Global Seismic Nowcasting With Shannon Information Entropy

被引:49
作者
Rundle, John B. [1 ,2 ,3 ,4 ,5 ]
Giguere, Alexis [1 ]
Turcotte, Donald L. [3 ]
Crutchfield, James P. [1 ,2 ]
Donnellan, Andrea [4 ]
机构
[1] Univ Calif Davis, Dept Phys, Davis, CA 95616 USA
[2] Santa Fe Inst, Santa Fe, NM 87501 USA
[3] Univ Calif Davis, Dept Earth & Planetary Sci, Davis, CA 95616 USA
[4] CALTECH, Jet Prop Lab, Pasadena, CA 91125 USA
[5] Tohoku Univ, Sendai, Miyagi, Japan
关键词
earthquakes; tsunamis; nowcasting; entropy; statistics; scaling; NATURAL TIME; EARTHQUAKE; DYNAMICS; PHYSICS; MODEL;
D O I
10.1029/2018EA000464
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
Seismic nowcasting uses counts of small earthquakes as proxy data to estimate the current dynamical state of an earthquake fault system. The result is an earthquake potential score that characterizes the current state of progress of a defined geographic region through its nominal earthquake "cycle." The count of small earthquakes since the last large earthquake is the natural time that has elapsed since the last large earthquake (Varotsos et al., 2006, https://doi.org/10.1103/PhysRevE.74.021123). In addition to natural time, earthquake sequences can also be analyzed using Shannon information entropy ("information"), an idea that was pioneered by Shannon (1948, https://doi.org/10.1002/j.1538-7305.1948.tb01338.x). As a first step to add seismic information entropy into the nowcasting method, we incorporate magnitude information into the natural time counts by using event self-information. We find in this first application of seismic information entropy that the earthquake potential score values are similar to the values using only natural time. However, other characteristics of earthquake sequences, including the interevent time intervals, or the departure of higher magnitude events from the magnitude-frequency scaling line, may contain additional information.
引用
收藏
页码:191 / 197
页数:7
相关论文
共 31 条
[1]  
[Anonymous], 2003, Forecast Verification: A Practitioner's Guide in Atmospheric Science
[2]  
[Anonymous], PHYS REV LETT
[3]  
[Anonymous], 2015, INFORM THEORY TUTORI
[4]  
Cover TM., 1991, Elements of information theory
[5]   Earthquake triggering by transient and static deformations [J].
Gomberg, J ;
Beeler, NM ;
Blanpied, ML ;
Bodin, P .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 1998, 103 (B10) :24411-24426
[6]   Predictability in the epidemic-type aftershock sequence model of interacting triggered seismicity [J].
Helmstetter, A ;
Sornette, D .
JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH, 2003, 108 (B10)
[7]  
Hill DP., 2007, Earthquake Seismology Treatise on Geophysics, DOI [10.1016/B978-044452748-6.00070-5, DOI 10.1016/B978-044452748-6.00070-5]
[8]  
Holliday J. R., 2006, PHYS REV LETT, V97, P501
[9]  
Holliday J. R., 2006, PHYS REV LETT, V97, P238
[10]   Computing Earthquake Probabilities on Global Scales [J].
Holliday, James R. ;
Graves, William R. ;
Rundle, John B. ;
Turcotte, Donald L. .
PURE AND APPLIED GEOPHYSICS, 2016, 173 (03) :739-748