# -*- coding: utf-8 -*-
# vim: tabstop=4 shiftwidth=4 softtabstop=4
#
# Copyright (C) 2014-2018 GEM Foundation
#
# OpenQuake is free software: you can redistribute it and/or modify it
# under the terms of the GNU Affero General Public License as published
# by the Free Software Foundation, either version 3 of the License, or
# (at your option) any later version.
#
# OpenQuake is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU Affero General Public License for more details.
#
# You should have received a copy of the GNU Affero General Public License
# along with OpenQuake. If not, see <http://www.gnu.org/licenses/>.
"""
Module exports :class:`YuEtAl2013`, :class:`YuEtAl2013Tibet`,
:class:`YuEtAl2013Eastern`, :class:`YuEtAl2013Stable`
"""
from __future__ import division
from __future__ import print_function
import numpy as np
from scipy.constants import g
from scipy.optimize import minimize
from openquake.hazardlib.gsim.base import GMPE, CoeffsTable
from openquake.hazardlib import const
from openquake.hazardlib.imt import PGA, PGV, SA
[docs]def gc(coeff, mag):
"""
Returns the set of coefficients to be used for the calculation of GM
as a function of earthquake magnitude
:param coeff:
A dictionary of parameters for the selected IMT
:param mag:
Magnitude value
:returns:
The set of coefficients
"""
if mag > 6.5:
a1ca = coeff['ua']
a1cb = coeff['ub']
a1cc = coeff['uc']
a1cd = coeff['ud']
a1ce = coeff['ue']
a2ca = coeff['ia']
a2cb = coeff['ib']
a2cc = coeff['ic']
a2cd = coeff['id']
a2ce = coeff['ie']
else:
a1ca = coeff['a']
a1cb = coeff['b']
a1cc = coeff['c']
a1cd = coeff['d']
a1ce = coeff['e']
a2ca = coeff['ma']
a2cb = coeff['mb']
a2cc = coeff['mc']
a2cd = coeff['md']
a2ce = coeff['me']
return a1ca, a1cb, a1cc, a1cd, a1ce, a2ca, a2cb, a2cc, a2cd, a2ce
[docs]def rbf(ra, coeff, mag):
"""
Calculate the meadian ground motion for a given magnitude and distance
:param ra:
Distance value [km]
:param coeff:
The set of coefficients
:param mag:
Magnitude value
:returns:
"""
a1ca, a1cb, a1cc, a1cd, a1ce, a2ca, a2cb, a2cc, a2cd, a2ce = gc(coeff, mag)
term1 = a1ca + a1cb * mag + a1cc * np.log(ra + a1cd*np.exp(a1ce*mag))
term2 = a2ca + a2cb * mag
term3 = a2cd*np.exp(a2ce*mag)
return np.exp((term1 - term2) / a2cc) - term3
[docs]def fnc(ra, *args):
"""
Function used in the minimisation problem.
:param ra:
Semi-axis of the ellipses used in the Yu et al.
:returns:
The absolute difference between the epicentral distance and the
adjusted distance
"""
#
# epicentral distance
repi = args[0]
#
# azimuth
theta = args[1]
#
# magnitude
mag = args[2]
#
# coefficients
coeff = args[3]
#
#
rb = rbf(ra, coeff, mag)
t1 = ra**2 * (np.sin(np.radians(theta)))**2
t2 = rb**2 * (np.cos(np.radians(theta)))**2
xx = ra * rb / (t1+t2)**0.5
return abs(repi-xx)
[docs]class YuEtAl2013Ms(GMPE):
"""
Implements the Yu et al. (2013) GMPE used for the calculation of the 2015
version of the national seismic hazard maps for China. Note that magnitude
supported is Ms.
"""
#: Supported tectonic region type is active shallow crust
DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.ACTIVE_SHALLOW_CRUST
#: Supported intensity measure types are peak ground velocity and
#: peak ground acceleration
DEFINED_FOR_INTENSITY_MEASURE_TYPES = set([
PGA,
PGV,
SA
])
#: Supported intensity measure component is geometric mean (supposed)
DEFINED_FOR_INTENSITY_MEASURE_COMPONENT = const.IMC.AVERAGE_HORIZONTAL
#: Supported standard deviation types is total
DEFINED_FOR_STANDARD_DEVIATION_TYPES = set([
const.StdDev.TOTAL
])
#: No site parameters required
REQUIRES_SITES_PARAMETERS = set(())
#: Required rupture parameter is magnitude
REQUIRES_RUPTURE_PARAMETERS = set(('mag',))
#: Required distance measures are epicentral distance and azimuth
REQUIRES_DISTANCES = set(('repi', 'azimuth'))
[docs] def get_mean_and_stddevs(self, sites, rup, dists, imt, stddev_types):
"""
See :meth:`superclass method
<.base.GroundShakingIntensityModel.get_mean_and_stddevs>`
for spec of input and result values.
