Cross-References EARTHQUAKE, FORESHOCKS Synonyms Definition Introduction Characteristics of Foreshocks

Total Page:16

File Type:pdf, Size:1020Kb

Cross-References EARTHQUAKE, FORESHOCKS Synonyms Definition Introduction Characteristics of Foreshocks EARTHQUAKE, FORESHOCKS 199 moment rate functions. Journal of Geophysical Research, 104, 863–894. EARTHQUAKE, FORESHOCKS Bridgman, P. W., 1945. Polymorphic transition and geological phe- nomenon. American Journal of Science, 243A,90–97. Mian Liu Dziewonski, A. M., Chou, A.-T., and Woodhouse, J. H., 1981. Department of Geological Sciences, University of Determination of earthquake source parameters from waveform data for studies of global and regional seismicity. Journal of Missouri, Columbia, MO, USA Geophysical Research, 86, 2825–2852. Ekström, G., 1994. Anomalous earthquakes on volcano ring- Synonyms fault structures. Earth and Planetary Science Letters, 128, Preshocks 707–712. Frohlich, C., and Apperson, K. D., 1992. Earthquake focal mecha- nisms, moment tensors and the consistency of seismic activity Definition near plate boundaries. Tectonics, 11, 279–296. Foreshocks. Smaller earthquakes preceding a large earth- Gilbert, J. F., and Dziewonski, A. M., 1975. An application of quake (the mainshock) in the same ruptured area. normal mode theory to the retrieval of structural parameters and source mechanisms from seismic spectra. Philosophical Transaction of Royal Society London, 278A, 187–269. Introduction Isacks, B. L., and Molnar, P., 1971. Distribution of stresses in the Earthquakes typically occur in sequences that may include descending lithosphere from a global survey of focal-mechanism foreshocks, the mainshock (the largest event or events), solutions of mantle earthquakes. Reviews of Geophysics and Space Physics, 9, 103–174. and Earthquake, Aftershocks. Earthquake sequences with- Isacks, B. L., Oliver, J., and Sykes, L. R., 1968. Seismology and the out a clear mainshock are called swarms. newglobal tectonics. Journal of Geophysical Research, 73, Foreshocks are the most obvious premonitory phenom- 5855–5899. enon of earthquakes. They are thought to indicate earth- Kagan, Y. Y., 1991. 3-D rotation of double-couple earthquake quake nucleation and hence may have the potential for sources. Geophysical Journal International, 106, 709–716. short-term earthquake prediction (Scholz, 2002). How- Kanamori, H., Ekström, G., Dziewoński, A. M., Barker, J. S., and Sipkin, S. A., 1993. Seismic radiation by magma injection: an ever, proof of the physical link between foreshores and anomalous seismic event near Tori Shima, Japan. Journal of earthquake nucleation is inconclusive, and earthquake Geophysical Research, 98, 6511–6522. prediction using foreshocks has not been reliable. Kawakatsu, H., 1991. Insignificant isotropic components in the The problem begins with their recognition – foreshocks moment tensor of deep earthquakes. Nature, 351,50–53. are earthquakes that are called foreshocks retrospectively, Kirby, S. H., Stein, S., Okal, E. A., and Rubie, D., 1996. Deep earth- when a large event (the mainshock) followed. To be con- quakes and metastable mantle phase transformations in sidered as foreshocks, these events need to occur within subducting oceanic lithosphere. Reviews of Geophysics and Space Physics, 34, 261–306. certain spatial and temporal windows, and these windows Knopoff, L., and Gilbert, J. F., 1959. Radiation from a strike-slip vary in different studies. Foreshocks are typically located earthquake. Bulletin of the Seismological Society of America, within the mainshock’s source area with a dimension 49, 163–178. roughly the length of the fault rupture, which is in the Li, X., Shao, G., and Ji, C., 2009. Rupture process of the Mw = 8.1 order of 100 km for a magnitude 7.0 earthquake. Tempo- Samoa earthquake constrained by joint inverting teleseismic rally, most foreshocks occur a few days to hours before body, surface waves and local strong motion. Eos Transactions, American Geophysical Union, 90, (52), U21D– the mainshock (Jones and Molnar, 1979). In some cases, 03, [abstract]. seismicity increases a few months or years before the Nettles, M., and Ekström, G., 2009. Ice loss and glacial earthquakes mainshock. Some workers consider such increased seis- in Greenland and Antarctica. Eos Transactions, American Geo- micity foreshocks; others do not (Scholz, 2002). physical Union, 90(52), G52B–01 [abstract]. Depending on the choice of these spatial and temporal Okal, E. A., 1996. Radial modes from the great 1994 Bolivian earth- windows, a global survey shows