismicity Patterns and Pore Pressure Modeling. Journal of Geophysical Research: Solid Earth, 122(10), 8051–8065. https://doi.org/10.1002/2017jb014415 DOI: https://doi.org/10.1002/2017JB014415
Ogata, Y. (1988). Statistical Models for Earthquake Occurrences and Residual Analysis for Point Processes. Journal of the American Statistical Association, 83(401), 9–27. https://doi.org/10.1080/01621459.1988.10478560 DOI: https://doi.org/10.1080/01621459.1988.10478560
Ogata, Y., & Katsura, K. (1993). Analysis of temporal and spatial heterogeneity of magnitude frequency distribution inferred from earthquake catalogues. Geophysical Journal International, 113(3), 727–738. https://doi.org/10.1111/j.1365-246x.1993.tb04663.x DOI: https://doi.org/10.1111/j.1365-246X.1993.tb04663.x
Ottemoller, L., & Sargeant, S. (2013). A local magnitude scale ML for the United Kingdom. Bulletin of the Seismological Society of America, 103(5), 2884–2893. https://doi.org/10.1785/0120130085 DOI: https://doi.org/10.1785/0120130085
Paasschens, J. C. J. (1997). Solution of the time-dependent Boltzmann equation. Physical Review E, 56(1), 1135–1141. https://doi.org/10.1103/physreve.56.1135 DOI: https://doi.org/10.1103/PhysRevE.56.1135
Pang, G., Koper, K. D., Mesimeri, M., Pankow, K. L., Baker, B., Farrell, J., Holt, J., Hale, J. M., Roberson, P., Burlacu, R., & others. (2020). Seismic analysis of the 2020 Magna, Utah, earthquake sequence: Evidence for a listric Wasatch fault. Geophysical Research Letters, 47(18), e2020GL089798. DOI: https://doi.org/10.1029/2020GL089798
Patton, A. M., Pennington, C. N., Walter, W. R., & Trugman, D. T. (2025). Exploring Uncertainty in Moment Estimation for Small Earthquakes in Southern Nevada Using the Coda Envelope Method. Bulletin of the Seismological Society of America, 115(3), 1308–1317. https://doi.org/10.1785/0120240120 DOI: https://doi.org/10.1785/0120240120
Petersen, M. D., Mueller, C. S., Moschetti, M. P., Hoover, S. M., Rukstales, K. S., McNamara, D. E., Williams, R. A., Shumway, A. M., Powers, P. M., Earle, P. S., Llenos, A. L., Michael, A. J., Rubinstein, J. L., Norbeck, J. H., & Cochran, E. S. (2018). 2018 one-year seismic hazard forecast for the central and eastern United States from induced and natural earthquakes. Seismological Research Letters, 89(3), 1049–1061. https://doi.org/10.1785/0220180005 DOI: https://doi.org/10.1785/0220180005
Petersen, M. D., Mueller, C. S., Moschetti, M. P., Hoover, S. M., Shumway, A. M., McNamara, D. E., Williams, R. A., Llenos, A. L., Ellsworth, W. L., Michael, A. J., Rubinstein, J. L., McGarr, A. F., & Rukstales, K. S. (2017). 2017 one-year seismic-hazard forecast for the central and eastern United States from induced and natural earthquakes. Seismological Research Letters, 88(3), 772–783. https://doi.org/10.1785/0220170005 DOI: https://doi.org/10.1785/0220170005
Pezzo, G., Billi, A., Carminati, E., Conti, A., De Gori, P., Devoti, R., Lucente, F. P., Palano, M., Petracchini, L., Serpelloni, E., Tavani, S., & Chiarabba, C. (2023). Seismic source identification of the 9 November 2022 Mw 5.5 offshore Adriatic sea (Italy) earthquake from GNSS data and aftershock relocation. Scientific Reports, 13(1). https://doi.org/10.1038/s41598-023-38150-5 DOI: https://doi.org/10.1038/s41598-023-38150-5
Prieto, G. A., Shearer, P. M., Vernon, F. L., & Kilb, D. (2004). Earthquake source scaling and self‐similarity estimation from stacking P and S spectra. Journal of Geophysical Research: Solid Earth, 109(B8). https://doi.org/10.1029/2004jb003084 DOI: https://doi.org/10.1029/2004JB003084
