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CGAL 4.5 - 3D Mesh Generation
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Mesh Generation Functions

The two main functions to generate a mesh are make_mesh_3() and refine_mesh_3().

The other functions allow to optimize an existing mesh.

Functions

template<typename C3T3 >
Mesh_optimization_return_code CGAL::exude_mesh_3 (C3T3 &c3t3, double parameters::time_limit=0, double parameters::sliver_bound=0)
 The function exude_mesh_3() performs a sliver exudation process on a Delaunay mesh. More...
 
template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::lloyd_optimize_mesh_3 (C3T3 &c3t3, MeshDomain_3 domain, double parameters::time_limit=0, std::size_t parameters::max_iteration_number=0, double parameters::convergence=0.02, double parameters::freeze_bound=0.01, bool parameters::do_freeze=true)
 The function lloyd_optimize_mesh_3() is a mesh optimization process based on the minimization of a global energy function. More...
 
template<class C3T3 , class MeshDomain_3 , class MeshCriteria >
C3T3 CGAL::make_mesh_3 (MeshDomain_3 domain, MeshCriteria criteria, parameters::internal::Features_options features=parameters::features(domain), parameters::internal::Lloyd_options lloyd=parameters::no_lloyd(), parameters::internal::Odt_options odt=parameters::no_odt(), parameters::internal::Perturb_options perturb=parameters::perturb(), parameters::internal::Exude_options exude=parameters::exude())
 The function make_mesh_3() is a 3D mesh generator. More...
 
template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::odt_optimize_mesh_3 (C3T3 &c3t3, MeshDomain_3 domain, double parameters::time_limit=0, std::size_t parameters::max_iteration_number=0, double parameters::convergence=0.02, double parameters::freeze_bound=0.01, bool parameters::do_freeze=true)
 The function odt_optimize_mesh_3() is a mesh optimization process based on the minimization of a global energy function. More...
 
template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::perturb_mesh_3 (C3T3 &c3t3, MeshDomain_3 domain, double parameters::time_limit=0, double parameters::sliver_bound=0)
 The function perturb_mesh_3() is a mesh optimizer that improves the quality of a Delaunay mesh by changing the mesh vertices positions. More...
 
template<class C3T3 , class MeshDomain_3 , class MeshCriteria >
void CGAL::refine_mesh_3 (C3T3 &c3t3, MeshDomain_3 mesh_domain, MeshCriteria mesh_criteria, parameters::internal::Lloyd_options lloyd=parameters::no_lloyd(), parameters::internal::Odt_options odt=parameters::no_odt(), parameters::internal::Perturb_options perturb=parameters::perturb(), parameters::internal::Exude_options exude=parameters::exude())
 The function refine_mesh_3() is a 3D mesh generator. More...
 

Function Documentation

template<typename C3T3 >
Mesh_optimization_return_code CGAL::exude_mesh_3 ( C3T3 &  c3t3,
double parameters::time_limit  = 0,
double parameters::sliver_bound  = 0 
)

The function exude_mesh_3() performs a sliver exudation process on a Delaunay mesh.

The sliver exudation process consists in turning the Delaunay triangulation into a weighted Delaunay triangulation and optimizing the weights of vertices in such a way that slivers disappear and the quality of the mesh improves.

Precondition
time_limit \( \geq\) 0 and 0 \( \leq\) sliver_bound \( \leq\) 180
Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. The argument c3t3, passed by reference, provides the initial mesh and is modified by the algorithm to represent the final optimized mesh.

The function has two optional parameters which are named parameters (we use the Boost.Parameter library). Therefore, when calling the function, the parameters can be provided in any order provided that the names of the parameters are used (see example at the bottom of this page).

Named Parameters

  • parameters::time_limit is used to set up, in seconds, a CPU time limit after which the optimization process is stopped. This time is measured using the Timer class. The default value is 0 and means that there is no time limit.
  • parameters::sliver_bound is designed to give, in degree, a targeted lower bound on dihedral angles of mesh cells. The exudation process considers in turn all the mesh cells that have a smallest dihedral angle less than sliver_bound and tries to make them disappear by weighting their vertices. The optimization process stops when every cell in the mesh achieves this quality. The default value is 0 and means that there is no targeted bound: the exuder then runs as long as it can improve the smallest dihedral angles of the set of cells incident to some vertices.
Returns
The function exude_mesh_3() returns a value of type CGAL::Mesh_optimization_return_code which is:

Example

// Exude without sliver_bound, using at most 10s CPU time
parameters::time_limit=10);
See Also
CGAL::Mesh_optimization_return_code
CGAL::make_mesh_3()
CGAL::refine_mesh_3()
CGAL::perturb_mesh_3()
CGAL::lloyd_optimize_mesh_3()
CGAL::odt_optimize_mesh_3()