that up to 70% of large quake: no evidence of an isotropic component to the source. Geophysical Research Letters, 23, 431–434. earthquakes (M 7) may be preceded by foreshocks Stein, S., and Wysession, M. E., 2003. An Introduction to Seismol- (Jones and Molnar, 1979). While the percentage varies ogy, Earthquakes and Earth Structure. Malden: Blackwell, with different studies and in different regions, it is impor- 498 pp. tant to note that not all earthquakes are preceded by Sykes, L. R., 1967. Mechanisms of earthquakes and nature of foreshocks. faulting on the mid-oceanic ridges. Journal of Geophysical Research, 72, 2131–2153. Vvedenskaya, A. V., 1956. Opredelenie polej smeshchenii pri Characteristics of foreshocks zemletryasenyakh s pomoshchyu teorii dislokatsii. Izv Akad Foreshocks, when they do occur, are typically few in com- Nauk SSSR, Ser Geofiz, 6, 277–284 [in Russian]. parison with aftershocks, sometimes consisting of only Wilson, J. T., 1965. A new class of faults and their bearing on con- – a few or a single event, hence are difficult for quantitative tinental drift. Nature, 207, 343 347. analysis. When considered collectively, they are shown to exhibit a temporal pattern similar to that of aftershocks Cross-references (Jones and Molnar, 1979; Shaw, 1993). Most foreshocks Earthquakes, Source Theory occur within 10 days before the mainshock, and their Earthquake Rupture: Inverse Problem numbers rapidly accelerate till the occurrence of the 200 EARTHQUAKE, FORESHOCKS mainshock. The collective time sequence of foreshocks Can foreshocks be used to predict earthquakes? seems to fit an inverse Omori’s law: As the most obvious precursor of earthquakes, fore- nðtÞ¼atÀq shocks are thought to be useful for short-term prediction of earthquakes, and successful predictions have been where nðtÞ is the number of foreshocks by time t before the reported in numerous cases. The best example is perhaps origin of the mainshock, and a and q are constants, with q the 1975 Haicheng earthquake (magnitude 7.3) in China, close to 1 (Kagan and Knopoff, 1978; Papazachos, 1975). which was predicted largely based on foreshocks, more Thus, the number of foreshocks tends to increase hyper- than 500 of which were recorded within 4 days before bolically as the time approaches the origin of the the mainshock (Jones et al., 1982). However, a recent mainshock. Some studies suggest that foreshocks may investigation (Wang et al., 2006) has revealed that the have lower b-values (see entry Earthquake, Aftershocks) role of foreshocks in this prediction was more psycholog- relative to other earthquakes (Scholz, 2002). ical than scientific: the jolts and damages from increased It is not clear why some earthquakes have foreshocks seismicity in the preceding months stressed the minds of while others do not. Studies of global and regional earth- earthquake workers and the general public, and the inten- quake catalogs have found that neither the time sified foreshocks in the last day before the mainshock sequences nor the largest magnitude of foreshocks cor- prompted some local officials to order an evacuation. In relate to the magnitude of the mainshock (Jones and other places where official orders were not issued, the Molnar, 1979), suggesting either the size of the increased seismicity caused many residents to evacuate mainshock is independent of the earthquake nucleation voluntarily. process, or foreshocks are not part of earthquake nucle- Aside from the problem that many earthquakes do not ation (Abercrombie and Mori, 1996). The incidence of have foreshocks, short-term earthquake prediction using foreshocks is found to decrease with increasing depth foreshocks is challenging in theory and in practice. For of the mainshock (Abercrombie and Mori, 1996). For foreshocks to be a predictor, they must be an essential part earthquakes in California, more foreshocks are associ- of the physical process leading to the mainshock. ated with strike-slip events than with thrust events Although this physical link between foreshocks and (Abercrombie and Mori, 1996). This is opposite to the mainshock is suggested in the nucleation model, its vali- results from a study of global catalogs by Reasenberg dation in natural fault zones has not been conclusive. On (1999), who attribute the low rate of foreshocks for the other hand, if foreshocks are fundamentally the same Californian thrust events to their relatively greater as other earthquakes (Felzer et al., 2004), then foreshocks depths. cannot be predictors of mainshocks. In practice, we have yet to find any reliable ways to recognize foreshocks from background seismicity before the occurrence of the Causes of foreshocks mainshock. The causes of foreshocks remain uncertain. Some studies Nonetheless, there must be some symptoms associated link foreshocks to earthquake nucleation (Scholz, 2002). with the stress buildup and physical property changes in Theoretically, fault ruptures only when slip has occurred and around the fault leading to a major rupture, and over a fault patch of some critical radius. Ohnaka (1992) foreshocks are the most obvious symptoms known to has proposed a theoretical model that attributes the gener- us. Further studies of foreshocks will improve
