momori {SAPP} | R Documentation |
Maximum Likelihood Estimates of Parameters in the Omori-Utsu (Modified Omori) Formula
Description
Compute the maximum likelihood estimates (MLEs) of parameters in the Omori-Utsu (modified Omori) formula representing for the decay of occurrence rate of aftershocks with time.
Usage
momori(data, mag = NULL, threshold = 0.0, tstart, tend, parami,
tmpfile = NULL, nlmax = 1000)
Arguments
data |
point process data. |
mag |
magnitude. |
threshold |
threshold magnitude. |
tstart |
the start of the target period. |
tend |
the end of the target period. |
parami |
the initial estimates of the four parameters |
tmpfile |
a character string naming the file to write the process of minimizing.
If "" print the process to the standard output and if |
nlmax |
the maximum number of steps in the process of minimizing. |
Details
The modified Omori formula represent the delay law of aftershock activity in time.
In this equation, represents the rate of aftershock occurrence at time
, where
is the time measured from the origin time of the main shock.
,
,
and
are non-negative constants.
represents constant-rate background seismicity which may be included in the aftershock data.
In this function the negative log-likelihood function is minimized by the Davidon-Fletcher-Powell algorithm.
Starting from a given set of initial guess of the parameters parai
, momori()
repeats calculations of function values and its gradients at each step of parameter vector.
At each cycle of iteration, the linearly searched step (), negative log-likelihood value (
),
and two estimates of square sum of gradients are shown (
).
The cumulative number of earthquakes at time since
is given by the integration of
with respect to the time
,
where the summation of is taken for all data event.
Value
param |
the final estimates of the four parameters |
ngmle |
negative max likelihood. |
aic |
AIC = -2 |
plist |
list of parameters |
References
Ogata, Y. (2006) Computer Science Monographs, No.33, Statistical Analysis of Seismicity - updated version (SASeies2006). The Institute of Statistical Mathematics.
Examples
data(main2003JUL26) # The aftershock data of 26th July 2003 earthquake of M6.2
x <- main2003JUL26
momori(x$time, x$magnitude, threshold = 2.5, tstart = 0.01, tend = 18.68,
parami = c(0,0.96021e+02, 0.58563e-01, 0.96611e+00))