pygmm.akkar_sandikkaya_bommer_2014.AkkarSandikkayaBommer2014

class pygmm.akkar_sandikkaya_bommer_2014.AkkarSandikkayaBommer2014(scenario)[source]

Akkar, Sandikkaya, & Bommer (2014, [Akkar et al., 2014]) model.

The model is specified for three different distance metrics. However, the implementation uses only one distance metric. They are used in the following order:

  1. dist_jb

  2. dist_hyp

  3. dist_epi

This order was selected based on evaluation of the total standard deviation. To compute the response for differing metrics, call the model multiple times with different keywords.

Parameters:

scenario (pygmm.model.Scenario) – earthquake scenario

NAME = 'Akkar, Sandikkaya, & Bommer (2014)'

Long name of the model

ABBREV = 'ASB14'

Short name of the model

V_REF = 750.0
COEFF = {'dist_epi': rec.array([( 0.   ,  2.52977, 0.0029, -0.05496, -1.31001, 0.2529, 7.5, -0.5096, -0.1091,  0.0937, 6.75, 1000., 750., 2.5, 3.2, -0.41997, -0.28846, 0.6375, 0.3581, 0.7312),            (-1.   ,  6.13498, 0.0029, -0.12091, -1.04013, 0.2529, 7.5, -0.5096, -0.0616,  0.063 , 6.75, 1000., 750., 2.5, 3.2, -0.72057, -0.19688, 0.6143, 0.3485, 0.7063),            ( 0.01 ,  2.54832, 0.0029, -0.05434, -1.31268, 0.2529, 7.5, -0.5096, -0.1115,  0.0953, 6.75, 1000., 750., 2.5, 3.2, -0.41729, -0.28685, 0.6389, 0.3607, 0.7337),            ( 0.02 ,  2.6442 , 0.0029, -0.05452, -1.33135, 0.2529, 7.5, -0.5096, -0.104 ,  0.1029, 6.75, 1000., 750., 2.5, 3.2, -0.39998, -0.28241, 0.6434, 0.3615, 0.738 ),            ( 0.03 ,  2.77723, 0.0029, -0.05196, -1.35509, 0.2529, 7.5, -0.5096, -0.0973,  0.1148, 6.75, 1000., 750., 2.5, 3.2, -0.34799, -0.26842, 0.6569, 0.3617, 0.7499),            ( 0.04 ,  2.92666, 0.0029, -0.04657, -1.38259, 0.2529, 7.5, -0.5096, -0.0884,  0.1073, 6.75, 1000., 750., 2.5, 3.2, -0.27572, -0.24759, 0.6693, 0.353 , 0.7567),            ( 0.05 ,  3.09355, 0.0029, -0.04168, -1.41008, 0.2529, 7.5, -0.5096, -0.0853,  0.1052, 6.75, 1000., 750., 2.5, 3.2, -0.21231, -0.22385, 0.6773, 0.3612, 0.7676),            ( 0.075,  3.38462, 0.0029, -0.03506, -1.44268, 0.2529, 7.5, -0.5096, -0.0779,  0.0837, 6.75, 1000., 750., 2.5, 3.2, -0.14427, -0.17525, 0.6791, 0.3853, 0.7808),            ( 0.1  ,  3.61906, 0.0029, -0.03936, -1.4687 , 0.2529, 7.5, -0.5096, -0.0749,  0.0761, 6.75, 1000., 750., 2.5, 3.2, -0.27064, -0.29293, 0.6851, 0.416 , 0.8015),            ( 0.11 ,  3.66537, 0.0029, -0.04081, -1.47079, 0.2529, 7.5, -0.5096, -0.0704,  0.0707, 6.75, 1000., 750., 2.5, 3.2, -0.31025, -0.31837, 0.6884, 0.4163, 0.8045),            ( 0.12 ,  3.68544, 0.0029, -0.04295, -1.4652 , 0.2529, 7.5, -0.5096, -0.0604,  0.0653, 6.75, 1000., 750., 2.5, 3.2, -0.34796, -0.3386 , 0.696 , 0.4118, 0.8087),            ( 0.13 ,  3.70155, 0.0029, -0.04581, -1.45986, 0.2529, 7.5, -0.5096, -0.049 ,  0.0617, 6.75, 1000., 750., 2.5, 3.2, -0.39668, -0.36646, 0.6997, 0.4102, 0.8111),            ( 0.14 ,  3.70871, 0.0029, -0.04848, -1.45433, 0.2529, 7.5, -0.5096, -0.0377,  0.0581, 6.75, 1000., 750., 2.5, 3.2, -0.43996, -0.38417, 0.7032, 0.4028, 0.8104),            ( 0.15 ,  3.70477, 0.0029, -0.05156, -1.44613, 0.2529, 7.5, -0.5096, -0.0265,  0.0545, 6.75, 1000., 750., 2.5, 3.2, -0.48313, -0.39551, 0.7011, 0.3978, 0.8061),            ( 0.16 ,  3.65565, 0.0029, -0.0535 , -1.42989, 0.2529, 7.5, -0.5096, -0.0194,  0.0509, 6.75, 1000., 750., 2.5, 3.2, -0.52431, -0.40869, 0.6997, 0.3989, 0.8054),            ( 0.17 ,  3.59764, 0.0029, -0.05583, -1.4111 , 0.2529, 7.5, -0.5096, -0.0125,  0.0507, 6.75, 1000., 750., 2.5, 3.2, -0.5568 , -0.41528, 0.697 , 0.403 , 0.8051),            ( 0.18 ,  3.53732, 0.0029, -0.0583 , -1.39329, 0.2529, 7.5, -0.5096, -0.0056,  0.0502, 6.75, 1000., 750., 2.5, 3.2, -0.58922, -0.42717, 0.6956, 0.4041, 0.8045),            ( 0.19 ,  3.47722, 0.0029, -0.0609 , -1.37648, 0.2529, 7.5, -0.5096,  0.    ,  0.0497, 6.75, 1000., 750., 2.5, 3.2, -0.62635, -0.4413 , 0.6915, 0.4017, 0.7997),            ( 0.2  ,  3.40112, 0.0029, -0.0621 , -1.3577 , 0.2529, 7.5, -0.5096,  0.    ,  0.0493, 6.75, 1000., 750., 2.5, 3.2, -0.65315, -0.44644, 0.6922, 0.3965, 0.7977),            ( 0.22 ,  3.27214, 0.0029, -0.06461, -1.32624, 0.2529, 7.5, -0.5096,  0.    ,  0.0488, 6.75, 1000., 750., 2.5, 3.2, -0.68711, -0.44872, 0.6893, 0.4005, 0.7972),            ( 0.24 ,  3.15842, 0.0029, -0.06791, -1.29833, 0.2529, 7.5, -0.5096,  0.    ,  0.0483, 6.75, 1000., 750., 2.5, 3.2, -0.72744, -0.46341, 0.6942, 0.3919, 0.7972),            ( 0.26 ,  3.09498, 0.0029, -0.07344, -1.27945, 0.2529, 7.5, -0.5096,  0.    ,  0.0478, 6.75, 1000., 750., 2.5, 3.2, -0.77335, -0.48705, 0.6938, 0.3898, 0.7958),            ( 0.28 ,  2.9809 , 0.0029, -0.07698, -1.25442, 0.2529, 7.5, -0.5096,  0.    ,  0.0474, 6.75, 1000., 750., 2.5, 3.2, -0.80508, -0.47334, 0.6877, 0.3883, 0.7898),            ( 0.3  ,  2.87449, 0.0029, -0.08126, -1.22665, 0.2529, 7.5, -0.5096,  0.    ,  0.0469, 6.75, 1000., 750., 2.5, 3.2, -0.82609, -0.4573 , 0.6897, 0.3894, 0.792 ),            ( 0.32 ,  2.72364, 0.0029, -0.08387, -1.19143, 0.2529, 7.5, -0.5096,  0.    ,  0.0464, 6.75, 1000., 750., 2.5, 3.2, -0.8408 , -0.44267, 0.6947, 0.3941, 0.7987),            ( 0.34 ,  2.60904, 0.0029, -0.08816, -1.16231, 0.2529, 7.5, -0.5096,  0.    ,  0.0459, 6.75, 1000., 750., 2.5, 3.2, -0.86251, -0.43888, 0.6939, 0.3937, 0.7978),            ( 0.36 ,  2.54266, 0.0029, -0.09239, -1.14444, 0.2529, 7.5, -0.5096,  0.    ,  0.0459, 6.75, 1000., 750., 2.5, 3.2, -0.87479, -0.4382 , 0.6945, 0.3997, 0.8013),            ( 0.38 ,  2.46615, 0.0029, -0.09576, -1.127  , 0.2529, 7.5, -0.5096,  0.    ,  0.0429, 6.75, 1000., 750., 2.5, 3.2, -0.88522, -0.43678, 0.6971, 0.4012, 0.8043),            ( 0.4  ,  2.40119, 0.0029, -0.09885, -1.11318, 0.2529, 7.5, -0.5096,  0.    ,  0.04  , 6.75, 1000., 750., 2.5, 3.2, -0.89517, -0.43008, 0.6971, 0.4012, 0.8043),            ( 0.42 ,  2.3454 , 0.0029, -0.10198, -1.10318, 0.2529, 7.5, -0.5096,  0.    ,  0.0374, 6.75, 1000., 750., 2.5, 3.2, -0.90875, -0.4219 , 0.6955, 0.3946, 0.7996),            ( 0.44 ,  2.28213, 0.0029, -0.10464, -1.09241, 0.2529, 7.5, -0.5096,  0.    ,  0.0349, 6.75, 1000., 750., 2.5, 3.2, -0.91922, -0.40903, 0.6891, 0.3985, 0.796 ),            ( 0.46 ,  2.2344 , 0.0029, -0.10771, -1.08445, 0.2529, 7.5, -0.5096,  0.    ,  0.0323, 6.75, 1000., 750., 2.5, 3.2, -0.9267 , -0.39442, 0.6825, 0.4056, 0.7939),            ( 0.48 ,  2.20123, 0.0029, -0.11199, -1.07592, 0.2529, 7.5, -0.5096,  0.    ,  0.0297, 6.75, 1000., 750., 2.5, 3.2, -0.9372 , -0.38462, 0.6785, 0.4068, 0.7911),            ( 0.5  ,  2.16953, 0.0029, -0.11604, -1.06795, 0.2529, 7.5, -0.5096,  0.    ,  0.0271, 6.75, 1000., 750., 2.5, 3.2, -0.94614, -0.37408, 0.6751, 0.4065, 0.788 ),            ( 0.55 ,  2.03012, 0.0029, -0.12344, -1.04242, 0.2529, 7.5, -0.5096,  0.    ,  0.0245, 6.75, 1000., 750., 2.5, 3.2, -0.96564, -0.35582, 0.6788, 0.4087, 0.7923),            ( 0.6  ,  1.84644, 0.0029, -0.12745, -1.01046, 0.2529, 7.5, -0.5096,  0.    ,  0.0219, 6.75, 1000., 750., 2.5, 3.2, -0.98499, -0.34053, 0.6845, 0.4085, 0.7971),            ( 0.65 ,  1.6676 , 0.0029, -0.13195, -0.97801, 0.2529, 7.5, -0.5096,  0.    ,  0.0193, 6.75, 1000., 750., 2.5, 3.2, -0.99733, -0.30949, 0.6857, 0.4128, 0.8004),            ( 0.7  ,  1.53432, 0.0029, -0.13715, -0.95428, 0.2529, 7.5, -0.5096,  0.    ,  0.0167, 6.75, 1000., 750., 2.5, 3.2, -1.00469, -0.28772, 0.6902, 0.4101, 0.8028),            ( 0.75 ,  1.38296, 0.0029, -0.14169, -0.92585, 0.2529, 7.5, -0.5096,  0.    ,  0.0141, 6.75, 1000., 750., 2.5, 3.2, -1.00786, -0.28957, 0.6937, 0.4011, 0.8013),            ( 0.8  ,  1.28662, 0.0029, -0.14485, -0.91241, 0.2529, 7.5, -0.5096,  0.    ,  0.0115, 6.75, 1000., 750., 2.5, 3.2, -1.00606, -0.28555, 0.6884, 0.3962, 0.7943),            ( 0.85 ,  1.20114, 0.0029, -0.14922, -0.89909, 0.2529, 7.5, -0.5096,  0.    ,  0.0089, 6.75, 1000., 750., 2.5, 3.2, -1.01093, -0.28364, 0.6866, 0.3951, 0.7922),            ( 0.9  ,  1.09991, 0.0029, -0.1532 , -0.88377, 0.2529, 7.5, -0.5096,  0.    ,  0.0062, 6.75, 1000., 750., 2.5, 3.2, -1.01576, -0.28037, 0.6881, 0.3979, 0.7949),            ( 0.95 ,  1.01256, 0.0029, -0.157  , -0.8705 , 0.2529, 7.5, -0.5096,  0.    ,  0.0016, 6.75, 1000., 750., 2.5, 3.2, -1.01353, -0.2839 , 0.6904, 0.3955, 0.7957),            ( 1.   ,  0.94162, 0.0029, -0.16069, -0.86109, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.01331, -0.28702, 0.6922, 0.3965, 0.7977),            ( 1.1  ,  0.78017, 0.0029, -0.16727, -0.83743, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.0124 , -0.27669, 0.7047, 0.3819, 0.8015),            ( 1.2  ,  0.63219, 0.0029, -0.17174, -0.81877, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.00489, -0.27538, 0.7138, 0.3807, 0.809 ),            ( 1.3  ,  0.48905, 0.0029, -0.17712, -0.79698, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.98876, -0.25008, 0.7137, 0.3827, 0.8098),            ( 1.4  ,  0.38492, 0.0029, -0.18237, -0.78548, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.9776 , -0.23508, 0.7263, 0.3787, 0.8191),            ( 1.5  ,  0.36315, 0.0029, -0.1879 , -0.79498, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.98071, -0.24695, 0.7287, 0.3821, 0.8228),            ( 1.6  ,  0.28812, 0.0029, -0.19363, -0.78665, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.96369, -0.2287 , 0.7307, 0.3854, 0.8261),            ( 1.7  ,  0.18172, 0.0029, -0.19545, -0.77778, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.94634, -0.21655, 0.7322, 0.3751, 0.8227),            ( 1.8  ,  0.13021, 0.0029, -0.20069, -0.77282, 0.2529, 7.5, -0.5096,  0.    , -0.003 , 6.75, 1000., 750., 2.5, 3.2, -0.93606, -0.20302, 0.7316, 0.3749, 0.8221),            ( 1.9  ,  0.05074, 0.0029, -0.20386, -0.76574, 0.2529, 7.5, -0.5096,  0.    , -0.006 , 6.75, 1000., 750., 2.5, 3.2, -0.91408, -0.18228, 0.7341, 0.3761, 0.8248),            ( 2.   , -0.02806, 0.0029, -0.20666, -0.7626 , 0.2529, 7.5, -0.5096,  0.    , -0.009 , 6.75, 1000., 750., 2.5, 3.2, -0.91007, -0.17336, 0.7333, 0.3734, 0.8229),            ( 2.2  , -0.15016, 0.0029, -0.21319, -0.75952, 0.2529, 7.5, -0.5096,  0.    , -0.0141, 6.75, 1000., 750., 2.5, 3.2, -0.89376, -0.15463, 0.7277, 0.3794, 0.8207),            ( 2.4  , -0.26608, 0.0029, -0.2196 , -0.75011, 0.2529, 7.5, -0.5096,  0.    , -0.0284, 6.75, 1000., 750., 2.5, 3.2, -0.87052, -0.13181, 0.7199, 0.4025, 0.8248),            ( 2.6  , -0.39025, 0.0029, -0.2233 , -0.74326, 0.2529, 7.5, -0.5096,  0.    , -0.0408, 6.75, 1000., 750., 2.5, 3.2, -0.85889, -0.14066, 0.7171, 0.4049, 0.8235),            ( 2.8  , -0.49742, 0.0029, -0.22716, -0.74185, 0.2529, 7.5, -0.5096,  0.    , -0.0534, 6.75, 1000., 750., 2.5, 3.2, -0.86106, -0.13882, 0.7175, 0.409 , 0.8259),            ( 3.   , -0.64241, 0.0029, -0.23038, -0.73634, 0.2529, 7.5, -0.5096,  0.    , -0.0683, 6.75, 1000., 750., 2.5, 3.2, -0.85793, -0.13336, 0.7051, 0.4115, 0.8164),            ( 3.2  , -0.7667 , 0.0029, -0.23049, -0.72149, 0.2529, 7.5, -0.5096,  0.    , -0.078 , 6.75, 1000., 750., 2.5, 3.2, -0.82094, -0.1377 , 0.6876, 0.428 , 0.8099),            ( 3.4  , -0.80566, 0.0029, -0.23726, -0.72539, 0.2529, 7.5, -0.5096,  0.    , -0.0943, 6.75, 1000., 750., 2.5, 3.2, -0.84449, -0.15337, 0.675 , 0.4029, 0.7861),            ( 3.6  , -0.945  , 0.0029, -0.24437, -0.70115, 0.2529, 7.5, -0.5096,  0.    , -0.1278, 6.75, 1000., 750., 2.5, 3.2, -0.83216, -0.10884, 0.6571, 0.4252, 0.7827),            ( 3.8  , -0.98457, 0.0029, -0.2493 , -0.69696, 0.2529, 7.5, -0.5096,  0.    , -0.1744, 6.75, 1000., 750., 2.5, 3.2, -0.79216, -0.08884, 0.6438, 0.4243, 0.771 ),            ( 4.   , -0.93329, 0.0029, -0.25756, -0.7121 , 0.2529, 7.5, -0.5096,  0.    , -0.2231, 6.75, 1000., 750., 2.5, 3.2, -0.75645, -0.07749, 0.6241, 0.3659, 0.7235)],           dtype=[('period', '<f8'), ('a_1', '<f8'), ('a_2', '<f8'), ('a_3', '<f8'), ('a_4', '<f8'), ('a_5', '<f8'), ('a_6', '<f8'), ('a_7', '<f8'), ('a_8', '<f8'), ('a_9', '<f8'), ('c_1', '<f8'), ('v_con', '<f8'), ('v_ref', '<f8'), ('c', '<f8'), ('n', '<f8'), ('b_1', '<f8'), ('b_2', '<f8'), ('sd_within', '<f8'), ('sd_between', '<f8'), ('sd_total', '<f8')]), 'dist_hyp': rec.array([( 0.   ,  3.26685, 0.0029, -0.04846, -1.47905, 0.2529, 7.5, -0.5096, -0.1091,  0.0937, 6.75, 1000., 750., 2.5, 3.2, -0.41997, -0.28846, 0.6475, 0.3472, 0.7347),            (-1.   ,  6.72743, 0.0029, -0.11474, -1.17694, 0.2529, 7.5, -0.5096, -0.0616,  0.063 , 6.75, 1000., 750., 2.5, 3.2, -0.72057, -0.19688, 0.628 , 0.3312, 0.71  ),            ( 0.01 ,  3.28656, 0.0029, -0.04784, -1.48197, 0.2529, 7.5, -0.5096, -0.1115,  0.0953, 6.75, 1000., 750., 2.5, 3.2, -0.41729, -0.28685, 0.6492, 0.3481, 0.7366),            ( 0.02 ,  3.38936, 0.0029, -0.04796, -1.50214, 0.2529, 7.5, -0.5096, -0.104 ,  0.1029, 6.75, 1000., 750., 2.5, 3.2, -0.39998, -0.28241, 0.6543, 0.3508, 0.7424),            ( 0.03 ,  3.53155, 0.0029, -0.04537, -1.52781, 0.2529, 7.5, -0.5096, -0.0973,  0.1148, 6.75, 1000., 750., 2.5, 3.2, -0.34799, -0.26842, 0.6685, 0.3526, 0.7558),            ( 0.04 ,  3.68895, 0.0029, -0.03991, -1.55693, 0.2529, 7.5, -0.5096, -0.0884,  0.1073, 6.75, 1000., 750., 2.5, 3.2, -0.27572, -0.24759, 0.6816, 0.3513, 0.7668),            ( 0.05 ,  3.86581, 0.0029, -0.0349 , -1.58672, 0.2529, 7.5, -0.5096, -0.0853,  0.1052, 6.75, 1000., 750., 2.5, 3.2, -0.21231, -0.22385, 0.6899, 0.3659, 0.7809),            ( 0.075,  4.18224, 0.0029, -0.02826, -1.62527, 0.2529, 7.5, -0.5096, -0.0779,  0.0837, 6.75, 1000., 750., 2.5, 3.2, -0.14427, -0.17525, 0.6881, 0.3942, 0.793 ),            ( 0.1  ,  4.4375 , 0.0029, -0.03256, -1.65601, 0.2529, 7.5, -0.5096, -0.0749,  0.0761, 6.75, 1000., 750., 2.5, 3.2, -0.27064, -0.29293, 0.6936, 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-0.41997, -0.28846, 0.6201, 0.3501, 0.7121),            (-1.   ,  5.61201, 0.0029, -0.0998 , -0.98388, 0.2529, 7.5, -0.5096, -0.0616,  0.063 , 6.75, 1000., 750., 2.5, 3.2, -0.72057, -0.19688, 0.6014, 0.3311, 0.6865),            ( 0.01 ,  1.87032, 0.0029, -0.0274 , -1.23698, 0.2529, 7.5, -0.5096, -0.1115,  0.0953, 6.75, 1000., 750., 2.5, 3.2, -0.41729, -0.28685, 0.6215, 0.3526, 0.7146),            ( 0.02 ,  1.95279, 0.0029, -0.02715, -1.25363, 0.2529, 7.5, -0.5096, -0.104 ,  0.1029, 6.75, 1000., 750., 2.5, 3.2, -0.39998, -0.28241, 0.6266, 0.3555, 0.7204),            ( 0.03 ,  2.07006, 0.0029, -0.02403, -1.27525, 0.2529, 7.5, -0.5096, -0.0973,  0.1148, 6.75, 1000., 750., 2.5, 3.2, -0.34799, -0.26842, 0.641 , 0.3565, 0.7335),            ( 0.04 ,  2.20452, 0.0029, -0.01797, -1.30123, 0.2529, 7.5, -0.5096, -0.0884,  0.1073, 6.75, 1000., 