Richter, C. F. (1935). An instrumental earthquake magnitude scale. Bulletin of the Seismological Society of America, 25(1), 1–32. https://doi.org/10.1785/bssa0250010001 DOI: https://doi.org/10.1785/BSSA0250010001
Ross, Z. E., Ben-Zion, Y., White, M. C., & Vernon, F. L. (2016). Analysis of earthquake body wave spectra for potency and magnitude values: implications for magnitude scaling relations. Geophysical Journal International, 207(2), 1158–1164. https://doi.org/10.1093/gji/ggw327 DOI: https://doi.org/10.1093/gji/ggw327
Rubinstein, J. L., Ellsworth, W. L., & Dougherty, S. L. (2018). The 2013–2016 induced earthquakes in Harper and Sumner Counties, southern Kansas. Bulletin of the Seismological Society of America, 108(2), 674–689. https://doi.org/10.1785/0120170209 DOI: https://doi.org/10.1785/0120170209
Rubinstein, J. L., Ellsworth, W. L., McGarr, A., & Benz, H. M. (2014). The 2001–present induced earthquake sequence in the Raton Basin of northern New Mexico and southern Colorado. Bulletin of the Seismological Society of America, 104(5), 2162–2181. https://doi.org/10.1785/0120140009 DOI: https://doi.org/10.1785/0120140009
Sandri, L., & Marzocchi, W. (2007). A technical note on the bias in the estimation of the b-value and its uncertainty through the Least Squares technique. Annals of Geophysics, 50(3). https://doi.org/10.4401/ag-4432 DOI: https://doi.org/10.4401/ag-4432
Satriano, C. (2022). SourceSpec – Earthquake source parameters from P- or S-wave displacement spectra. Zenodo. https://doi.org/10.5281/ZENODO.3688587
Scherbaum, F. (1990). Combined inversion for the three‐dimensional Q structure and source parameters using microearthquake spectra. Journal of Geophysical Research: Solid Earth, 95(B8), 12423–12438. https://doi.org/10.1029/jb095ib08p12423 DOI: https://doi.org/10.1029/JB095iB08p12423
Schorlemmer, D., Wiemer, S., & Wyss, M. (2005). Variations in earthquake-size distribution across different stress regimes. Nature, 437(7058), 539–542. https://doi.org/10.1038/nature04094 DOI: https://doi.org/10.1038/nature04094
Sens-Schönfelder, C., & Wegler, U. (2006). Radiative transfer theory for estimation of the seismic moment. Geophysical Journal International, 167(3), 1363–1372. https://doi.org/10.1111/j.1365-246x.2006.03139.x DOI: https://doi.org/10.1111/j.1365-246X.2006.03139.x
Shearer, P. M. (2019). Introduction to Seismology. Cambridge University Press. https://doi.org/10.1017/9781316877111 DOI: https://doi.org/10.1017/9781316877111
Shelly, D. R., Ellsworth, W. L., & Hill, D. P. (2016). Fluid‐faulting evolution in high definition: Connecting fault structure and frequency‐magnitude variations during the 2014 Long Valley Caldera, California, earthquake swarm. Journal of Geophysical Research: Solid Earth, 121(3), 1776–1795. https://doi.org/10.1002/2015jb012719 DOI: https://doi.org/10.1002/2015JB012719
Shelly, D. R., Mayeda, K., Barno, J., Whidden, K. M., Moschetti, M. P., Llenos, A. L., Rubinstein, J. L., Yeck, W. L., Earle, P. S., Gök, R., & Walter, W. R. (2021). A big problem for small earthquakes: Benchmarking routine magnitudes and conversion relationships with coda envelope-derived MW in southern Kansas and northern Oklahoma. Bulletin of the Seismological Society of America, 112(1), 210–225. https://doi.org/10.1785/0120210115 DOI: https://doi.org/10.1785/0120210115
Shi, Y., & Bolt, B. A. (1982). The standard error of the magnitude-frequency b value. Bulletin of the Seismological Society of America, 72(5), 1677–1687. https://doi.org/10.1785/bssa0720051677 DOI: https://doi.org/10.1785/BSSA0720051677
