discretize.CurvilinearMesh

class discretize.CurvilinearMesh(node_list, **kwargs)

Curvilinear mesh class.

Curvilinear meshes are numerical grids whose cells are general quadrilaterals (2D) or cuboid (3D); unlike tensor meshes (see TensorMesh) whose cells are rectangles or rectangular prisms. That being said, the combinatorial structure (i.e. connectivity of mesh cells) of curvilinear meshes is the same as tensor meshes.

Parameters:

node_listlist of array_like

List array_like containing the gridded x, y (and z) node locations.

• For a 2D curvilinear mesh, node_list = [X, Y] where X and Y have shape (n_nodes_x, n_nodes_y)

• For a 3D curvilinear mesh, node_list = [X, Y, Z] where X, Y and Z have shape (n_nodes_x, n_nodes_y, n_nodes_z)

Attributes

area	area has been deprecated.
average_cell_to_edge	Averaging operator from cell centers to edges (scalar quantities).
average_cell_to_face	Averaging operator from cell centers to faces (scalar quantities).
average_cell_vector_to_face	Averaging operator from cell centers to faces (vector quantities).
average_edge_to_cell	Averaging operator from edges to cell centers (scalar quantities).
average_edge_to_cell_vector	Averaging operator from edges to cell centers (vector quantities).
average_edge_to_face	Averaging operator from edges to faces.
average_edge_x_to_cell	Averaging operator from x-edges to cell centers (scalar quantities).
average_edge_y_to_cell	Averaging operator from y-edges to cell centers (scalar quantities).
average_edge_z_to_cell	Averaging operator from z-edges to cell centers (scalar quantities).
average_face_to_cell	Averaging operator from faces to cell centers (scalar quantities).
average_face_to_cell_vector	Averaging operator from faces to cell centers (vector quantities).
average_face_x_to_cell	Averaging operator from x-faces to cell centers (scalar quantities).
average_face_y_to_cell	Averaging operator from y-faces to cell centers (scalar quantities).
average_face_z_to_cell	Averaging operator from z-faces to cell centers (scalar quantities).
average_node_to_cell	Averaging operator from nodes to cell centers (scalar quantities).
average_node_to_edge	Averaging operator from nodes to edges (scalar quantities).
average_node_to_face	Averaging operator from nodes to faces (scalar quantities).
axis_u	Orientation of the first axis.
axis_v	Orientation of the second axis.
axis_w	Orientation of the third axis.
boundary_edge_vector_integral	Integrate a vector function on the boundary.
boundary_edges	Boundary edge locations.
boundary_face_outward_normals	Outward normal vectors of boundary faces.
boundary_face_scalar_integral	Represent the operation of integrating a scalar function on the boundary.
boundary_faces	Boundary face locations.
boundary_node_vector_integral	Integrate a vector function dotted with the boundary normal.
boundary_nodes	Boundary node locations.
cellGrad	cellGrad has been deprecated.
cellGradBC	cellGradBC has been deprecated.
cellGradx	cellGradx has been deprecated.
cellGrady	cellGrady has been deprecated.
cellGradz	cellGradz has been deprecated.
cell_centers	Return gridded cell center locations.
cell_gradient	Cell gradient operator (cell centers to faces).
cell_gradient_BC	Boundary conditions matrix for the cell gradient operator (Deprecated).
cell_gradient_x	X-derivative operator (cell centers to x-faces).
cell_gradient_y	Y-derivative operator (cell centers to y-faces).
cell_gradient_z	Z-derivative operator (cell centers to z-faces).
cell_volumes	Return cell volumes.
dim	The dimension of the mesh (1, 2, or 3).
edge	edge has been deprecated.
edgeCurl	edgeCurl has been deprecated.