"""
# Check that the requested standard deviation type is available
assert all(stddev_type in self.DEFINED_FOR_STANDARD_DEVIATION_TYPES
for stddev_type in stddev_types)
#
# Set parameters
mag = rup.mag
epi = dists.repi
theta = dists.azimuth
#
# Set coefficients
coeff = self.COEFFS[imt]
a1ca, a1cb, a1cc, a1cd, a1ce, a2ca, a2cb, a2cc, a2cd, a2ce = \
gc(coeff, mag)
#
# Get correction coefficients. Here for each site we find the
# the geometry of the ellipses
ras = []
for epi, theta in zip(dists.repi, dists.azimuth):
res = minimize(fnc, epi, args=(epi, theta, mag, coeff),
method='Nelder-Mead', tol=0.1)
ras.append(res.x[0])
ras = np.array(ras)
rbs = rbf(ras, coeff, mag)
#
# Compute values of ground motion for the two cases. The value of
# 225 is hardcoded under the assumption that the hypocentral depth
# corresponds to 15 km (i.e. 15**2)
mean1 = (a1ca + a1cb * mag +
a1cc * np.log((ras**2+225)**0.5 +
a1cd * np.exp(a1ce * mag)))
mean2 = (a2ca + a2cb * mag +
a2cc * np.log((rbs**2+225)**0.5 +
a2cd * np.exp(a2ce * mag)))
#
# Get distances
x = (mean1 * np.sin(np.radians(dists.azimuth)))**2
y = (mean2 * np.cos(np.radians(dists.azimuth)))**2
mean = mean1 * mean2 / np.sqrt(x+y)
if isinstance(imt, (PGA)):
mean = np.exp(mean)/g/100
elif isinstance(imt, (PGV)):
mean = np.exp(mean)
else:
raise ValueError('Unsupported IMT')
#
# Get the standard deviation
stddevs = self._compute_std(coeff, stddev_types, len(dists.repi))
#
# Return results
return np.log(mean), stddevs
def _compute_std(self, C, stddev_types, num_sites):
return [np.ones(num_sites)*C['sigma']]
#: Coefficient table
COEFFS = CoeffsTable(sa_damping=5, table="""\
IMT a b c d e ua ub uc ud ue ma mb mc md me ia ib ic id ie sigma
PGA 4.1193 1.656 -2.389 1.772 0.424 7.8269 1.0856 -2.389 1.772 0.424 2.2609 1.6399 -2.118 0.825 0.465 6.003 1.0649 -2.118 0.825 0.465 0.5428
PGV -1.2581 1.932 -2.181 1.772 0.424 3.013 1.2742 -2.181 1.772 0.424 -3.1073 1.9389 -1.945 0.825 0.465 1.3087 1.2627 -1.945 0.825 0.465 0.6233
""")
[docs]class YuEtAl2013MsTibet(YuEtAl2013Ms):
#: Supported tectonic region type is Tibetan plateau
DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.ACTIVE_SHALLOW_CRUST
#: Coefficient table
COEFFS = CoeffsTable(sa_damping=5, table="""\
IMT a b c d e ua ub uc ud ue ma mb mc md me ia ib ic id ie sigma
PGA 5.4901 1.4835 -2.416 2.647 0.366 8.7561 0.9453 -2.416 2.647 0.366 2.3069 1.4007 -1.854 0.612 0.457 5.6511 0.8924 -1.854 0.612 0.457 0.5428
PGV -0.1472 1.7618 -2.205 2.647 0.366 3.9422 1.1293 -2.205 2.647 0.366 -2.9923 1.7043 -1.696 0.612 0.457 1.0189 1.0902 -1.696 0.612 0.457 0.6233
""")
[docs]class YuEtAl2013MsEastern(YuEtAl2013Ms):
#: Supported tectonic region type is eastern part of China
DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.STABLE_CONTINENTAL
#: Coefficient table
COEFFS = CoeffsTable(sa_damping=5, table="""\
IMT a b c d e ua ub uc ud ue ma mb mc md me ia ib ic id ie sigma
PGA 4.5517 1.5433 -2.315 2.088 0.399 8.1259 0.9936 -2.315 2.088 0.399 2.7048 1.518 -2.004 0.944 0.447 6.3319 0.9614 -2.004 0.944 0.447 0.5428
PGV -0.8349 1.8193 -2.103 2.088 0.399 3.3051 1.1799 -2.103 2.088 0.399 -2.6381 1.8124 -1.825 0.944 0.447 1.6376 1.1546 -1.825 0.944 0.447 0.6233
""")
[docs]class YuEtAl2013MsStable(YuEtAl2013Ms):
#: Supported tectonic region type is stable part of China
DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.STABLE_CONTINENTAL
#: Coefficient table
COEFFS = CoeffsTable(sa_damping=5, table="""\
IMT a b c d e ua ub uc ud ue ma mb mc md me ia ib ic id ie sigma
PGA 5.5591 1.1454 -2.079 2.802 0.295 8.5238 0.6854 -2.079 2.802 0.295 3.9445 1.0833 -1.723 1.295 0.331 6.187 0.7383 -1.723 1.295 0.331 0.5428
PGV 0.2139 1.4283 -1.889 2.802 0.295 3.772 0.8786 -1.889 2.802 0.295 -1.3547 1.3823 -1.559 1.295 0.331 1.5433 0.9361 -1.559 1.295 0.331 0.6233
""")