Shible, H., Hollender, F., Bindi, D., Traversa, P., Oth, A., Edwards, B., Klin, P., Kawase, H., Grendas, I., Castro, R. R., Theodoulidis, N., & Gueguen, P. (2022). GITEC: A Generalized Inversion Technique Benchmark. Bulletin of the Seismological Society of America, 112(2), 850–877. https://doi.org/10.1785/0120210242 DOI: https://doi.org/10.1785/0120210242
Skoumal, R. J., Brudzinski, M. R., Currie, B. S., & Ries, R. (2019). Temporal patterns of induced seismicity in Oklahoma revealed from multi-station template matching. Journal of Seismology, 24(5), 921–935. https://doi.org/10.1007/s10950-019-09864-9 DOI: https://doi.org/10.1007/s10950-019-09864-9
Spassiani, I., Taroni, M., Murru, M., & Falcone, G. (2023). Real time Gutenberg–Richter b-value estimation for an ongoing seismic sequence: An application to the 2022 marche offshore earthquake sequence (ML 5.7 central Italy). Geophysical Journal International, 234(2), 1326–1331. https://doi.org/10.1093/gji/ggad134 DOI: https://doi.org/10.1093/gji/ggad134
Stokes, S. M., Ge, S., Brown, M. R. M., Menezes, E. A., Sheehan, A. F., & Tiampo, K. F. (2023). Pore Pressure Diffusion and Onset of Induced Seismicity. Journal of Geophysical Research: Solid Earth, 128(3). https://doi.org/10.1029/2022jb026012 DOI: https://doi.org/10.1029/2022JB026012
Tan, Y. J., Waldhauser, F., Ellsworth, W. L., Zhang, M., Zhu, W., Michele, M., Chiaraluce, L., Beroza, G. C., & Segou, M. (2021). Machine-learning-based high-resolution earthquake catalog reveals how complex fault structures were activated during the 2016–2017 central Italy sequence. The Seismic Record, 1(1), 11–19. https://doi.org/10.1785/0320210001 DOI: https://doi.org/10.1785/0320210001
Taroni, M. (2023). Estimating the Magnitude of Completeness of Earthquake Catalogs Using a Simple Random Variable Transformation. The Seismic Record, 3(3), 194–199. https://doi.org/10.1785/0320230017 DOI: https://doi.org/10.1785/0320230017
Taroni, M., & Akinci, A. (2020). Good practices in PSHA: declustering, b-value estimation, foreshocks and aftershocks inclusion; a case study in Italy. Geophysical Journal International, 224(2), 1174–1187. https://doi.org/10.1093/gji/ggaa462 DOI: https://doi.org/10.1093/gji/ggaa462
Teng, G., & Baker, J. W. (2019). Seismicity declustering and hazard analysis of the Oklahoma–Kansas region. Bulletin of the Seismological Society of America, 109(6), 2356–2366. https://doi.org/10.1785/0120190111 DOI: https://doi.org/10.1785/0120190111
Thapa, N., Dresen, G., & Goebel, T. H. W. (2025). Does b-value increase with pore-pressure?: Insights from laboratory experiments and induced seismicity. Geophysical Research Letters, 52(11), e2025GL115740. DOI: https://doi.org/10.1029/2025GL115740
The pandas development team. (2020). pandas-dev/pandas: Pandas (v3.0.0). Zenodo. https://doi.org/10.5281/zenodo.3509134
Tian, D., Uieda, L., Leong, W. J., Schlitzer, W., Fröhlich, Y., Grund, M., Jones, M., Toney, L., Yao, J., Magen, Y., Tong, J.-H., Materna, K., Belem, A., Newton, T., Anant, A., Ziebarth, M., Quinn, J., & Wessel, P. (2023). PyGMT: A Python interface for the Generic Mapping Tools. Zenodo. https://doi.org/10.5281/ZENODO.8303186
Trugman, D. T. (2020). Stress-Drop and Source Scaling of the 2019 Ridgecrest, California, Earthquake Sequence. Bulletin of the Seismological Society of America, 110(4), 1859–1871. https://doi.org/10.1785/0120200009 DOI: https://doi.org/10.1785/0120200009