#include <CGAL/exude_mesh_3.h>

Examples:
Mesh_3/mesh_implicit_domains.cpp, Mesh_3/mesh_implicit_domains_2.cpp, Mesh_3/mesh_implicit_ellipsoid.cpp, and Mesh_3/mesh_optimization_lloyd_example.cpp.
template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::lloyd_optimize_mesh_3 ( C3T3 &  c3t3,
MeshDomain_3  domain,
double parameters::time_limit  = 0,
std::size_t parameters::max_iteration_number  = 0,
double parameters::convergence  = 0.02,
double parameters::freeze_bound  = 0.01,
bool parameters::do_freeze  = true 
)

The function lloyd_optimize_mesh_3() is a mesh optimization process based on the minimization of a global energy function.

In lloyd_optimize_mesh_3(), the minimized global energy may be interpreted as the \( L^1\)-norm of the error achieved when the function \( x^2\) is interpolated on the mesh domain using a piecewise linear function which is linear in each cell of the Voronoi diagram of the mesh vertices.

The optimizer lloyd_optimize_mesh_3() works in iterative steps. At each iteration, mesh vertices are moved into positions that bring to zero the energy gradient and the Delaunay triangulation is updated. Vertices on the mesh boundaries are handled in a special way so as to preserve an accurate representation of the domain boundaries.

Precondition
time_limit \( \geq\) 0 and 0 \( \leq\) convergence \( \leq\) 1 and 0 \( \leq\) freeze_bound \( \leq\) 1
Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. The argument c3t3, passed by reference, provides the initial mesh and is modified by the algorithm to represent the final optimized mesh.
MeshDomain_3is required to be a model of the concept MeshDomain_3. The argument domain must be the MeshDomain_3 object used to create the c3t3 parameter.

The function has four optional parameters which are named parameters (we use the Boost.Parameter library). Therefore, when calling the function, the parameters can be provided in any order provided that the names of the parameters are used (see example at the bottom of this page).

Named Parameters

  • parameters::time_limit is used to set up, in seconds, a CPU time limit after which the optimization process is stopped. This time is measured using Timer. The default value is 0 and means that there is no time limit.
  • parameters::max_iteration_number sets a limit on the number of performed iterations. The default value of 0 means that there is no limit on the number of performed iterations.
  • parameters::convergence is a stopping criterion based on convergence: the optimization process is stopped, when at the last iteration, the displacement of any vertex is less than a given percentage of the length of the shortest edge incident to that vertex. The parameter convergence gives the threshold ratio.
  • parameters::freeze_bound is designed to reduce running time of each optimization iteration. Any vertex that has a displacement less than a given percentage of the length (the of its shortest incident edge, is frozen (i.e. is not relocated). The parameter freeze_bound gives the threshold ratio.
  • parameters::do_freeze completes the freeze_bound parameter. If it is set to true (default value), frozen vertices will not move anymore in next iterations. Otherwise, at each iteration, any vertex that moves, unfreezes all its incident vertices.
Returns
The function lloyd_optimize_mesh_3() returns a value of type CGAL::Mesh_optimization_return_code which is:

Example

// Lloyd-smoothing until convergence reaches 0.01, freezing vertices which
// move less than 0.001*shortest_incident_edge_length
domain,
parameters::convergence=0.01,
parameters::freeze_bound=0.001,
parameters::do_freeze=true);
See Also
CGAL::Mesh_optimization_return_code
CGAL::make_mesh_3()
CGAL::refine_mesh_3()
CGAL::exude_mesh_3()
CGAL::perturb_mesh_3()
CGAL::odt_optimize_mesh_3()

#include <CGAL/lloyd_optimize_mesh_3.h>

Examples:
Mesh_3/mesh_optimization_lloyd_example.cpp.
template<class C3T3 , class MeshDomain_3 , class MeshCriteria >
C3T3 CGAL::make_mesh_3 ( MeshDomain_3  domain,
MeshCriteria  criteria,
parameters::internal::Features_options  features = parameters::features(domain),
parameters::internal::Lloyd_options  lloyd = parameters::no_lloyd(),
parameters::internal::Odt_options  odt = parameters::no_odt(),
parameters::internal::Perturb_options  perturb = parameters::perturb(),
parameters::internal::Exude_options  exude = parameters::exude() 
)

The function make_mesh_3() is a 3D mesh generator.

It produces simplicial meshes which discretize 3D domains.

