openquake.hmtk.seismicity.smoothing.kernels package¶
Submodules¶
openquake.hmtk.seismicity.smoothing.kernels.base module¶
Module openquake.hmtk.seismicity.smoothing.kernels.base
implements the abstract base class for the smoothing kernels
- class openquake.hmtk.seismicity.smoothing.kernels.base.BaseSmoothingKernel[source]¶
Bases:
object
Abstract Base Class to smooth a grid according the sets of regular smoothing kernels
- abstract smooth_data(data, config)[source]¶
Applies the smoothing Kernel
- Parameters
data (numpy.ndarray) – Earthquake grid counts in the form [Longitude, Latitude, Depth, Count] where Longitude, Latitude and Depth correspond to the mid-points of each cell!
config (dict) – Algorithm configuration parameters
openquake.hmtk.seismicity.smoothing.kernels.isotropic_gaussian module¶
Module openquake.hmtk.seismicity.smoothing.kernels.isotropic_gaussian
imports openquake.hmtk.seismicity.smoothing.kernels.isotropic_gaussian.IsotropicGaussian
the simple isotropic Gaussian smoothing kernel as described by Frankel (1995)
Frankel, A. (1995) Mapping Seismic Hazard in the Central and Eastern United States. Seismological Research Letters. 66(4) 8 - 21
- class openquake.hmtk.seismicity.smoothing.kernels.isotropic_gaussian.IsotropicGaussian[source]¶
Bases:
openquake.hmtk.seismicity.smoothing.kernels.base.BaseSmoothingKernel
Applies a simple isotropic Gaussian smoothing using an Isotropic Gaussian Kernel - taken from Frankel (1995) approach
- smooth_data(data, config, is_3d=False)[source]¶
Applies the smoothing kernel to the data
- Parameters
data (np.ndarray) –
- Raw earthquake count in the form [Longitude, Latitude, Depth,
Count]
config (dict) – Configuration parameters must contain: * BandWidth: The bandwidth of the kernel (in km) (float) * Length_Limit: Maximum number of standard deviations
- Returns
smoothed_value: np.ndarray vector of smoothed values
Total (summed) rate of the original values
Total (summed) rate of the smoothed values