Trugman, D. T., & Ben-Zion, Y. (2024). Potency–magnitude scaling relations and a unified earthquake catalog for the Western United States. The Seismic Record, 4(3), 223–230. https://doi.org/10.1785/0320240022 DOI: https://doi.org/10.1785/0320240022
U.S. Geological Survey Earthquake Hazards Program. (2025). Advanced National Seismic System (ANSS) Comprehensive Catalog of Earthquake Events and Products. https://earthquake.usgs.gov/earthquakes/search/
Utsu, T. (1966). A Statistical Significance Test of the Difference in b-value between Two Earthquake Groups. Journal of Physics of the Earth, 14(2), 37–40. https://doi.org/10.4294/jpe1952.14.37 DOI: https://doi.org/10.4294/jpe1952.14.37
Valensise, G., Console, R., Carluccio, R., & Vannoli, P. (2024). Seismotectonics-Driven Estimation of b-Value: Implications for Seismic Hazard Assessment. Seismological Research Letters, 95(6), 3192–3206. https://doi.org/10.1785/0220240030 DOI: https://doi.org/10.1785/0220240030
van der Elst, N. J. (2021). B-positive: A robust estimator of aftershock magnitude distribution in transiently incomplete catalogs. Journal of Geophysical Research: Solid Earth, 126(2). https://doi.org/10.1029/2020jb021027 DOI: https://doi.org/10.1029/2020JB021027
Verdon, J. P., & Bommer, J. J. (2020). Green, yellow, red, or out of the blue? An assessment of Traffic Light Schemes to mitigate the impact of hydraulic fracturing-induced seismicity. Journal of Seismology, 25(1), 301–326. https://doi.org/10.1007/s10950-020-09966-9 DOI: https://doi.org/10.1007/s10950-020-09966-9
Wald, D. J., Quitoriano, V., Worden, C. B., Hopper, M., & Dewey, J. W. (2012). USGS “Did You Feel It?” Internet-based macroseismic intensity maps. Annals of Geophysics, 54(6). https://doi.org/10.4401/ag-5354 DOI: https://doi.org/10.4401/ag-5354
Waldhauser, F., & Ellsworth, W. L. (2000). A double-difference earthquake location algorithm: Method and application to the northern Hayward fault, California. Bulletin of the Seismological Society of America, 90(6), 1353–1368. DOI: https://doi.org/10.1785/0120000006
Walter, W. R., Yoo, S., Mayeda, K., & Gök, R. (2017). Earthquake stress via event ratio levels: Application to the 2011 and 2016 Oklahoma seismic sequences. Geophysical Research Letters, 44(7), 3147–3155. https://doi.org/10.1002/2016gl072348 DOI: https://doi.org/10.1002/2016GL072348
Wang, B., Harrington, R. M., Liu, Y., Kao, H., & Yu, H. (2020). A Study on the Largest Hydraulic-Fracturing-Induced Earthquake in Canada: Observations and Static Stress-Drop Estimation. Bulletin of the Seismological Society of America, 110(5), 2283–2294. https://doi.org/10.1785/0120190261 DOI: https://doi.org/10.1785/0120190261
Wang, R., Schmandt, B., Zhang, M., Glasgow, M. E., Kiser, E., Rysanek, S., & Stairs, R. K. (2020). Injection‐induced earthquakes on complex fault zones of the Raton Basin illuminated by machine‐learning phase picker and dense nodal array. Geophysical Research Letters, 47(14), e2020GL088168. https://doi.org/10.1029/2020GL088168 DOI: https://doi.org/10.1029/2020GL088168
Wang, X., Li, J., Feng, A., & Sornette, D. (2025). Estimating magnitude completeness in earthquake catalogs: A comparative study of catalog-based methods. Journal of Geophysical Research: Solid Earth, 130(9). https://doi.org/10.1029/2025jb031441 DOI: https://doi.org/10.1029/2025JB031441
Warren‐Smith, E., Chamberlain, C. J., Lamb, S., & Townend, J. (2017). High-precision analysis of an aftershock sequence using matched-filter detection: The 4 May 2015 ML 6 Wanaka earthquake, Southern Alps, New Zealand. Seismological Research Letters, 88(4), 1065–1077. https://doi.org/10.1785/0220170016 DOI: https://doi.org/10.1785/0220170016