The mesh generation algorithm is a Delaunay refinement process followed by an optimization phase. The criteria driving the Delaunay refinement process may be tuned to achieve the user needs with respect to the size of mesh elements, the accuracy of boundaries approximation, etc.

The optimization phase is a sequence of optimization processes, including possibly a Lloyd smoothing, an odt-smoothing, a perturber and an exuder. Each optimization process can be activated or not, according to the user requirements and available time. By default, only the perturber and the exuder are activated. Note that the benefits of the exuder will be lost if the mesh is further refined afterward.

The function outputs the mesh to an object which provides iterators to traverse the resulting mesh data structure or can be written to a file (see Examples ).

Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. This is the return type. The type C3T3 is in particular required to provide a nested type C3T3::Triangulation for the 3D triangulation embedding the mesh. The vertex and cell base classes of the triangulation C3T3::Triangulation are required to be models of the concepts MeshVertexBase_3 and MeshCellBase_3 respectively.
MeshDomain_3is required to be a model of the concept MeshDomain_3, or of the refined concept MeshDomainWithFeatures_3 if the domain has corners and curve segments that need to be accurately represented in the mesh. The argument domain is the sole link through which the domain to be discretized is known by the mesh generation algorithm.
MeshCriteriahas to be a model of the concept MeshCriteria_3, or a model of the refined concept MeshCriteriaWithFeatures_3 if the domain has exposed features. The argument criteria of type MeshCriteria specifies the size and shape requirements for mesh tetrahedra and surface facets. These criteria form the rules which drive the refinement process. All mesh elements satisfy those criteria at the end of the refinement process. In addition, if the domain has features, the argument criteria provides a sizing field to guide the discretization of 1-dimensional exposed features.

Named Parameters

  • features allows the user to specify if 0 and 1-dimensional features actually have to be taken into account or not when the domain is a model of MeshDomainWithFeatures_3. The type Features of this parameter is an internal undescribed type. The library provides functions to construct appropriate values of that type.
    • parameters::features(domain) sets features according to the domain, i.e. 0 and 1-dimensional features are taken into account if domain is a MeshDomainWithFeatures_3. This is the default behavior if parameter features is not specified.
    • parameters::no_features() prevents the representation of 0 and 1-dimensional features in the mesh.

The four additional parameters are optimization parameters. They control which optimization processes are performed and allow the user to tune the parameters of the optimization processes. We do not describe the types of optimization parameters as they are internal types. The package defines two global functions for each optimization parameter to generate appropriate value of this parameter.

The optimization parameters can be passed in an arbitrary order. If one parameter is not passed, its default value is used. The default values are no_lloyd(), no_odt(), perturb() and exude().

Note that whatever may be the optimization processes activated, they are always launched in the order that is a suborder of the following (see user manual for further details): lloyd*, odt, perturb, exude.

Also beware, that optimization of the mesh is obtained by perturbing mesh vertices and modifying the mesh connectivity and that this has an impact on the strict compliance to the refinement criteria. Though a strict compliance to mesh criteria is granted at the end of the Delaunay refinement, this may no longer be true after some optimization processes. Also beware that the default behavior does involve some optimization processes.

See Also
refine_mesh_3()
parameters::features()
parameters::no_features()
exude_mesh_3()
perturb_mesh_3()
lloyd_optimize_mesh_3()
odt_optimize_mesh_3()
parameters::exude()
parameters::no_exude()
parameters::perturb()
parameters::no_perturb()
parameters::lloyd()
parameters::no_lloyd()
parameters::odt()
parameters::no_odt()

#include <CGAL/make_mesh_3.h>

template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::odt_optimize_mesh_3 ( C3T3 &  c3t3,
MeshDomain_3  domain,
double parameters::time_limit  = 0,
std::size_t parameters::max_iteration_number  = 0,
double parameters::convergence  = 0.02,
double parameters::freeze_bound  = 0.01,
bool parameters::do_freeze  = true 
)

The function odt_optimize_mesh_3() is a mesh optimization process based on the minimization of a global energy function.

In odt_optimize_mesh_3(), the minimized global energy may be interpreted as the \( L^1\)-norm of the error achieved when the function \( x^2\) is interpolated on the mesh domain using a piecewise linear function which is linear in each mesh cell.

The optimizer odt_optimize_mesh_3() works in iterative steps. At each iteration, mesh vertices are moved into positions that bring to zero the energy gradient and the Delaunay triangulation is updated. Vertices on the mesh boundaries are handled in a special way so as to preserve an accurate representation of the domain boundaries.

