Source code for pyrocko.dataset.crust2x2

# http://pyrocko.org - GPLv3
#
# The Pyrocko Developers, 21st Century
# ---|P------/S----------~Lg----------
'''
Interface to use CRUST2.0 model by Laske, Masters and Reif.

All functions defined in this module return SI units (m, m/s, kg/m^3).

.. rubric:: Citation

If you use this model, please refer to the
`REM web site <http://igppweb.ucsd.edu/~gabi/rem.html>`_  or cite:

Bassin, C., Laske, G. and Masters, G., The Current Limits of Resolution for
Surface Wave Tomography in North America, EOS Trans AGU, 81, F897, 2000. A
description of CRUST 5.1 can be found in: Mooney, Laske and Masters, Crust
5.1: a global crustal model at 5x5 degrees, JGR, 103, 727-747, 1998.

.. rubric:: Usage

::

    >>> from pyrocko import crust2x2
    >>> p = crust2x2.get_profile(10., 20.)
    >>> print p
    type, name:              G2, Archean 0.5 km seds.
    elevation:                           529
    crustal thickness:                 38500
    average vp, vs, rho:              6460.7          3665.1          2867.5
    mantle ave. vp, vs, rho:            8200            4700            3400

              0            3810            1940             920   ice
              0            1500               0            1020   water
            500            2500            1200            2100   soft sed.
              0            4000            2100            2400   hard sed.
          12500            6200            3600            2800   upper crust
          13000            6400            3600            2850   middle crust
          13000            6800            3800            2950   lower crust
    >>> print p.get_weeded()
    [[     0.    500.    500.  13000.  13000.  26000.  26000.  39000.  39000.]
     [  2500.   2500.   6200.   6200.   6400.   6400.   6800.   6800.   8200.]
     [  1200.   1200.   3600.   3600.   3600.   3600.   3800.   3800.   4700.]
     [  2100.   2100.   2800.   2800.   2850.   2850.   2950.   2950.   3400.]]


.. rubric:: Constants

============== ==============
Layer id       Layer name
============== ==============
LICE           ice
LWATER         water
LSOFTSED       soft sediments
LHARDSED       hard sediments
LUPPERCRUST    upper crust
LMIDDLECRUST   middle crust
LLOWERCRUST    lower crust
LBELOWCRUST    below crust
============== ==============

'''

import os
import copy
import math
from io import StringIO

import numpy as num


LICE, LWATER, LSOFTSED, LHARDSED, LUPPERCRUST, LMIDDLECRUST, \
    LLOWERCRUST, LBELOWCRUST = list(range(8))


