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Stokhos::LanczosProjPCEBasis< ordinal_type, value_type > Class Template Reference

Generates three-term recurrence using the Lanczos procedure applied to a polynomial chaos expansion in another basis. More...

#include <Stokhos_LanczosProjPCEBasis.hpp>

Inheritance diagram for Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >:
Inheritance graph
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Public Member Functions

 LanczosProjPCEBasis (ordinal_type p, const Teuchos::RCP< const Stokhos::OrthogPolyApprox< ordinal_type, value_type > > &pce, const Teuchos::RCP< const Stokhos::Sparse3Tensor< ordinal_type, value_type > > &Cijk, bool normalize, bool limit_integration_order=false)
 Constructor. More...
 
 ~LanczosProjPCEBasis ()
 Destructor. More...
 
value_type getNewCoeffs (ordinal_type i) const
 Get new coefficients in this new basis. More...
 
void transformCoeffsFromLanczos (const value_type *in, value_type *out) const
 Map expansion coefficients from this basis to original. More...
 
- Public Member Functions inherited from Stokhos::RecurrenceBasis< ordinal_type, value_type >
virtual ~RecurrenceBasis ()
 Destructor. More...
 
virtual void getRecurrenceCoefficients (Teuchos::Array< value_type > &alpha, Teuchos::Array< value_type > &beta, Teuchos::Array< value_type > &delta, Teuchos::Array< value_type > &gamma) const
 Return recurrence coefficients defined by above formula. More...
 
virtual void evaluateBasesAndDerivatives (const value_type &point, Teuchos::Array< value_type > &vals, Teuchos::Array< value_type > &derivs) const
 Evaluate basis polynomials and their derivatives at given point point. More...
 
virtual void setQuadZeroTol (value_type tol)
 Set tolerance for zero in quad point generation. More...
 
virtual ordinal_type order () const
 Return order of basis (largest monomial degree $P$). More...
 
virtual ordinal_type size () const
 Return total size of basis (given by order() + 1). More...
 
virtual const Teuchos::Array
< value_type > & 
norm_squared () const
 Return array storing norm-squared of each basis polynomial. More...
 
virtual const value_type & norm_squared (ordinal_type i) const
 Return norm squared of basis polynomial i. More...
 
virtual Teuchos::RCP
< Stokhos::Dense3Tensor
< ordinal_type, value_type > > 
computeTripleProductTensor () const
 Compute triple product tensor. More...
 
virtual Teuchos::RCP
< Stokhos::Sparse3Tensor
< ordinal_type, value_type > > 
computeSparseTripleProductTensor (ordinal_type order) const
 Compute triple product tensor. More...
 
virtual Teuchos::RCP
< Teuchos::SerialDenseMatrix
< ordinal_type, value_type > > 
computeDerivDoubleProductTensor () const
 Compute derivative double product tensor. More...
 
virtual void evaluateBases (const value_type &point, Teuchos::Array< value_type > &basis_pts) const
 Evaluate each basis polynomial at given point point. More...
 
virtual value_type evaluate (const value_type &point, ordinal_type order) const
 Evaluate basis polynomial given by order order at given point point. More...
 
virtual void print (std::ostream &os) const
 Print basis to stream os. More...
 
virtual const std::string & getName () const
 Return string name of basis. More...
 
virtual ordinal_type quadDegreeOfExactness (ordinal_type n) const
 
virtual ordinal_type coefficientGrowth (ordinal_type n) const
 Evaluate coefficient growth rule for Smolyak-type bases. More...
 
virtual ordinal_type pointGrowth (ordinal_type n) const
 Evaluate point growth rule for Smolyak-type bases. More...
 
virtual LevelToOrderFnPtr getSparseGridGrowthRule () const
 Get sparse grid level_to_order mapping function. More...
 
virtual void setSparseGridGrowthRule (LevelToOrderFnPtr ptr)
 Set sparse grid rule. More...
 
- Public Member Functions inherited from Stokhos::OneDOrthogPolyBasis< ordinal_type, value_type >
 OneDOrthogPolyBasis ()
 Default constructor. More...
 
virtual ~OneDOrthogPolyBasis ()
 Destructor. More...
 
virtual void setSparseGridGrowthRule (LevelToOrderFnPtr ptr)=0
 Set sparse grid rule. More...
 

Protected Types

typedef WeightedVectorSpace
< ordinal_type, value_type > 
vectorspace_type
 
typedef DenseOperator
< ordinal_type, value_type > 
operator_type
 
typedef Stokhos::Lanczos
< vectorspace_type,
operator_type
lanczos_type
 
typedef lanczos_type::matrix_type matrix_type
 
typedef lanczos_type::vector_type vector_type
 

Protected Member Functions

 LanczosProjPCEBasis (ordinal_type p, const LanczosProjPCEBasis &basis)
 Copy constructor with specified order. More...
 
- Protected Member Functions inherited from Stokhos::RecurrenceBasis< ordinal_type, value_type >
 RecurrenceBasis (const std::string &name, ordinal_type p, bool normalize, GrowthPolicy growth=SLOW_GROWTH)
 Constructor to be called by derived classes. More...
 