edge_curl	Edge curl operator (edges to faces).
edge_lengths	Return lengths of all edges in the mesh.
edge_tangents	Unit tangent vectors for all mesh edges.
edges	Gridded edge locations.
edges_x	Gridded x-edge locations (staggered grid).
edges_y	Gridded y-edge locations (staggered grid).
edges_z	Gridded z-edge locations (staggered grid).
faceDiv	faceDiv has been deprecated.
faceDivx	faceDivx has been deprecated.
faceDivy	faceDivy has been deprecated.
faceDivz	faceDivz has been deprecated.
face_areas	Return areas of all faces in the mesh.
face_divergence	Face divergence operator (faces to cell-centres).
face_normals	Unit normal vectors for all mesh faces.
face_x_divergence	X-derivative operator (x-faces to cell-centres).
face_y_divergence	Y-derivative operator (y-faces to cell-centres).
face_z_divergence	Z-derivative operator (z-faces to cell-centres).
faces	Gridded face locations.
faces_x	Gridded x-face locations (staggered grid).
faces_y	Gridded y-face locations (staggered grid).
faces_z	Gridded z-face locations (staggered grid).
nCx	Number of cells in the x direction.
nCy	Number of cells in the y direction.
nCz	Number of cells in the z direction.
nNx	Number of nodes in the x-direction.
nNy	Number of nodes in the y-direction.
nNz	Number of nodes in the z-direction.
n_cells	Total number of cells in the mesh.
n_edges	Total number of edges in the mesh.
n_edges_per_direction	The number of edges in each direction.
n_edges_x	Number of x-edges in the mesh.
n_edges_y	Number of y-edges in the mesh.
n_edges_z	Number of z-edges in the mesh.
n_faces	Total number of faces in the mesh.
n_faces_per_direction	The number of faces in each axis direction.
n_faces_x	Number of x-faces in the mesh.
n_faces_y	Number of y-faces in the mesh.
n_faces_z	Number of z-faces in the mesh.
n_nodes	Total number of nodes in the mesh.
nodalGrad	nodalGrad has been deprecated.
nodalLaplacian	nodalLaplacian has been deprecated.
nodal_gradient	Nodal gradient operator (nodes to edges).
nodal_laplacian	Nodal scalar Laplacian operator (nodes to nodes).
node_list	The gridded x, y (and z) node locations used to create the mesh.
nodes	Return gridded node locations.
normals	normals has been deprecated.
orientation	Rotation matrix defining mesh axes relative to Cartesian.
origin	Origin or 'anchor point' of the mesh.
project_edge_to_boundary_edge	Projection matrix from all edges to boundary edges.
project_face_to_boundary_face	Projection matrix from all faces to boundary faces.
project_node_to_boundary_node	Projection matrix from all nodes to boundary nodes.
reference_is_rotated	Indicate whether mesh uses standard coordinate axes.
reference_system	Coordinate reference system.
rotation_matrix	Alias for orientation.
shape_cells	Number of cells in each coordinate direction.
shape_edges_x	Number of x-edges along each axis direction.
shape_edges_y	Number of y-edges along each axis direction.
shape_edges_z	Number of z-edges along each axis direction.
shape_faces_x	Number of x-faces along each axis direction.
shape_faces_y	Number of y-faces along each axis direction.
shape_faces_z	Number of z-faces along each axis direction.
shape_nodes	The number of nodes along each axis direction.
stencil_cell_gradient	Stencil for cell gradient operator (cell centers to faces).
stencil_cell_gradient_x	Differencing operator along x-direction (cell centers to x-faces).
stencil_cell_gradient_y	Differencing operator along y-direction (cell centers to y-faces).
stencil_cell_gradient_z	Differencing operator along z-direction (cell centers to z-faces).
tangents	tangents has been deprecated.
vol	vol has been deprecated.
x0	Alias for the origin.