[docs]class Crust2Profile(object): ''' Representation of a CRUST2.0 key profile. ''' layer_names = ( 'ice', 'water', 'soft sed.', 'hard sed.', 'upper crust', 'middle crust', 'lower crust', 'mantle') def __init__(self, ident, name, vp, vs, rho, thickness, elevation): self._ident = ident self._name = name self._vp = vp self._vs = vs self._rho = rho self._thickness = thickness self._crustal_thickness = None self._elevation = elevation
[docs] def get_weeded(self, include_waterlayer=False): ''' Get layers used in the profile. :param include_waterlayer: include water layer if ``True``. Default is ``False`` :returns: NumPy array with rows ``depth``, ``vp``, ``vs``, ``density`` ''' depth = 0. layers = [] for ilayer, thickness, vp, vs, rho in zip( range(8), self._thickness, self._vp[:-1], self._vs[:-1], self._rho[:-1]): if thickness == 0.0: continue if not include_waterlayer and ilayer == LWATER: continue layers.append([depth, vp, vs, rho]) layers.append([depth+thickness, vp, vs, rho]) depth += thickness layers.append([ depth, self._vp[LBELOWCRUST], self._vs[LBELOWCRUST], self._rho[LBELOWCRUST]]) return num.array(layers).T
[docs] def get_layer(self, ilayer): ''' Get parameters for a layer. :param ilayer: id of layer :returns: thickness, vp, vs, density ''' if ilayer == LBELOWCRUST: thickness = num.Inf else: thickness = self._thickness[ilayer] return thickness, self._vp[ilayer], self._vs[ilayer], self._rho[ilayer]
def set_elevation(self, elevation): self._elevation = elevation def set_layer_thickness(self, ilayer, thickness): self._thickness[ilayer] = thickness def elevation(self): return self._elevation def __str__(self): vvp, vvs, vrho, vthi = self.averages() return '''type, name: %s, %s elevation: %15.5g crustal thickness: %15.5g average vp, vs, rho: %15.5g %15.5g %15.5g mantle ave. vp, vs, rho: %15.5g %15.5g %15.5g %s''' % (self._ident, self._name, self._elevation, vthi, vvp, vvs, vrho, self._vp[LBELOWCRUST], self._vs[LBELOWCRUST], self._rho[LBELOWCRUST], '\n'.join([ '%15.5g %15.5g %15.5g %15.5g %s' % x for x in zip( self._thickness, self._vp[:-1], self._vs[:-1], self._rho[:-1], Crust2Profile.layer_names)]))
[docs] def crustal_thickness(self): ''' Get total crustal thickness. Takes into account ice layer. Does not take into account water layer. ''' return num.sum(self._thickness[3:]) + self._thickness[LICE]
[docs] def averages(self): ''' Get crustal averages for vp, vs, density and total crustal thickness. Takes into account ice layer. Does not take into account water layer. ''' vthi = self.crustal_thickness() vvp = num.sum(self._thickness[3:] / self._vp[3:-1]) + \ self._thickness[LICE] / self._vp[LICE] vvs = num.sum(self._thickness[3:] / self._vs[3:-1]) + \ self._thickness[LICE] / self._vs[LICE] vrho = num.sum(self._thickness[3:] * self._rho[3:-1]) + \ self._thickness[LICE] * self._rho[LICE] vvp = vthi / vvp vvs = vthi / vvs vrho = vrho / vthi return vvp, vvs, vrho, vthi
def _sa2arr(sa): return num.array([float(x) for x in sa], dtype=float) def _wrap(x, mi, ma): if mi <= x and x <= ma: return x return x - math.floor((x-mi)/(ma-mi)) * (ma-mi) def _clip(x, mi, ma): return min(max(mi, x), ma)
[docs]class Crust2(object): ''' Access CRUST2.0 model. :param directory: Directory with the data files which contain the CRUST2.0 model data. If this is set to ``None``, builtin CRUST2.0 files are used. ''' fn_keys = 'CNtype2_key.txt' fn_elevation = 'CNelevatio2.txt' fn_map = 'CNtype2.txt' nlo = 180 nla = 90 _instance = None def __init__(self, directory=None): self.profile_keys = [] self._directory = directory self._typemap = None self._load_crustal_model()
[docs] def get_profile(self, *args, **kwargs): ''' Get crustal profile at a specific location or raw profile for given key. Get profile for location ``(lat, lon)``, or raw profile for given string key. :rtype: instance of :py:class:`Crust2Profile` ''' lat = kwargs.pop('lat', None) lon = kwargs.pop('lon', None) if len(args) == 2: lat, lon = args if lat is not None and lon is not None: return self._typemap[self._indices(float(lat), float(lon))] else: return self._raw_profiles[args[0]]
def _indices(self, lat, lon): lat = _clip(lat, -90., 90.) lon = _wrap(lon, -180., 180.) dlo = 360./Crust2.nlo dla = 180./Crust2.nla cola = 90.-lat ilat = _clip(int(cola/dla), 0, Crust2.nla-1) ilon = int((lon+180.)/dlo) % Crust2.nlo return ilat, ilon def _load_crustal_model(self): if self._directory is not None: path_keys = os.path.join(self._directory, Crust2.fn_keys) f = open(path_keys, 'r') else: from .crust2x2_data import decode, type2_key, type2, elevation f = StringIO(decode(type2_key)) # skip header for i in range(5): f.readline() profiles = {} while True: line = f.readline() if not line: break ident, name = line.split(None, 1) line = f.readline() vp = _sa2arr(line.split()) * 1000. line = f.readline() vs = _sa2arr(line.split()) * 1000. line = f.readline() rho = _sa2arr(line.split()) * 1000. line = f.readline() toks = line.split() thickness = _sa2arr(toks[:-2]) * 1000. assert ident not in profiles profiles[ident] = Crust2Profile( ident.strip(), name.strip(), vp, vs, rho, thickness, 0.0) f.close() self._raw_profiles = profiles self.profile_keys = sorted(profiles.keys()) if self._directory is not None: path_map = os.path.join(self._directory, Crust2.fn_map) f = open(path_map, 'r') else: f = StringIO(decode(type2)) f.readline() # header amap = {} for ila, line in enumerate(f): keys = line.split()[1:] for ilo, key in enumerate(keys): amap[ila, ilo] = copy.deepcopy(profiles[key]) f.close() if self._directory is not None: path_elevation = os.path.join(self._directory, Crust2.fn_elevation) f = open(path_elevation, 'r') else: f = StringIO(decode(elevation)) f.readline() for ila, line in enumerate(f): for ilo, s in enumerate(line.split()[1:]): p = amap[ila, ilo] p.set_elevation(float(s)) if p.elevation() < 0.: p.set_layer_thickness(LWATER, -p.elevation()) f.close() self._typemap = amap
[docs] @staticmethod def instance(): ''' Get the global default Crust2 instance. ''' if Crust2._instance is None: Crust2._instance = Crust2() return Crust2._instance
[docs]def get_profile_keys(): ''' Get list of all profile keys. ''' crust2 = Crust2.instance() return list(crust2.profile_keys)
[docs]def get_profile(*args, **kwargs): ''' Get Crust2x2 profile for given location or profile key. Get profile for (lat,lon) or raw profile for given string key. ''' crust2 = Crust2.instance() return crust2.get_profile(*args, **kwargs)
[docs]def plot_crustal_thickness(crust2=None, filename='crustal_thickness.pdf'): ''' Create a quick and dirty plot of the crustal thicknesses defined in CRUST2.0. ''' if crust2 is None: crust2 = Crust2.instance() def func(lat, lon): return crust2.get_profile(lat, lon).crustal_thickness(), plot(func, filename, zscaled_unit='km', zscaled_unit_factor=0.001)
[docs]def plot_vp_belowcrust(crust2=None, filename='vp_below_crust.pdf'): ''' Create a quick and dirty plot of vp below the crust, as defined in CRUST2.0. ''' if crust2 is None: crust2 = Crust2.instance() def func(lat, lon): return crust2.get_profile(lat, lon).get_layer(LBELOWCRUST)[1] plot(func, filename, zscaled_unit='km/s', zscaled_unit_factor=0.001)
def plot(func, filename, **kwargs): nlats, nlons = 91, 181 lats = num.linspace(-90., 90., nlats) lons = num.linspace(-180., 180., nlons) vecfunc = num.vectorize(func, [float]) latss, lonss = num.meshgrid(lats, lons) thickness = vecfunc(latss, lonss) from pyrocko.plot import gmtpy cm = gmtpy.cm marg = (1.5*cm, 2.5*cm, 1.5*cm, 1.5*cm) p = gmtpy.Simple( width=20*cm, height=10*cm, margins=marg, with_palette=True, **kwargs) p.density_plot(gmtpy.tabledata(lons, lats, thickness.T)) p.save(filename)