750., 2.5, 3.2, -0.27572, -0.24759, 0.6534, 0.3484, 0.7405),            ( 0.05 ,  2.35413, 0.0029, -0.01248, -1.32632, 0.2529, 7.5, -0.5096, -0.0853,  0.1052, 6.75, 1000., 750., 2.5, 3.2, -0.21231, -0.22385, 0.6622, 0.3551, 0.7514),            ( 0.075,  2.63078, 0.0029, -0.00532, -1.35722, 0.2529, 7.5, -0.5096, -0.0779,  0.0837, 6.75, 1000., 750., 2.5, 3.2, -0.14427, -0.17525, 0.6626, 0.3759, 0.7618),            ( 0.1  ,  2.85412, 0.0029, -0.00925, -1.38182, 0.2529, 7.5, -0.5096, -0.0749,  0.0761, 6.75, 1000., 750., 2.5, 3.2, -0.27064, -0.29293, 0.667 , 0.4067, 0.7812),            ( 0.11 ,  2.89772, 0.0029, -0.01062, -1.38345, 0.2529, 7.5, -0.5096, -0.0704,  0.0707, 6.75, 1000., 750., 2.5, 3.2, -0.31025, -0.31837, 0.6712, 0.4059, 0.7844),            ( 0.12 ,  2.92748, 0.0029, -0.01291, -1.37997, 0.2529, 7.5, -0.5096, -0.0604,  0.0653, 6.75, 1000., 750., 2.5, 3.2, -0.34796, -0.3386 , 0.6768, 0.4022, 0.7873),            ( 0.13 ,  2.95162, 0.0029, -0.01592, -1.37627, 0.2529, 7.5, -0.5096, -0.049 ,  0.0617, 6.75, 1000., 750., 2.5, 3.2, -0.39668, -0.36646, 0.6789, 0.4017, 0.7888),            ( 0.14 ,  2.96299, 0.0029, -0.01866, -1.37155, 0.2529, 7.5, -0.5096, -0.0377,  0.0581, 6.75, 1000., 750., 2.5, 3.2, -0.43996, -0.38417, 0.6822, 0.3945, 0.7881),            ( 0.15 ,  2.96622, 0.0029, -0.02193, -1.3646 , 0.2529, 7.5, -0.5096, -0.0265,  0.0545, 6.75, 1000., 750., 2.5, 3.2, -0.48313, -0.39551, 0.6796, 0.3893, 0.7832),            ( 0.16 ,  2.93166, 0.0029, -0.02429, -1.35074, 0.2529, 7.5, -0.5096, -0.0194,  0.0509, 6.75, 1000., 750., 2.5, 3.2, -0.52431, -0.40869, 0.6762, 0.3928, 0.782 ),            ( 0.17 ,  2.88988, 0.0029, -0.02712, -1.33454, 0.2529, 7.5, -0.5096, -0.0125,  0.0507, 6.75, 1000., 750., 2.5, 3.2, -0.5568 , -0.41528, 0.6723, 0.396 , 0.7803),            ( 0.18 ,  2.84627, 0.0029, -0.03003, -1.31959, 0.2529, 7.5, -0.5096, -0.0056,  0.0502, 6.75, 1000., 750., 2.5, 3.2, -0.58922, -0.42717, 0.6694, 0.396 , 0.7778),            ( 0.19 ,  2.79778, 0.0029, -0.033  , -1.3045 , 0.2529, 7.5, -0.5096,  0.    ,  0.0497, 6.75, 1000., 750., 2.5, 3.2, -0.62635, -0.4413 , 0.6647, 0.3932, 0.7723),            ( 0.2  ,  2.73872, 0.0029, -0.03462, -1.28877, 0.2529, 7.5, -0.5096,  0.    ,  0.0493, 6.75, 1000., 750., 2.5, 3.2, -0.65315, -0.44644, 0.6645, 0.3842, 0.7676),            ( 0.22 ,  2.63479, 0.0029, -0.03789, -1.26125, 0.2529, 7.5, -0.5096,  0.    ,  0.0488, 6.75, 1000., 750., 2.5, 3.2, -0.68711, -0.44872, 0.66  , 0.3887, 0.766 ),            ( 0.24 ,  2.53886, 0.0029, -0.04173, -1.236  , 0.2529, 7.5, -0.5096,  0.    ,  0.0483, 6.75, 1000., 750., 2.5, 3.2, -0.72744, -0.46341, 0.6651, 0.3792, 0.7656),            ( 0.26 ,  2.48747, 0.0029, -0.04768, -1.21882, 0.2529, 7.5, -0.5096,  0.    ,  0.0478, 6.75, 1000., 750., 2.5, 3.2, -0.77335, -0.48705, 0.665 , 0.3754, 0.7636),            ( 0.28 ,  2.38739, 0.0029, -0.05178, -1.19543, 0.2529, 7.5, -0.5096,  0.    ,  0.0474, 6.75, 1000., 750., 2.5, 3.2, -0.80508, -0.47334, 0.659 , 0.3757, 0.7586),            ( 0.3  ,  2.3015 , 0.0029, -0.05672, -1.17072, 0.2529, 7.5, -0.5096,  0.    ,  0.0469, 6.75, 1000., 750., 2.5, 3.2, -0.82609, -0.4573 , 0.6599, 0.3816, 0.7623),            ( 0.32 ,  2.17298, 0.0029, -0.06015, -1.13847, 0.2529, 7.5, -0.5096,  0.    ,  0.0464, 6.75, 1000., 750., 2.5, 3.2, -0.8408 , -0.44267, 0.6654, 0.3866, 0.7696),            ( 0.34 ,  2.07474, 0.0029, -0.06508, -1.11131, 0.2529, 7.5, -0.5096,  0.    ,  0.0459, 6.75, 1000., 750., 2.5, 3.2, -0.86251, -0.43888, 0.6651, 0.3881, 0.7701),            ( 0.36 ,  2.01953, 0.0029, -0.06974, -1.09484, 0.2529, 7.5, -0.5096,  0.    ,  0.0459, 6.75, 1000., 750., 2.5, 3.2, -0.87479, -0.4382 , 0.6662, 0.3924, 0.7732),            ( 0.38 ,  1.95078, 0.0029, -0.07346, -1.07812, 0.2529, 7.5, -0.5096,  0.    ,  0.0429, 6.75, 1000., 750., 2.5, 3.2, -0.88522, -0.43678, 0.6698, 0.3945, 0.7773),            ( 0.4  ,  1.89372, 0.0029, -0.07684, -1.0653 , 0.2529, 7.5, -0.5096,  0.    ,  0.04  , 6.75, 1000., 750., 2.5, 3.2, -0.89517, -0.43008, 0.6697, 0.3962, 0.7781),            ( 0.42 ,  1.83717, 0.0029, -0.0801 , -1.05451, 0.2529, 7.5, -0.5096,  0.    ,  0.0374, 6.75, 1000., 750., 2.5, 3.2, -0.90875, -0.4219 , 0.6696, 0.389 , 0.7744),            ( 0.44 ,  1.77528, 0.0029, -0.08296, -1.04332, 0.2529, 7.5, -0.5096,  0.    ,  0.0349, 6.75, 1000., 750., 2.5, 3.2, -0.91922, -0.40903, 0.6641, 0.3929, 0.7716),            ( 0.46 ,  1.73155, 0.0029, -0.08623, -1.03572, 0.2529, 7.5, -0.5096,  0.    ,  0.0323, 6.75, 1000., 750., 2.5, 3.2, -0.9267 , -0.39442, 0.6575, 0.4009, 0.7701),            ( 0.48 ,  1.70132, 0.0029, -0.0907 , -1.02724, 0.2529, 7.5, -0.5096,  0.    ,  0.0297, 6.75, 1000., 750., 2.5, 3.2, -0.9372 , -0.38462, 0.654 , 0.4022, 0.7678),            ( 0.5  ,  1.67127, 0.0029, -0.0949 , -1.01909, 0.2529, 7.5, -0.5096,  0.    ,  0.0271, 6.75, 1000., 750., 2.5, 3.2, -0.94614, -0.37408, 0.6512, 0.4021, 0.7653),            ( 0.55 ,  1.53838, 0.0029, -0.10275, -0.99351, 0.2529, 7.5, -0.5096,  0.    ,  0.0245, 6.75, 1000., 750., 2.5, 3.2, -0.96564, -0.35582, 0.657 , 0.4057, 0.7722),            ( 0.6  ,  1.37505, 0.0029, -0.10747, -0.96429, 0.2529, 7.5, -0.5096,  0.    ,  0.0219, 6.75, 1000., 750., 2.5, 3.2, -0.98499, -0.34053, 0.663 , 0.406 , 0.7774),            ( 0.65 ,  1.21156, 0.0029, -0.11262, -0.93347, 0.2529, 7.5, -0.5096,  0.    ,  0.0193, 6.75, 1000., 750., 2.5, 3.2, -0.99733, -0.30949, 0.6652, 0.4124, 0.7827),            ( 0.7  ,  1.09262, 0.0029, -0.11835, -0.91162, 0.2529, 7.5, -0.5096,  0.    ,  0.0167, 6.75, 1000., 750., 2.5, 3.2, -1.00469, -0.28772, 0.6696, 0.4135, 0.787 ),            ( 0.75 ,  0.95211, 0.0029, -0.12347, -0.88393, 0.2529, 7.5, -0.5096,  0.    ,  0.0141, 6.75, 1000., 750., 2.5, 3.2, -1.00786, -0.28957, 0.6744, 0.4043, 0.7863),            ( 0.8  ,  0.85227, 0.0029, -0.12678, -0.86884, 0.2529, 7.5, -0.5096,  0.    ,  0.0115, 6.75, 1000., 750., 2.5, 3.2, -1.00606, -0.28555, 0.6716, 0.3974, 0.7804),            ( 0.85 ,  0.76564, 0.0029, -0.13133, -0.85442, 0.2529, 7.5, -0.5096,  0.    ,  0.0089, 6.75, 1000., 750., 2.5, 3.2, -1.01093, -0.28364, 0.6713, 0.3971, 0.78  ),            ( 0.9  ,  0.66856, 0.0029, -0.13551, -0.83929, 0.2529, 7.5, -0.5096,  0.    ,  0.0062, 6.75, 1000., 750., 2.5, 3.2, -1.01576, -0.28037, 0.6738, 0.3986, 0.7829),            ( 0.95 ,  0.58739, 0.0029, -0.13957, -0.82668, 0.2529, 7.5, -0.5096,  0.    ,  0.0016, 6.75, 1000., 750., 2.5, 3.2, -1.01353, -0.2839 , 0.6767, 0.3949, 0.7835),            ( 1.   ,  0.52349, 0.0029, -0.14345, -0.81838, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.01331, -0.28702, 0.6787, 0.3943, 0.7849),            ( 1.1  ,  0.3768 , 0.0029, -0.15051, -0.79691, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.0124 , -0.27669, 0.6912, 0.3806, 0.7891),            ( 1.2  ,  0.23251, 0.0029, -0.15527, -0.77813, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -1.00489, -0.27538, 0.7015, 0.3802, 0.7979),            ( 1.3  ,  0.10481, 0.0029, -0.16106, -0.75888, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.98876, -0.25008, 0.7017, 0.3803, 0.7981),            ( 1.4  ,  0.00887, 0.0029, -0.16654, -0.74871, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.9776 , -0.23508, 0.7141, 0.3766, 0.8073),            ( 1.5  , -0.01867, 0.0029, -0.17187, -0.75751, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.98071, -0.24695, 0.7164, 0.3799, 0.8109),            ( 1.6  , -0.0996 , 0.0029, -0.17728, -0.74823, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.96369, -0.2287 , 0.7198, 0.3817, 0.8147),            ( 1.7  , -0.21166, 0.0029, -0.17908, -0.73766, 0.2529, 7.5, -0.5096,  0.    ,  0.    , 6.75, 1000., 750., 2.5, 3.2, -0.94634, -0.21655, 0.7226, 0.3724, 0.8129),            ( 1.8  , -0.273  , 0.0029, -0.18438, -0.72996, 0.2529, 7.5, -0.5096,  0.    , -0.003 , 6.75, 1000., 750., 2.5, 3.2, -0.93606, -0.20302, 0.7241, 0.371 , 0.8136),            ( 1.9  , -0.35366, 0.0029, -0.18741, -0.72279, 0.2529, 7.5, -0.5096,  0.    , -0.006 , 6.75, 1000., 750., 2.5, 3.2, -0.91408, -0.18228, 0.7266, 0.3745, 0.8174),            ( 2.   , -0.42891, 0.0029, -0.19029, -0.72033, 0.2529, 7.5, -0.5096,  0.    , -0.009 , 6.75, 1000., 750., 2.5, 3.2, -0.91007, -0.17336, 0.7254, 0.3717, 0.8151),            ( 2.2  , -0.55307, 0.0029, -0.19683, -0.71662, 0.2529, 7.5, -0.5096,  0.    , -0.0141, 6.75, 1000., 750., 2.5, 3.2, -0.89376, -0.15463, 0.7207, 0.3758, 0.8128),            ( 2.4  , -0.67806, 0.0029, -0.20339, -0.70452, 0.2529, 7.5, -0.5096,  0.    , -0.0284, 6.75, 1000., 750., 2.5, 3.2, -0.87052, -0.13181, 0.7144, 0.3973, 0.8174),            ( 2.6  , -0.80494, 0.0029, -0.20703, -0.69691, 0.2529, 7.5, -0.5096,  0.    , -0.0408, 6.75, 1000., 750., 2.5, 3.2, -0.85889, -0.14066, 0.7122, 0.4001, 0.8169),            ( 2.8  , -0.91278, 0.0029, -0.21074, -0.6956 , 0.2529, 7.5, -0.5096,  0.    , -0.0534, 6.75, 1000., 750., 2.5, 3.2, -0.86106, -0.13882, 0.7129, 0.4025, 0.8187),            ( 3.   , -1.05642, 0.0029, -0.21392, -0.69085, 0.2529, 7.5, -0.5096,  0.    , -0.0683, 6.75, 1000., 750., 2.5, 3.2, -0.85793, -0.13336, 0.6997, 0.4046, 0.8083),            ( 3.2  , -1.17715, 0.0029, -0.21361, -0.67711, 0.2529, 7.5, -0.5096,  0.    , -0.078 , 6.75, 1000., 750., 2.5, 3.2, -0.82094, -0.1377 , 0.682 , 0.4194, 0.8006),            ( 3.4  , -1.22091, 0.0029, -0.21951, -0.68177, 0.2529, 7.5, -0.5096,  0.    , -0.0943, 6.75, 1000., 750., 2.5, 3.2, -0.84449, -0.15337, 0.6682, 0.3971, 0.7773),            ( 3.6  , -1.34547, 0.0029, -0.22724, -0.65918, 0.2529, 7.5, -0.5096,  0.    , -0.1278, 6.75, 1000., 750., 2.5, 3.2, -0.83216, -0.10884, 0.6508, 0.4211, 0.7752),            ( 3.8  , -1.3979 , 0.0029, -0.2318 , -0.65298, 0.2529, 7.5, -0.5096,  0.    , -0.1744, 6.75, 1000., 750., 2.5, 3.2, -0.79216, -0.08884, 0.6389, 0.415 , 0.7619),            ( 4.   , -1.37536, 0.0029, -0.23848, -0.66482, 0.2529, 7.5, -0.5096,  0.    , -0.2231, 6.75, 1000., 750., 2.5, 3.2, -0.75645, -0.07749, 0.6196, 0.3566, 0.7149)],           dtype=[('period', '<f8'), ('a_1', '<f8'), ('a_2', '<f8'), ('a_3', '<f8'), ('a_4', '<f8'), ('a_5', '<f8'), ('a_6', '<f8'), ('a_7', '<f8'), ('a_8', '<f8'), ('a_9', '<f8'), ('c_1', '<f8'), ('v_con', '<f8'), ('v_ref', '<f8'), ('c', '<f8'), ('n', '<f8'), ('b_1', '<f8'), ('b_2', '<f8'), ('sd_within', '<f8'), ('sd_between', '<f8'), ('sd_total', '<f8')])}
PERIODS = array([ 0.   , -1.   ,  0.01 ,  0.02 ,  0.03 ,  0.04 ,  0.05 ,  0.075,         0.1  ,  0.11 ,  0.12 ,  0.13 ,  0.14 ,  0.15 ,  0.16 ,  0.17 ,         0.18 ,  0.19 ,  0.2  ,  0.22 ,  0.24 ,  0.26 ,  0.28 ,  0.3  ,         0.32 ,  0.34 ,  0.36 ,  0.38 ,  0.4  ,  0.42 ,  0.44 ,  0.46 ,         0.48 ,  0.5  ,  0.55 ,  0.6  ,  0.65 ,  0.7  ,  0.75 ,  0.8  ,         0.85 ,  0.9  ,  0.95 ,  1.   ,  1.1  ,  1.2  ,  1.3  ,  1.4  ,         1.5  ,  1.6  ,  1.7  ,  1.8  ,  1.9  ,  2.   ,  2.2  ,  2.4  ,         2.6  ,  2.8  ,  3.   ,  3.2  ,  3.4  ,  3.6  ,  3.8  ,  4.   ])

