Source code for openquake.hazardlib.gsim.ghofrani_atkinson_2014

# -*- coding: utf-8 -*-
# vim: tabstop=4 shiftwidth=4 softtabstop=4
#
# Copyright (C) 2015-2021 GEM Foundation
#
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# 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.
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# GNU Affero General Public License for more details.
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# 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:`GhofraniAtkinson2014`,
               :class:`GhofraniAtkinson2014Cascadia`,
               :class:`GhofraniAtkinson2014Lower`,
               :class:`GhofraniAtkinson2014Upper`,
               :class:`GhofraniAtkinson2014CascadiaLower`,
               :class:`GhofraniAtkinson2014CascadiaUpper`
"""
import numpy as np
# standard acceleration of gravity in m/s**2
from scipy.constants import g

from openquake.baselib.general import CallableDict
from openquake.hazardlib.gsim.base import GMPE, CoeffsTable
from openquake.hazardlib import const
from openquake.hazardlib.imt import PGA, PGV, SA


def _get_distance_term(C, rrup, backarc):
    """
    Returns the distance scaling term, which varies depending on whether
    the site is in the forearc or the backarc
    """
    # Geometric attenuation function
    distance_scale = -np.log10(np.sqrt(rrup ** 2 + 3600.0))
    # Anelastic attenuation in the backarc
    distance_scale[backarc] += (C["c2"] * rrup[backarc])
    # Anelastic Attenuation in the forearc
    idx = np.logical_not(backarc)
    distance_scale[idx] += (C["c1"] * rrup[idx])
    return distance_scale


def _get_magnitude_term(C, mag):
    """
    Returns the linear magnitude scaling term
    """
    return C["a"] + C["b"] * mag


_get_scaling_term = CallableDict()


@_get_scaling_term.add("base")
def _get_scaling_term_1(kind, C, rrup):
    """
    Returns a scaling term, which is over-ridden in subclasses
    """
    return 0.0


@_get_scaling_term.add("cascadia")
def _get_scaling_term_2(kind, C, rrup):
    """
    Applies the log of the Cascadia multiplicative factor (as defined in
    Table 2)
    """
    return C["af"]


@_get_scaling_term.add("upper")
def _get_scaling_term_3(kind, C, rrup):
    """
    Applies the positive correction factor given on Page 567
    """
    a_f = 0.15 + 0.0007 * rrup
    a_f[a_f > 0.35] = 0.35
    return a_f


@_get_scaling_term.add("lower")
def _get_scaling_term_4(kind, C, rrup):
    """
    Applies the negative correction factor given on Page 567
    """
    a_f = 0.15 + 0.0007 * rrup
    a_f[a_f > 0.35] = 0.35
    return -a_f


@_get_scaling_term.add("cascadia_upper")
def _get_scaling_term_5(kind, C, rrup):
    """
    Applies the Cascadia correction factor from Table 2 and the positive
    correction factor given on Page 567
    """
    a_f = 0.15 + 0.0007 * rrup
    a_f[a_f > 0.35] = 0.35
    return C["af"] + a_f


@_get_scaling_term.add("cascadia_lower")
def _get_scaling_term_6(kind, C, rrup):
    """
    Applies the Cascadia correction factor from Table 2 and the negative
    correction factor given on Page 567
    """
    a_f = 0.15 + 0.0007 * rrup
    a_f[a_f > 0.35] = 0.35
    return C["af"] - a_f


def _get_site_term(C, vs30):
    """
    Returns the linear site scaling term
    """
    return C["c3"] * np.log10(vs30 / 760.0)