Precondition
time_limit \( \geq\) 0 and 0 \( \leq\) convergence \( \leq\) 1 and 0 \( \leq\) freeze_bound \( \leq\) 1
Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. The argument c3t3, passed by reference, provides the initial mesh and is modified by the algorithm to represent the final optimized mesh.
MeshDomain_3is required to be a model of the concept MeshDomain_3. The argument domain must be the MeshDomain_3 object used to create the c3t3 parameter.

The function has four optional parameters which are named parameters (we use the Boost.Parameter library). Therefore, when calling the function, the parameters can be provided in any order provided that the names of the parameters are used (see example at the bottom of this page).

Named Parameters

  • parameters::time_limit is used to set up, in seconds, a CPU time limit after which the optimization process is stopped. This time is measured using Timer. The default value is 0 and means that there is no time limit.
  • parameters::max_iteration_number sets a limit on the number of performed iterations. The default value of 0 means that there is no limit on the number of performed iterations.
  • parameters::convergence is a stopping criterion based on convergence: the optimization process is stopped, when at the last iteration, the displacement of any vertex is less than a given percentage of the length the shortest edge incident to that vertex. The parameter convergence gives the threshold ratio.
  • parameters::freeze_bound is designed to reduce running time of each optimization iteration. Any vertex that has a displacement less than a given percentage of the length (the of its shortest incident edge, is frozen (i.e. is not relocated). The parameter freeze_bound gives the threshold ratio.
  • parameters::do_freeze completes the freeze_bound parameter. If it is set to true (default value), frozen vertices will not move anymore in next iterations. Otherwise, at each iteration, any vertex that moves, unfreezes all its incident vertices.
Returns
The function odt_optimize_mesh_3() returns a value of type CGAL::Mesh_optimization_return_code which is:

Example

// 100 iterations of Odt-smoothing
domain,
parameters::max_iteration_number = 100,
parameters::convergence = 0);
See Also
CGAL::Mesh_optimization_return_code
CGAL::make_mesh_3()
CGAL::refine_mesh_3()
CGAL::exude_mesh_3()
CGAL::perturb_mesh_3()
CGAL::lloyd_optimize_mesh_3()

#include <CGAL/odt_optimize_mesh_3.h>

template<typename C3T3 , typename MeshDomain_3 >
Mesh_optimization_return_code CGAL::perturb_mesh_3 ( C3T3 &  c3t3,
MeshDomain_3  domain,
double parameters::time_limit  = 0,
double parameters::sliver_bound  = 0 
)

The function perturb_mesh_3() is a mesh optimizer that improves the quality of a Delaunay mesh by changing the mesh vertices positions.

The perturber tries to improve the dihedral angles of the worst cells in the mesh degree by degree: the step number n is considered as successful if after this step the worst tetrahedron of the mesh has a minimal dihedral angle larger than n degrees. The perturber exits if this is not the case.

Precondition
time_limit \( \geq\) 0 and 0 \( \leq\) sliver_bound \( \leq\) 180
Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. The argument c3t3, passed by reference, provides the initial mesh and is modified by the algorithm to represent the final optimized mesh.
MeshDomain_3is required to be a model of the concept MeshDomain_3. The argument domain must be the MeshDomain_3 object used to create the c3t3 parameter.

The function has two optional parameters which are named parameters (we use the Boost.Parameter library). Therefore, when calling the function, the parameters can be provided in any order provided that the names of the parameters are used (see example at the bottom of this page).

Named Parameters

  • parameters::time_limit is used to set up, in seconds, a CPU time limit after which the optimization process is stopped. This time is measured using Timer. The default value is 0 and means that there is no time limit.
  • parameters::sliver_bound is designed to give, in degree, a targeted lower bound on dihedral angles of mesh cells. The function perturb_mesh_3() runs as long as steps are successful and step number sliver_bound (after which the worst tetrahedron in the mesh has a smallest angle larger than sliver_bound degrees) has not been reached. The default value is 0 and means that there is no targeted bound: the perturber then runs as long as steps are successful.
Returns
The function perturb_mesh_3() returns a value of type CGAL::Mesh_optimization_return_code which is:

Example

// Perturb until every dihedral angle of the mesh is >= 10 degrees
// No time bound is set
domain,
parameters::sliver_bound = 10);
See Also
CGAL::Mesh_optimization_return_code
CGAL::make_mesh_3()
CGAL::refine_mesh_3()
CGAL::exude_mesh_3()
CGAL::lloyd_optimize_mesh_3()
CGAL::odt_optimize_mesh_3()

