# Source code for openquake.hazardlib.gsim.sharma_2009

```
# -*- coding: utf-8 -*-
# vim: tabstop=4 shiftwidth=4 softtabstop=4
#
# Copyright (C) 2012-2017 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
:mod:`openquake.hazardlib.gsim.sharma_2009`
exports
:class:`SharmaEtAl2009`
"""
from __future__ import division
import warnings
import numpy as np
from scipy.constants import g
from openquake.hazardlib import const
from openquake.hazardlib.imt import PGA, SA
from openquake.hazardlib.gsim.base import GMPE, CoeffsTable
[docs]class SharmaEtAl2009(GMPE):
# pylint: disable=no-init
"""
Implements GMPE of Sharma et al. (2009). This GMPE is intended for the
Indian Himalayas but is based on data from both Zagros in Iran and the
Himalayas. The combination of these two regions is motivated by the
sparsity of near field data. Seismotectonic similarity is supposed
based on both regions being continental collision zones, and in spite
of the lack of subduction in Zagros.
Note that Figure 7-9 of Sharma et al. (2009) are in error (Sharma,
personal communication). This implementation is verified against test
vector obtained from lead author.
Support for PGA has been added by assuming it to be equal to the spectral
acceleration at 0.04 s. This is assumed by the authors in the captions for
Figures 11-13 anyway.
Reference:
Sharma, M. L., Douglas, J., Bungum, H., and Kotadia, J. (2009).
Ground-motion prediction equations based on data from the Himalayan and
Zagros regions. *Journal of Earthquake Engineering*, 13(8):1191–1210.
"""
#: Supported tectonic region type is 'active shallow crust'
#: however as inndicated the introduction the tectonics of the
#: Himalayas have a "great range of focal depths" (Sharma et
#: al., 2009, p. 1192).
DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.ACTIVE_SHALLOW_CRUST
#: Set of :mod:`intensity measure types <openquake.hazardlib.imt>`
#: this GSIM can calculate. A set should contain classes from module
#: :mod:`openquake.hazardlib.imt`.
DEFINED_FOR_INTENSITY_MEASURE_TYPES = set([PGA, SA])
#: Supported intensity measure component is the geometric mean of two
#: horizontal components
#: :attr:`~openquake.hazardlib.const.IMC.AVERAGE_HORIZONTAL`,
#: see p. 1200.
DEFINED_FOR_INTENSITY_MEASURE_COMPONENT = const.IMC.AVERAGE_HORIZONTAL
#: Only total standard deviation is supported, see Table 2, p. 1202.
DEFINED_FOR_STANDARD_DEVIATION_TYPES = set([const.StdDev.TOTAL])
#: Required site parameter Vs30 is used to set binary rock/soil
#: classification dummy variable, see equation (1) on p. 1200.
REQUIRES_SITES_PARAMETERS = set(('vs30',))
#: Required rupture parameters are magnitude and rake, see
#: equation (1) on p. 1200. Rake is used to distinguish between
#: reverse and strike-slip faulting, and to detect mis-application
#: of GMPE to normal faulting.
REQUIRES_RUPTURE_PARAMETERS = set(('rake', 'mag'))
#: Required distance measure is Joyner-Boore distance, see p. 1200
REQUIRES_DISTANCES = set(('rjb',))
[docs] def get_mean_and_stddevs(self, sites, rup, dists, imt, stddev_types):
# pylint: disable=too-many-arguments
"""
See :meth:`superclass method
<.base.GroundShakingIntensityModel.get_mean_and_stddevs>`
for specification of input and result values.
"""
# extract dictionary of coefficients specific to required
# intensity measure type
coeffs = self.COEFFS[imt]
coeffs.update(self.CONSTS)
# equation (1) is in terms of common logarithm
log_mean = (self._compute_magnitude(rup, coeffs) +
self._compute_distance(dists, coeffs) +
self._get_site_amplification(sites, coeffs) +
self._get_mechanism(rup, coeffs))
# so convert to g and thence to the natural logarithm
mean = log_mean*np.log(10.0) - np.log(g)
# convert standard deviations from common to natural logarithm
log_stddevs = self._get_stddevs(coeffs, stddev_types, len(sites.vs30))
stddevs = log_stddevs*np.log(10.0)
return mean, stddevs
def _get_stddevs(self, coeffs, stddev_types, num_sites):
"""
Return total sigma as reported in Table 2, p. 1202.