Recommended publications
  • New Empirical Relationships Among Magnitude, Rupture Length, Rupture Width, Rupture Area, and Surface Displacement
    Bulletin of the Seismological Society of America, Vol. 84, No. 4, pp. 974-1002, August 1994 New Empirical Relationships among Magnitude, Rupture Length, Rupture Width, Rupture Area, and Surface Displacement by Donald L. Wells and Kevin J. Coppersmith Abstract Source parameters for historical earthquakes worldwide are com­ piled to develop a series of empirical relationships among moment magnitude (M), surface rupture length, subsurface rupture length, downdip rupture width, rupture area, and maximum and average displacement per event. The resulting data base is a significant update of previous compilations and includes the ad­ ditional source parameters of seismic moment, moment magnitude, subsurface rupture length, downdip rupture width, and average surface displacement. Each source parameter is classified as reliable or unreliable, based on our evaluation of the accuracy of individual values. Only the reliable source parameters are used in the final analyses. In comparing source parameters, we note the fol­ lowing trends: (1) Generally, the length of rupture at the surface is equal to 75% of the subsurface rupture length; however, the ratio of surface rupture length to subsurface rupture length increases with magnitude; (2) the average surface dis­ placement per event is about one-half the maximum surface displacement per event; and (3) the average subsurface displacement on the fault plane is less than the maximum surface displacement but more than the average surface dis­ placement. Thus, for most earthquakes in this data base, slip on the fault plane at seismogenic depths is manifested by similar displacements at the surface. Log-linear regressions between earthquake magnitude and surface rupture length, subsurface rupture length, and rupture area are especially well correlated, show­ ing standard deviations of 0.25 to 0.35 magnitude units.
    [Show full text]
  • Earthquake Rupture on Multiple Splay Faults and Its Effect on Tsunamis
    manuscript submitted to Geophysical Research Letters 1 Earthquake rupture on multiple splay faults and its 2 effect on tsunamis 1;2 3 4 1;5 3 I. van Zelst , L. Rannabauer , A.-A. Gabriel , Y. van Dinther 1 4 Seismology and Wave Physics, Institute of Geophysics, Department of Earth Sciences, ETH Z¨urich, 5 Z¨urich, Switzerland 2 6 Institute of Geophysics and Tectonics, School of Earth and Environment, University of Leeds, Leeds, LS2 7 9JT, United Kingdom 3 8 Department of Informatics, Technical University of Munich, Munich, Germany 4 9 Geophysics, Department of Earth and Environmental Sciences, LMU Munich, Munich, Germany 5 10 Department of Earth Sciences, Utrecht University, Utrecht, The Netherlands 11 Key Points: 12 • Multiple splay faults can be activated during an earthquake by slip on the megath- 13 rust, dynamic stress transfer, or stress changes from waves 14 • Splay fault activation is partially facilitated by their alignment with the local stress 15 field and closeness to failure 16 • The tsunami has a high crest due to slip on the longest splay fault and a second 17 broad wave packet due to slip on multiple smaller faults Corresponding author: Iris van Zelst, [email protected] / [email protected] {1{ manuscript submitted to Geophysical Research Letters 18 Abstract 19 Detailed imaging of accretionary wedges reveal complex splay fault networks which 20 could pose a significant tsunami hazard. However, the dynamics of multiple splay fault 21 activation and interaction during megathrust events and consequent effects on tsunami 22 generation are not well understood. We use a 2D dynamic rupture model with six com- 23 plex splay fault geometries consistent with initial stress and strength conditions constrained 24 by a geodynamic seismic cycle model.