Indices of the periods

INDICES_PSA = array([ 2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18,        19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35,        36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52,        53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63])

Indices for the spectral accelerations

INDEX_PGA = 0

Index of the peak ground acceleration

INDEX_PGV = 1

Index of the peak ground velocity

PARAMS = [<pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.CategoricalParameter object>]

Model parameters

__init__(scenario)[source]

Initialize the model.

Parameters:

scenario (Scenario)

INDEX_PGD = None

Index of the peak ground displacement

LIMITS = {}

Limits of model applicability

PGD_SCALE = 1.0

Scale factor to apply to get PGD in cm

PGV_SCALE = 1.0

Scale factor to apply to get PGV in cm/sec

interp_ln_spec_accels(periods, kind='linear')

Interpolate the spectral acceleration.

Interpolation of the spectral acceleration is done in natural log space.

Parameters:
  • periods (array_like) – spectral periods to interpolate the response.

  • kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

ln_spec_accels – interpolated spectral accelerations

Return type:

np.ndarray

interp_ln_stds(periods, kind='linear')

Interpolate the logarithmic standard deviation.

Interpolate the logarithmic standard deviation (\(\sigma_{\ln}\)) of spectral acceleration at the provided damping at specified periods.

Parameters:
  • periods (array_like) – spectral periods to interpolate the response.

  • kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

ln_stds – interpolated logarithmic standard deviations

Return type:

np.ndarray

interp_spec_accels(periods, kind='linear')

Interpolate the spectral acceleration.

Interpolation of the spectral acceleration is done in natural log space.

Parameters:
  • periods (array_like) – spectral periods to interpolate the response.

  • kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

spec_accels – interpolated spectral accelerations

Return type:

np.ndarray

property ln_std_pga: float

Peak ground accelaration log-standard deviation.

property ln_std_pgd: float

Peak ground displacement log-standard deviation.

property ln_std_pgv: float

Peak ground velocity log-standard deviation.

property ln_stds: ndarray

Pseudo-spectral accelerations log-standard deviation.

property periods: ndarray

Periods specified by the model.

property pga: float

Peak ground acceleration (PGA) computed by the model (g).

property pgd: float

Peak ground displacement (PGD) computed by the model (cm).

property pgv: float

Peak ground velocity (PGV) computed by the model (cm/sec).

property scenario
property spec_accels: ndarray

Pseudo-spectral accelerations computed by the model (g).