"""
stddevs = []
for stddev_type in stddev_types:
assert stddev_type in self.DEFINED_FOR_STANDARD_DEVIATION_TYPES
stddevs.append(coeffs['sigma'] + np.zeros(num_sites))
return np.array(stddevs)
@classmethod
def _compute_magnitude(cls, rup, coeffs):
"""
Compute first two terms of equation (1) on p. 1200:
``b1 + b2 * M``
"""
return coeffs['b1'] + coeffs['b2']*rup.mag
@classmethod
def _compute_distance(cls, dists, coeffs):
"""
Compute third term of equation (1) on p. 1200:
``b3 * log(sqrt(Rjb ** 2 + b4 ** 2))``
"""
return coeffs['b3']*np.log10(np.sqrt(dists.rjb**2. + coeffs['b4']**2.))
def _get_site_amplification(self, sites, coeffs):
"""
Compute fourth term of equation (1) on p. 1200:
``b5 * S``
"""
is_rock = self.get_site_type_dummy_variables(sites)
return coeffs['b5']*is_rock
def _get_mechanism(self, rup, coeffs):
"""
Compute fifth term of equation (1) on p. 1200:
``b6 * H``
"""
is_strike_slip = self.get_fault_type_dummy_variables(rup)
return coeffs['b6']*is_strike_slip
[docs] def get_site_type_dummy_variables(self, sites):
"""
Binary rock/soil classification dummy variable based on sites.vs30.
"``S`` is 1 for a rock site and 0 otherwise" (p. 1201).
"""
is_rock = np.array(sites.vs30 > self.NEHRP_BC_BOUNDARY)
return is_rock
[docs] def get_fault_type_dummy_variables(self, rup):
"""
Fault-type classification dummy variable based on rup.rake.
"``H`` is 1 for a strike-slip mechanism and 0 for a reverse mechanism"
(p. 1201).
Note:
UserWarning is raised if mechanism is determined to be normal
faulting, since as summarized in Table 2 on p. 1197 the data used
for regression included only reverse and stike-slip events.
"""
# normal faulting
is_normal = np.array(
self.RAKE_THRESH < -rup.rake < (180. - self.RAKE_THRESH))
# reverse raulting
is_reverse = np.array(
self.RAKE_THRESH < rup.rake < (180. - self.RAKE_THRESH))
if is_normal.any():
msg = ('Normal faulting not supported by %s; '
'treating as strike-slip' % type(self).__name__)
warnings.warn(msg, UserWarning)
is_strike_slip = ~is_reverse | is_normal
is_strike_slip = is_strike_slip.astype(float)
return is_strike_slip
#: Coefficients taken from Table 2, p. 1202. Note that "In
#: this article, only the coefficients for a subset of these
#: periods [between 0.04 and 2.5 s] are reported" and the damping
#: is 5% (Sharma et al., 2009, p. 1200).
COEFFS = CoeffsTable(sa_damping=5., table="""\
IMT b1 b2 b3 b5 b6 sigma
pga 1.0170 0.1046 -1.0070 -0.0735 -0.3068 0.3227
0.04 1.0170 0.1046 -1.0070 -0.0735 -0.3068 0.3227
0.05 1.0280 0.1245 -1.0550 -0.0775 -0.3246 0.3350
0.10 1.3820 0.1041 -1.0620 -0.1358 -0.3326 0.3427
0.20 1.3820 0.1041 -1.0620 -0.1358 -0.3326 0.3596
0.30 1.3680 0.0684 -0.9139 -0.0972 -0.3011 0.3651
0.40 0.9747 0.1009 -0.8886 -0.0552 -0.2639 0.3613
0.50 0.5295 0.1513 -0.8601 -0.0693 -0.2533 0.3654
0.75 -0.5790 0.3147 -0.9064 -0.0111 -0.2394 0.3770
1.00 -1.6120 0.4673 -0.9278 -0.0203 -0.2355 0.3949
1.25 -1.7160 0.4763 -0.9482 -0.0200 -0.2921 0.4190
1.50 -2.1380 0.5222 -0.9333 0.0284 -0.3197 0.4251
2.00 -2.6900 0.5707 -0.9082 0.0400 -0.2770 0.4077
2.50 -2.9420 0.5671 -0.8270 0.0054 -0.2710 0.3959
""")
#: "After trials with different values b4 was fixed to be 15km for
#: all periods." (Sharma et al., 2009, p. 1201)
CONSTS = {
'b4': 15.0
}
#: Sharma et al. (2009) does not use VS30 so no threshhold is given.
#: A value of 760 m/s was selected. This is consistent with
#: :mod:`openquake.hazardlib.gsim.atkinson_boore_2003`,
#: corresponds to NEHRP class A/B, and is close to the
#: threshhold for Eurocode 8 Class 8 (800 m/s).
NEHRP_BC_BOUNDARY = 760.
#: Rake threshhold of 30 degrees was selected, same as
#: :mod:`openquake.hazardlib.gsim.boore_atkinson_2008` and
#: :mod:`openquake.hazardlib.gsim.campbell_bozorgnia_2008`.
#: Contrast with 45 degree threshhold used by 30 degree
#: threshhold used in :mod:`openquake.hazardlib.gsim.zhao_2006`.
RAKE_THRESH = 30.
```