    [Show full text]
  • Development of Faults and Prediction of Earthquakes in the Himalayas
    Journal of Graphic Era University Vol. 6, Issue 2, 197-206, 2018 ISSN: 0975-1416 (Print), 2456-4281 (Online) Development of Faults and Prediction of Earthquakes in the Himalayas A. K. Dubey Department of Petroleum Engineering Graphic Era Deemed to be University, Dehradun, India E-mail: [email protected] (Received October 9, 2017; Accepted July 3, 2018) Abstract Recurrence period of high magnitude earthquakes in the Himalayas may be of the order of hundreds of years but a large number of smaller earthquakes occur every day. The low intensity earthquakes are not felt by human beings but recorded in sensitive instruments called seismometers. It is not possible to get rid of these earthquakes because the mountain building activity is still going on. Continuous compression and formation of faults in the region is caused by northward movement of the Indian plate. Some of the larger faults extend from Kashmir to Arunachal Pradesh. Strain build up in the region results in displacement along these faults that cause earthquakes. Types of these faults, mechanism of their formation and problems in predicting earthquakes in the region are discussed. Keywords- Faults and faulting, Himalayan thrusts, Oil trap, Seismicity, Superimposed deformation. 1. Introduction If we go back in the history of the Earth (~250 million years ago), India was part of a huge land mass called 'Pangaea'. The land mass was positioned in the southern hemisphere very close to the South pole (Antarctica). Because of some reason, not known to us till now, the landmass broke and India started its onward journey in a northerly direction.
    [Show full text]
  • The 2018 Mw 7.5 Palu Earthquake: a Supershear Rupture Event Constrained by Insar and Broadband Regional Seismograms
    remote sensing Article The 2018 Mw 7.5 Palu Earthquake: A Supershear Rupture Event Constrained by InSAR and Broadband Regional Seismograms Jin Fang 1, Caijun Xu 1,2,3,* , Yangmao Wen 1,2,3 , Shuai Wang 1, Guangyu Xu 1, Yingwen Zhao 1 and Lei Yi 4,5 1 School of Geodesy and Geomatics, Wuhan University, Wuhan 430079, China; [email protected] (J.F.); [email protected] (Y.W.); [email protected] (S.W.); [email protected] (G.X.); [email protected] (Y.Z.) 2 Key Laboratory of Geospace Environment and Geodesy, Ministry of Education, Wuhan University, Wuhan 430079, China 3 Collaborative Innovation Center of Geospatial Technology, Wuhan University, Wuhan 430079, China 4 Key Laboratory of Comprehensive and Highly Efficient Utilization of Salt Lake Resources, Qinghai Institute of Salt Lakes, Chinese Academy of Sciences, Xining 810008, China; [email protected] 5 Qinghai Provincial Key Laboratory of Geology and Environment of Salt Lakes, Qinghai Institute of Salt Lakes, Chinese Academy of Sciences, Xining 810008, China * Correspondence: [email protected]; Tel.: +86-27-6877-8805 Received: 4 April 2019; Accepted: 29 May 2019; Published: 3 June 2019 Abstract: The 28 September 2018 Mw 7.5 Palu earthquake occurred at a triple junction zone where the Philippine Sea, Australian, and Sunda plates are convergent. Here, we utilized Advanced Land Observing Satellite-2 (ALOS-2) interferometry synthetic aperture radar (InSAR) data together with broadband regional seismograms to investigate the source geometry and rupture kinematics of this earthquake. Results showed that the 2018 Palu earthquake ruptured a fault plane with a relatively steep dip angle of ~85◦.
    [Show full text]
  • Foreshock Sequences and Short-Term Earthquake Predictability on East Pacific Rise Transform Faults
    NATURE 3377—9/3/2005—VBICKNELL—137936 articles Foreshock sequences and short-term earthquake predictability on East Pacific Rise transform faults Jeffrey J. McGuire1, Margaret S. Boettcher2 & Thomas H. Jordan3 1Department of Geology and Geophysics, Woods Hole Oceanographic Institution, and 2MIT-Woods Hole Oceanographic Institution Joint Program, Woods Hole, Massachusetts 02543-1541, USA 3Department of Earth Sciences, University of Southern California, Los Angeles, California 90089-7042, USA ........................................................................................................................................................................................................................... East Pacific Rise transform faults are characterized by high slip rates (more than ten centimetres a year), predominately aseismic slip and maximum earthquake magnitudes of about 6.5. Using recordings from a hydroacoustic array deployed by the National Oceanic and Atmospheric Administration, we show here that East Pacific Rise transform faults also have a low number of aftershocks and high foreshock rates compared to continental strike-slip faults. The high ratio of foreshocks to aftershocks implies that such transform-fault seismicity cannot be explained by seismic triggering models in which there is no fundamental distinction between foreshocks, mainshocks and aftershocks. The foreshock sequences on East Pacific Rise transform faults can be used to predict (retrospectively) earthquakes of magnitude 5.4 or greater, in narrow spatial and temporal windows and with a high probability gain. The predictability of such transform earthquakes is consistent with a model in which slow slip transients trigger earthquakes, enrich their low-frequency radiation and accommodate much of the aseismic plate motion. On average, before large earthquakes occur, local seismicity rates support the inference of slow slip transients, but the subject remains show a significant increase1. In continental regions, where dense controversial23.