[docs]class GhofraniAtkinson2014(GMPE): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) for large magnitude earthquakes, based on the Tohoku records. Ghofrani, H. and Atkinson, G. M. (2014) Ground Motion Prediction Equations for Interface Earthquakes of M7 to M9 based on Empirical Data from Japan. Bulletin of Earthquake Engineering, 12, 549 - 571 """ kind = "base" #: The GMPE is derived for subduction interface earthquakes in Japan DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.SUBDUCTION_INTERFACE #: Supported intensity measure types are peak ground acceleration, #: peak ground velocity and spectral acceleration DEFINED_FOR_INTENSITY_MEASURE_TYPES = {PGA, PGV, SA} #: Supported intensity measure component is assumed to be geometric mean DEFINED_FOR_INTENSITY_MEASURE_COMPONENT = const.IMC.AVERAGE_HORIZONTAL #: Supported standard deviation types is total. DEFINED_FOR_STANDARD_DEVIATION_TYPES = { const.StdDev.INTER_EVENT, const.StdDev.INTRA_EVENT, const.StdDev.TOTAL} #: The GMPE provides a Vs30-dependent site scaling term and a forearc/ #: backarc attenuation term REQUIRES_SITES_PARAMETERS = {'vs30', 'backarc'} #: Required rupture parameters are magnitude REQUIRES_RUPTURE_PARAMETERS = {'mag'} #: Required distance measure is rupture distance REQUIRES_DISTANCES = {'rrup'}
[docs] def compute(self, ctx, imts, mean, sig, tau, phi): """ See :meth:`superclass method <.base.GroundShakingIntensityModel.compute>` for spec of input and result values. """ for m, imt in enumerate(imts): C = self.COEFFS[imt] imean = (_get_magnitude_term(C, ctx.mag) + _get_distance_term(C, ctx.rrup, ctx.backarc) + _get_site_term(C, ctx.vs30) + _get_scaling_term(self.kind, C, ctx.rrup)) # Convert mean from cm/s and cm/s/s and from common logarithm to # natural logarithm if imt.string.startswith(('PGA', 'SA')): mean[m] = np.log((10.0 ** (imean - 2.0)) / g) else: mean[m] = np.log((10.0 ** (imean))) sig[m] = np.log(10.0 ** np.sqrt(C["tau"] ** 2. + C["sigma"] ** 2.)) tau[m] = np.log(10.0 ** C["tau"]) phi[m] = np.log(10.0 ** C["sigma"])
COEFFS = CoeffsTable(sa_damping=5, table=""" IMT c0 a b c1 c2 c3 sig_init af sigma tau sig_tot pgv 3.3900 0.8540 0.2795 -0.00070 -0.00099 -0.331 0.195 0.000 0.195 0.138 0.238 pga 4.6460 2.8193 0.1908 -0.00219 -0.00298 -0.219 0.284 -0.301 0.284 0.196 0.345 0.07 4.8880 3.1807 0.1759 -0.00236 -0.00329 -0.046 0.313 -0.357 0.313 0.215 0.380 0.09 5.0220 3.3592 0.1700 -0.00244 -0.00346 0.027 0.326 -0.357 0.326 0.220 0.393 0.11 5.0820 3.4483 0.1669 -0.00245 -0.00356 0.010 0.329 -0.319 0.329 0.218 0.394 0.14 5.0720 3.5005 0.1604 -0.00240 -0.00357 -0.082 0.324 -0.272 0.324 0.212 0.387 0.18 5.0510 3.4463 0.1650 -0.00235 -0.00358 -0.180 0.312 -0.237 0.312 0.206 0.374 0.22 5.0150 3.3178 0.1763 -0.00235 -0.00355 -0.289 0.310 -0.183 0.310 0.202 0.370 0.27 4.9580 3.2008 0.1839 -0.00233 -0.00346 -0.386 0.312 -0.114 0.312 0.199 0.370 0.34 4.9070 3.0371 0.1970 -0.00231 -0.00333 -0.438 0.307 -0.046 0.307 0.191 0.361 0.42 4.8200 2.7958 0.2154 -0.00224 -0.00315 -0.520 0.295 0.002 0.295 0.171 0.341 0.53 4.7060 2.5332 0.2331 -0.00213 -0.00290 -0.606 0.276 0.007 0.276 0.155 0.316 0.65 4.5870 2.3234 0.2435 -0.00200 -0.00262 -0.672 0.257 0.011 0.257 0.147 0.296 0.81 4.4640 2.1321 0.2522 -0.00183 -0.00234 -0.705 0.249 0.014 0.249 0.131 0.281 1.01 4.3360 1.9852 0.2561 -0.00158 -0.00205 -0.690 0.249 0.021 0.249 0.115 0.274 1.25 4.2140 1.8442 0.2599 -0.00133 -0.00177 -0.646 0.261 0.089 0.261 0.110 0.283 1.56 4.1050 1.6301 0.2730 -0.00112 -0.00152 -0.578 0.274 0.139 0.274 0.113 0.296 1.92 3.9900 1.4124 0.2851 -0.00086 -0.00125 -0.518 0.285 0.174 0.285 0.121 0.310 2.44 3.8290 1.1154 0.3015 -0.00059 -0.00097 -0.513 0.275 0.129 0.275 0.132 0.305 3.03 3.6570 0.7965 0.3197 -0.00039 -0.00075 -0.554 0.264 0.079 0.264 0.137 0.298 3.70 3.5020 0.5093 0.3361 -0.00023 -0.00057 -0.574 0.252 0.044 0.252 0.138 0.287 4.55 3.3510 0.2578 0.3497 -0.00005 -0.00040 -0.561 0.237 0.013 0.237 0.147 0.279 5.88 3.2320 -0.1469 0.3835 0.00000 -0.00027 -0.491 0.218 0.000 0.218 0.151 0.265 7.14 3.1220 -0.5012 0.4119 0.00000 -0.00019 -0.462 0.201 0.000 0.201 0.148 0.250 9.09 2.9850 -1.0932 0.4641 0.00000 -0.00019 -0.413 0.175 0.000 0.175 0.155 0.233 """)
[docs]class GhofraniAtkinson2014Cascadia(GhofraniAtkinson2014): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) adapted for application to Cascadia """ kind = "cascadia"
[docs]class GhofraniAtkinson2014Upper(GhofraniAtkinson2014): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) with the "upper" epistemic uncertainty model """ kind = "upper"
[docs]class GhofraniAtkinson2014Lower(GhofraniAtkinson2014): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) with the "lower" epistemic uncertainty model """ kind = "lower"
[docs]class GhofraniAtkinson2014CascadiaUpper(GhofraniAtkinson2014): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) with the "upper" epistemic uncertainty model and the Cascadia correction term. """ kind = "cascadia_upper"
[docs]class GhofraniAtkinson2014CascadiaLower(GhofraniAtkinson2014): """ Implements the Subduction Interface GMPE of Ghofrani & Atkinson (2014) with the "lower" epistemic uncertainty model and the Cascadia correction term. """ kind = "cascadia_lower"