#include <CGAL/perturb_mesh_3.h>

Examples:
Mesh_3/mesh_implicit_domains.cpp, Mesh_3/mesh_implicit_domains_2.cpp, Mesh_3/mesh_implicit_ellipsoid.cpp, and Mesh_3/mesh_optimization_example.cpp.
template<class C3T3 , class MeshDomain_3 , class MeshCriteria >
void CGAL::refine_mesh_3 ( C3T3 &  c3t3,
MeshDomain_3  mesh_domain,
MeshCriteria  mesh_criteria,
parameters::internal::Lloyd_options  lloyd = parameters::no_lloyd(),
parameters::internal::Odt_options  odt = parameters::no_odt(),
parameters::internal::Perturb_options  perturb = parameters::perturb(),
parameters::internal::Exude_options  exude = parameters::exude() 
)

The function refine_mesh_3() is a 3D mesh generator.

It produces simplicial meshes which discretize 3D domains.

The mesh generation algorithm is a Delaunay refinement process followed by an optimization phase. The criteria driving the Delaunay refinement process may be tuned to achieve the user needs with respect to the size of mesh elements, the accuracy of boundaries approximation, etc.

The optimization phase is a succession of optimization processes, including possibly a Lloyd smoothing, an odt-smoothing, a perturber and an exuder. Each optimization process can be activated or not, according to the user requirements and available time. By default, only the perturber and the exuder are activated. Note that the benefits of the exuder will be lost if the mesh is further refined afterward.

Attention
The function template refine_mesh_3() may be used to refine a previously computed mesh, e.g.:
C3T3 c3t3 = CGAL::make_mesh_3<C3T3>(domain,criteria);
CGAL::refine_mesh_3(c3t3, domain, new_criteria);

Please note that we guarantee the result if and only if the domain does not change from one refinement to the next one.

Template Parameters
C3T3is required to be a model of the concept MeshComplex_3InTriangulation_3. The argument c3t3 is passed by reference as this object is modified by the refinement process. As the refinement process only adds points to the triangulation, all vertices of the triangulation of c3t3 remain in the mesh during the refinement process. Object c3t3 can be used to insert specific points in the domain to ensure that they will be contained in the final triangulation. The type C3T3 is in particular required to provide a nested type C3T3::Triangulation for the 3D triangulation embedding the mesh. The vertex and cell base classes of the triangulation C3T3::Triangulation are required to be models of the concepts MeshVertexBase_3 and MeshCellBase_3 respectively.
MeshDomain_3is required to be a model of the concept MeshDomain_3 or of the refined concept MeshDomainWithFeatures_3 if 0 and 1-dimensional features of the input complex have to be accurately represented in the mesh. The argument domain is the sole link through which the domain to be discretized is known by the mesh generation algorithm.
MeshCriteriahas to be a model of the concept MeshCriteria_3, or a model of the refined concept MeshCriteriaWithFeatures_3 if the domain has exposed features. The argument criteria of type MeshCriteria specifies the size and shape requirements for mesh tetrahedra and surface facets. These criteria form the rules which drive the refinement process. All mesh elements satisfy those criteria at the end of the refinement process. In addition, if the domain has features, the argument criteria provides a sizing field to guide the discretization of 1-dimensional exposed features.

The four additional parameters are optimization parameters. They control which optimization processes are performed and allow the user to tune the parameters of the optimization processes. We do not describe the types of optimization parameters as they are internal types. The package defines two global functions for each optimization parameter to generate appropriate value of this parameter.

Named Parameters

The optimization parameters can be passed in arbitrary order. If one parameter is not passed, its default value is used. The default values are no_lloyd(), no_odt(), perturb() and exude(). Note that whatever may be the optimization processes activated, they are always launched in the order that is a suborder of the following (see user manual for further details): lloyd*, odt, perturb, exude.

Beware that optimization of the mesh is obtained by perturbing mesh vertices and modifying the mesh connectivity and that this has an impact on the strict compliance to the refinement criteria. Though a strict compliance to mesh criteria is granted at the end of the Delaunay refinement, this may no longer be true after some optimization processes. Also beware that the default behavior does involve some optimization processes.

See Also
CGAL::make_mesh_3()
CGAL::exude_mesh_3()
CGAL::perturb_mesh_3()
CGAL::lloyd_optimize_mesh_3()
CGAL::odt_optimize_mesh_3()
CGAL::parameters::exude
CGAL::parameters::no_exude
CGAL::parameters::perturb
CGAL::parameters::no_perturb
CGAL::parameters::lloyd
CGAL::parameters::no_lloyd
CGAL::parameters::odt
CGAL::parameters::no_odt

#include <CGAL/refine_mesh_3.h>

Examples:
Mesh_3/mesh_polyhedral_domain.cpp.