    [Show full text]
  • The Moment Magnitude and the Energy Magnitude: Common Roots
    The moment magnitude and the energy magnitude : common roots and differences Peter Bormann, Domenico Giacomo To cite this version: Peter Bormann, Domenico Giacomo. The moment magnitude and the energy magnitude : com- mon roots and differences. Journal of Seismology, Springer Verlag, 2010, 15 (2), pp.411-427. 10.1007/s10950-010-9219-2. hal-00646919 HAL Id: hal-00646919 https://hal.archives-ouvertes.fr/hal-00646919 Submitted on 1 Dec 2011 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. Click here to download Manuscript: JOSE_MS_Mw-Me_final_Nov2010.doc Click here to view linked References The moment magnitude Mw and the energy magnitude Me: common roots 1 and differences 2 3 by 4 Peter Bormann and Domenico Di Giacomo* 5 GFZ German Research Centre for Geosciences, Telegrafenberg, 14473 Potsdam, Germany 6 *Now at the International Seismological Centre, Pipers Lane, RG19 4NS Thatcham, UK 7 8 9 Abstract 10 11 Starting from the classical empirical magnitude-energy relationships, in this article the 12 derivation of the modern scales for moment magnitude M and energy magnitude M is 13 w e 14 outlined and critically discussed. The formulas for Mw and Me calculation are presented in a 15 way that reveals, besides the contributions of the physically defined measurement parameters 16 seismic moment M0 and radiated seismic energy ES, the role of the constants in the classical 17 Gutenberg-Richter magnitude-energy relationship.
    [Show full text]
  • Analyzing the Performance of GPS Data for Earthquake Prediction
    remote sensing Article Analyzing the Performance of GPS Data for Earthquake Prediction Valeri Gitis , Alexander Derendyaev * and Konstantin Petrov The Institute for Information Transmission Problems, 127051 Moscow, Russia; [email protected] (V.G.); [email protected] (K.P.) * Correspondence: [email protected]; Tel.: +7-495-6995096 Abstract: The results of earthquake prediction largely depend on the quality of data and the methods of their joint processing. At present, for a number of regions, it is possible, in addition to data from earthquake catalogs, to use space geodesy data obtained with the help of GPS. The purpose of our study is to evaluate the efficiency of using the time series of displacements of the Earth’s surface according to GPS data for the systematic prediction of earthquakes. The criterion of efficiency is the probability of successful prediction of an earthquake with a limited size of the alarm zone. We use a machine learning method, namely the method of the minimum area of alarm, to predict earthquakes with a magnitude greater than 6.0 and a hypocenter depth of up to 60 km, which occurred from 2016 to 2020 in Japan, and earthquakes with a magnitude greater than 5.5. and a hypocenter depth of up to 60 km, which happened from 2013 to 2020 in California. For each region, we compare the following results: random forecast of earthquakes, forecast obtained with the field of spatial density of earthquake epicenters, forecast obtained with spatio-temporal fields based on GPS data, based on seismological data, and based on combined GPS data and seismological data.