Wessel, P., Luis, J. F., Uieda, L., Scharroo, R., Wobbe, F., Smith, W. H. F., & Tian, D. (2019). The Generic Mapping Tools Version 6. Geochemistry, Geophysics, Geosystems, 20(11), 5556–5564. https://doi.org/10.1029/2019gc008515 DOI: https://doi.org/10.1029/2019GC008515
Wiemer, S., & Wyss, M. (2000). Minimum Magnitude of Completeness in Earthquake Catalogs: Examples from Alaska, the Western United States, and Japan. Bulletin of the Seismological Society of America, 90(4), 859–869. https://doi.org/10.1785/0119990114 DOI: https://doi.org/10.1785/0119990114
Wiens, D. A. (2001). Seismological constraints on the mechanism of deep earthquakes: temperature dependence of deep earthquake source properties. Physics of the Earth and Planetary Interiors, 127(1–4), 145–163. https://doi.org/10.1016/s0031-9201(01)00225-4 DOI: https://doi.org/10.1016/S0031-9201(01)00225-4
Woessner, J., & Wiemer, S. (2005). Assessing the Quality of Earthquake Catalogues: Estimating the Magnitude of Completeness and Its Uncertainty. Bulletin of the Seismological Society of America, 95(2), 684–698. https://doi.org/10.1785/0120040007 DOI: https://doi.org/10.1785/0120040007
Yenier, E. (2017). A Local Magnitude Relation for Earthquakes in the Western Canada Sedimentary Basin. Bulletin of the Seismological Society of America, 107(3), 1421–1431. https://doi.org/10.1785/0120160275 DOI: https://doi.org/10.1785/0120160275
Zaliapin, I., & Ben‐Zion, Y. (2013a). Earthquake clusters in southern California I: Identification and stability. Journal of Geophysical Research: Solid Earth, 118(6), 2847–2864. https://doi.org/10.1002/jgrb.50179 DOI: https://doi.org/10.1002/jgrb.50179
Zaliapin, I., & Ben‐Zion, Y. (2013b). Earthquake clusters in southern California II: Classification and relation to physical properties of the crust. Journal of Geophysical Research: Solid Earth, 118(6), 2865–2877. https://doi.org/10.1002/jgrb.50178 DOI: https://doi.org/10.1002/jgrb.50178
Zhang, M., Ellsworth, W. L., & Beroza, G. C. (2019). Rapid Earthquake Association and Location. Seismological Research Letters, 90(6), 2276–2284. https://doi.org/10.1785/0220190052 DOI: https://doi.org/10.1785/0220190052
Zhang, M., Liu, M., Feng, T., Wang, R., & Zhu, W. (2022). LOC-FLOW: An End-to-End Machine Learning-Based High-Precision Earthquake Location Workflow. Seismological Research Letters, 93(5), 2426–2438. https://doi.org/10.1785/0220220019 DOI: https://doi.org/10.1785/0220220019
Zhou, Y., Zhou, S., & Zhuang, J. (2018). A test on methods for MC estimation based on earthquake catalog. Earth and Planetary Physics, 2(2), 150–162. DOI: https://doi.org/10.26464/epp2018015
Zhu, W., & Beroza, G. C. (2018). PhaseNet: A deep-neural-network-based seismic arrival-time picking method. Geophysical Journal International. https://doi.org/10.1093/gji/ggy423 DOI: https://doi.org/10.1093/gji/ggy423
Zhu, W., Hou, A. B., Yang, R., Datta, A., Mousavi, S. M., Ellsworth, W. L., & Beroza, G. C. (2022). QuakeFlow: a scalable machine-learning-based earthquake monitoring workflow with cloud computing. Geophysical Journal International, 232(1), 684–693. https://doi.org/10.1093/gji/ggac355 DOI: https://doi.org/10.1093/gji/ggac355
Downloads
Additional Files
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Andres Felipe Peña Castro, Brandon Schmandt, Margaret Glasgow, Mohammadreza Jamalreyhani, Ruijia Wang, Elizabeth Cochran

This work is licensed under a Creative Commons Attribution 4.0 International License.
Funding data
-
U.S. Geological Survey
Grant numbers USGS EHP Grant G24AP00218