Methods

cell_gradient_weak_form_robin([alpha, beta, ...])	Create Robin conditions pieces for weak form of the cell gradient operator (cell centers to faces).
closest_points_index(locations[, grid_loc, ...])	Find the indicies for the nearest grid location for a set of points.
copy()	Make a copy of the current mesh.
deserialize(value, **kwargs)	Create this mesh from a dictionary of attributes.
edge_divergence_weak_form_robin([alpha, ...])	Create Robin conditions pieces for weak form of the edge divergence operator (edges to nodes).
equals(other_mesh)	Compare the current mesh with another mesh to determine if they are identical.
from_omf(element)	Convert an omf object to a discretize mesh.
getBCProjWF(*args, **kwargs)	getBCProjWF has been removed.
getBCProjWF_simple(*args, **kwargs)	getBCProjWF_simple has been removed.
getEdgeInnerProduct(*args, **kwargs)	getEdgeInnerProduct has been removed.
getEdgeInnerProductDeriv(*args, **kwargs)	getEdgeInnerProductDeriv has been removed.
getFaceInnerProduct(*args, **kwargs)	getFaceInnerProduct has been removed.
getFaceInnerProductDeriv(*args, **kwargs)	getFaceInnerProductDeriv has been removed.
getInterpolationMat(*args, **kwargs)	getInterpolationMat has been removed.
get_BC_projections(BC[, discretization])	Create the weak form boundary condition projection matrices.
get_BC_projections_simple([discretization])	Create weak form boundary condition projection matrices for mixed boundary condition.
get_edge_inner_product([model, ...])	Generate the edge inner product matrix or its inverse.
get_edge_inner_product_deriv(model[, ...])	Get a function handle to multiply vector with derivative of edge inner product matrix (or its inverse).
get_edge_inner_product_line([model, ...])	Generate the edge inner product line matrix or its inverse.
get_edge_inner_product_line_deriv(model[, ...])	Get a function handle to multiply a vector with derivative of edge inner product line matrix (or its inverse).
get_edge_inner_product_surface([model, ...])	Generate the edge inner product surface matrix or its inverse.
get_edge_inner_product_surface_deriv(model)	Get a function handle to multiply a vector with derivative of edge inner product surface matrix (or its inverse).
get_face_inner_product([model, ...])	Generate the face inner product matrix or its inverse.
get_face_inner_product_deriv(model[, ...])	Get a function handle to multiply a vector with derivative of face inner product matrix (or its inverse).
get_face_inner_product_surface([model, ...])	Generate the face inner product matrix or its inverse.
get_face_inner_product_surface_deriv(model)	Get a function handle to multiply a vector with derivative of face inner product surface matrix (or its inverse).
get_interpolation_matrix(loc[, ...])	Construct a linear interpolation matrix from mesh.
plotGrid(*args, **kwargs)	plotGrid has been deprecated.
plotImage(*args, **kwargs)	plotImage has been deprecated.
plotSlice(*args, **kwargs)	plotSlice has been deprecated.
plot_3d_slicer(v[, xslice, yslice, zslice, ...])	Plot slices of a 3D volume, interactively (scroll wheel).
plot_grid([ax, nodes, faces, centers, ...])	Plot the grid for nodal, cell-centered and staggered grids.
plot_image(v[, v_type, grid, view, ax, ...])	Plot quantities defined on a given mesh.
plot_slice(v[, v_type, normal, ind, ...])	Plot a slice of fields on the given 3D mesh.
point2index(locs)	Find cells that contain the given points.
projectEdgeVector(*args, **kwargs)	projectEdgeVector has been removed.
projectFaceVector(*args, **kwargs)	projectFaceVector has been removed.
project_edge_vector(edge_vectors)	Project vectors to the edges of the mesh.
project_face_vector(face_vectors)	Project vectors onto the faces of the mesh.
r(*args, **kwargs)	r has been removed.
reshape(x[, x_type, out_type, return_format])	Reshape tensor quantities.
save([file_name, verbose])	Save the mesh to json.
serialize()	Represent the mesh's attributes as a dictionary.
setCellGradBC(*args, **kwargs)	setCellGradBC has been removed.
set_cell_gradient_BC(BC)	Set boundary conditions for derivative operators acting on cell-centered quantities.
toVTK([models])	Convert mesh (and models) to corresponding VTK or PyVista data object.
to_dict()	Represent the mesh's attributes as a dictionary.
to_omf([models])	Convert to an omf data object.
to_vtk([models])	Convert mesh (and models) to corresponding VTK or PyVista data object.
validate()	Return the validation state of the mesh.
writeVTK(file_name[, models, directory])	Convert mesh (and models) to corresponding VTK or PyVista data object then writes to file.
write_vtk(file_name[, models, directory])	Convert mesh (and models) to corresponding VTK or PyVista data object then writes to file.

Examples

Using the example_curvilinear_grid() utility, we provide an example of a curvilinear mesh.

>>> from discretize import CurvilinearMesh
>>> from discretize.utils import example_curvilinear_grid
>>> import matplotlib.pyplot as plt

The example grid slightly rotates the nodes in the center of the mesh,

>>> x, y = example_curvilinear_grid([10, 10], "rotate")
>>> x.shape
(11, 11)
>>> y.shape
(11, 11)
>>> curvilinear_mesh = CurvilinearMesh([x, y])
>>> curvilinear_mesh.shape_nodes
(11, 11)

>>> fig = plt.figure(figsize=(5,5))
>>> ax = fig.add_subplot(111)
>>> curvilinear_mesh.plot_grid(ax=ax)
>>> plt.show()

(Source code, png, pdf)

Galleries and Tutorials using discretize.CurvilinearMesh

Basic Forward 2D DC Resistivity

Basic Forward 2D DC Resistivity

Overview of Mesh Types

Overview of Mesh Types