    [Show full text]
  • Rupture Process of the 2019 Ridgecrest, California Mw 6.4 Foreshock and Mw 7.1 Earthquake Constrained by Seismic and Geodetic Data, Bull
    Rupture process of the 2019 Ridgecrest, M M California w 6.4 Foreshock and w 7.1 Earthquake Constrained by Seismic and Geodetic Data Kang Wang*1,2, Douglas S. Dreger1,2, Elisa Tinti3,4, Roland Bürgmann1,2, and Taka’aki Taira2 ABSTRACT The 2019 Ridgecrest earthquake sequence culminated in the largest seismic event in California M since the 1999 w 7.1 Hector Mine earthquake. Here, we combine geodetic and seismic data M M to study the rupture process of both the 4 July w 6.4 foreshock and the 6 July w 7.1 main- M shock. The results show that the w 6.4 foreshock rupture started on a northwest-striking right-lateral fault, and then continued on a southwest-striking fault with mainly left-lateral M slip. Although most moment release during the w 6.4 foreshock was along the southwest- striking fault, slip on the northwest-striking fault seems to have played a more important role M ∼ M in triggering the w 7.1 mainshock that happened 34 hr later. Rupture of the w 7.1 main- shock was characterized by dominantly right-lateral slip on a series of overall northwest- striking fault strands, including the one that had already been activated during the nucleation M ∼ of the w 6.4 foreshock. The maximum slip of the 2019 Ridgecrest earthquake was 5m, – M located at a depth range of 3 8kmnearthe w 7.1 epicenter, corresponding to a shallow slip deficit of ∼ 20%–30%. Both the foreshock and mainshock had a relatively low-rupture veloc- ity of ∼ 2km= s, which is possibly related to the geometric complexity and immaturity of the eastern California shear zone faults.
    [Show full text]
  • This Article Was Published in an Elsevier Journal. the Attached Copy Is Furnished to the Author for Non-Commercial Research
    This article was published in an Elsevier journal. The attached copy is furnished to the author for non-commercial research and education use, including for instruction at the author’s institution, sharing with colleagues and providing to institution administration. Other uses, including reproduction and distribution, or selling or licensing copies, or posting to personal, institutional or third party websites are prohibited. In most cases authors are permitted to post their version of the article (e.g. in Word or Tex form) to their personal website or institutional repository. Authors requiring further information regarding Elsevier’s archiving and manuscript policies are encouraged to visit: http://www.elsevier.com/copyright Author's personal copy ARTICLE IN PRESS Journal of the Mechanics and Physics of Solids 56 (2008) 25–50 www.elsevier.com/locate/jmps Transition of mode II cracks from sub-Rayleigh to intersonic speeds in the presence of favorable heterogeneity Yi Liua, Nadia Lapustab,Ã aDivision of Engineering and Applied Science, California Institute of Technology, Pasadena, CA 91125, USA bDivision of Engineering and Applied Science and Division of Geological and Planetary Sciences, California Institute of Technology, Pasadena, CA 91125, USA Received 22 January 2007; received in revised form 8 June 2007; accepted 11 June 2007 Abstract Understanding sub-Rayleigh-to-intersonic transition of mode II cracks is a fundamental problem in fracture mechanics with important practical implications for earthquake dynamics and seismic radiation. In the Burridge–Andrews mechanism, an intersonic daughter crack nucleates, for sufficiently high prestress, at the shear stress peak traveling with the shear wave speed in front of the main crack.
    [Show full text]
  • Laboratory Earthquake Forecasting: a Machine Learning Competition PERSPECTIVE Paul A
    PERSPECTIVE Laboratory earthquake forecasting: A machine learning competition PERSPECTIVE Paul A. Johnsona,1,2, Bertrand Rouet-Leduca,1, Laura J. Pyrak-Nolteb,c,d,1, Gregory C. Berozae, Chris J. Maronef,g, Claudia Hulberth, Addison Howardi, Philipp Singerj,3, Dmitry Gordeevj,3, Dimosthenis Karaflosk,3, Corey J. Levinsonl,3, Pascal Pfeifferm,3, Kin Ming Pukn,3, and Walter Readei Edited by David A. Weitz, Harvard University, Cambridge, MA, and approved November 28, 2020 (received for review August 3, 2020) Earthquake prediction, the long-sought holy grail of earthquake science, continues to confound Earth scientists. Could we make advances by crowdsourcing, drawing from the vast knowledge and creativity of the machine learning (ML) community? We used Google’s ML competition platform, Kaggle, to engage the worldwide ML community with a competition to develop and improve data analysis approaches on a forecasting problem that uses laboratory earthquake data. The competitors were tasked with predicting the time remaining before the next earthquake of successive laboratory quake events, based on only a small portion of the laboratory seismic data. The more than 4,500 participating teams created and shared more than 400 computer programs in openly accessible notebooks. Complementing the now well-known features of seismic data that map to fault criticality in the laboratory, the winning teams employed unex- pected strategies based on rescaling failure times as a fraction of the seismic cycle and comparing input distribution of training and testing data. In addition to yielding scientific insights into fault processes in the laboratory and their relation with the evolution of the statistical properties of the associated seismic data, the competition serves as a pedagogical tool for teaching ML in geophysics.
    [Show full text]
  • Earthquake Rupture Below the Brittle-Ductile Transition in Continental Lithospheric Mantle G.A
    Earthquake rupture below the brittle-ductile transition in continental lithospheric mantle G.A. Prieto, B. Froment, C. Yu, P. Poli, R. Abercrombie To cite this version: G.A. Prieto, B. Froment, C. Yu, P. Poli, R. Abercrombie. Earthquake rupture below the brittle- ductile transition in continental lithospheric mantle. Science Advances , American Association for the Advancement of Science (AAAS), 2017, 3 (3), pp.e1602642. 10.1126/sciadv.1602642. hal-02546125 HAL Id: hal-02546125 https://hal.archives-ouvertes.fr/hal-02546125 Submitted on 25 Sep 2020 HAL is a multi-disciplinary open access L’archive ouverte pluridisciplinaire HAL, est archive for the deposit and dissemination of sci- destinée au dépôt et à la diffusion de documents entific research documents, whether they are pub- scientifiques de niveau recherche, publiés ou non, lished or not. The documents may come from émanant des établissements d’enseignement et de teaching and research institutions in France or recherche français ou étrangers, des laboratoires abroad, or from public or private research centers. publics ou privés. SCIENCE ADVANCES | RESEARCH ARTICLE GEOLOGY 2017 © The Authors, some rights reserved; Earthquake rupture below the brittle-ductile transition exclusive licensee American Association in continental lithospheric mantle for the Advancement of Science. Distributed 1 2 3,4 3 5 under a Creative Germán A. Prieto, * Bérénice Froment, Chunquan Yu, Piero Poli, Rachel Abercrombie Commons Attribution NonCommercial Earthquakes deep in the continental lithosphere are rare and hard to interpret in our current understanding of tem- License 4.0 (CC BY-NC). perature control on brittle failure. The recent lithospheric mantle earthquake with a moment magnitude of 4.8 at a depth of ~75 km in the Wyoming Craton was exceptionally well recorded and thus enabled us to probe the cause of these unusual earthquakes.
    [Show full text]
  • Machine Learning Predicts Aperiodic Laboratory Earthquakes Olha Tanyuk Southern Methodist University, [email protected]
    SMU Data Science Review Volume 2 | Number 2 Article 11 2019 Machine Learning Predicts Aperiodic Laboratory Earthquakes Olha Tanyuk Southern Methodist University, [email protected] Daniel Davieau Southern Methodist University, [email protected] Charles South Southern Methodist University, [email protected] Daniel W. Engels Southern Methodist University, [email protected] Follow this and additional works at: https://scholar.smu.edu/datasciencereview Part of the Geophysics and Seismology Commons, Statistical Models Commons, Tectonics and Structure Commons, and the Theory and Algorithms Commons Recommended Citation Tanyuk, Olha; Davieau, Daniel; South, Charles; and Engels, Daniel W. (2019) "Machine Learning Predicts Aperiodic Laboratory Earthquakes," SMU Data Science Review: Vol. 2 : No. 2 , Article 11. Available at: https://scholar.smu.edu/datasciencereview/vol2/iss2/11 This Article is brought to you for free and open access by SMU Scholar. It has been accepted for inclusion in SMU Data Science Review by an authorized administrator of SMU Scholar. For more information, please visit http://digitalrepository.smu.edu. Tanyuk et al.: Machine Learning Predicts Laboratory Earthquakes Machine Learning Predicts Aperiodic Laboratory Earthquakes Olha Tanyuk, Daniel Davieau, Charles South and Daniel W. Engels Southern Methodist University, Dallas TX 75205, USA [email protected], [email protected], [email protected], [email protected] Abstract. In this paper we find a pattern of aperiodic seismic signals that precede earthquakes at any time in a laboratory earthquake's cy- cle using a small window of time. We use a data set that comes from a classic laboratory experiment having several stick-slip displacements (earthquakes), a type of experiment which has been studied as a simula- tion of seismologic faults for decades.
    [Show full text]