 RecurrenceBasis (ordinal_type p, const RecurrenceBasis &basis)
 Copy constructor with specified order. More...
 
void normalizeRecurrenceCoefficients (Teuchos::Array< value_type > &alpha, Teuchos::Array< value_type > &beta, Teuchos::Array< value_type > &delta, Teuchos::Array< value_type > &gamma) const
 Normalize coefficients. More...
 

Protected Attributes

Teuchos::RCP< const
Stokhos::OrthogPolyApprox
< ordinal_type, value_type > > 
pce
 PCE Lanczos procedure is based on. More...
 
bool limit_integration_order
 Flag indicating whether to limit the integration order. More...
 
ordinal_type pce_sz
 Size of PC expansion. More...
 
Teuchos::Array< value_type > pce_norms
 Basis norms. More...
 
matrix_type Cijk_matrix
 Triple-product matrix used in generating lanczos vectors. More...
 
vector_type weights
 Weighting vector used in inner-products. More...
 
vector_type u0
 Initial Lanczos vector. More...
 
matrix_type lanczos_vecs
 Lanczos vectors. More...
 
vector_type new_pce
 Projection of pce in new basis. More...
 
- Protected Attributes inherited from Stokhos::RecurrenceBasis< ordinal_type, value_type >
std::string name
 Name of basis. More...
 
ordinal_type p
 Order of basis. More...
 
bool normalize
 Normalize basis. More...
 
GrowthPolicy growth
 Smolyak growth policy. More...
 
value_type quad_zero_tol
 Tolerance for quadrature points near zero. More...
 
LevelToOrderFnPtr sparse_grid_growth_rule
 Sparse grid growth rule (as determined by Pecos) More...
 
Teuchos::Array< value_type > alpha
 Recurrence $\alpha$ coefficients. More...
 
Teuchos::Array< value_type > beta
 Recurrence $\beta$ coefficients. More...
 
Teuchos::Array< value_type > delta
 Recurrence $\delta$ coefficients. More...
 
Teuchos::Array< value_type > gamma
 Recurrence $\gamma$ coefficients. More...
 
Teuchos::Array< value_type > norms
 Norms. More...
 

Private Member Functions

 LanczosProjPCEBasis (const LanczosProjPCEBasis &)
 
LanczosProjPCEBasisoperator= (const LanczosProjPCEBasis &b)
 

Implementation of Stokhos::OneDOrthogPolyBasis methods

virtual void getQuadPoints (ordinal_type quad_order, Teuchos::Array< value_type > &points, Teuchos::Array< value_type > &weights, Teuchos::Array< Teuchos::Array< value_type > > &values) const
 Get Gauss quadrature points, weights, and values of basis at points. More...
 
virtual Teuchos::RCP
< OneDOrthogPolyBasis
< ordinal_type, value_type > > 
cloneWithOrder (ordinal_type p) const
 Clone this object with the option of building a higher order basis. More...
 

Implementation of Stokhos::RecurrenceBasis methods

virtual bool computeRecurrenceCoefficients (ordinal_type n, Teuchos::Array< value_type > &alpha, Teuchos::Array< value_type > &beta, Teuchos::Array< value_type > &delta, Teuchos::Array< value_type > &gamma) const
 Compute recurrence coefficients. More...
 
virtual void setup ()
 Setup basis after computing recurrence coefficients. More...
 

Additional Inherited Members

- Public Types inherited from Stokhos::RecurrenceBasis< ordinal_type, value_type >
typedef OneDOrthogPolyBasis
< ordinal_type, value_type >
::LevelToOrderFnPtr 
LevelToOrderFnPtr
 Function pointer needed for level_to_order mappings. More...
 
- Public Types inherited from Stokhos::OneDOrthogPolyBasis< ordinal_type, value_type >
typedef int(* LevelToOrderFnPtr )(int level, int growth)
 Function pointer needed for level_to_order mappings. More...
 

Detailed Description

template<typename ordinal_type, typename value_type>
class Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >

Generates three-term recurrence using the Lanczos procedure applied to a polynomial chaos expansion in another basis.

Definition at line 52 of file Stokhos_LanczosProjPCEBasis.hpp.

Member Typedef Documentation

template<typename ordinal_type, typename value_type>
typedef WeightedVectorSpace<ordinal_type,value_type> Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::vectorspace_type
protected

Definition at line 134 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
typedef DenseOperator<ordinal_type,value_type> Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::operator_type
protected

Definition at line 135 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
typedef Stokhos::Lanczos<vectorspace_type, operator_type> Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::lanczos_type
protected

Definition at line 136 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
typedef lanczos_type::matrix_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::matrix_type
protected

Definition at line 137 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
typedef lanczos_type::vector_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::vector_type
protected

Definition at line 138 of file Stokhos_LanczosProjPCEBasis.hpp.

Constructor & Destructor Documentation

template<typename ordinal_type, typename value_type>
Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::LanczosProjPCEBasis ( ordinal_type  p,
const Teuchos::RCP< const Stokhos::OrthogPolyApprox< ordinal_type, value_type > > &  pce,
const Teuchos::RCP< const Stokhos::Sparse3Tensor< ordinal_type, value_type > > &  Cijk,
bool  normalize,
bool  limit_integration_order = false 
)

Constructor.

Parameters
porder of the basis
pcepolynomial chaos expansion defining new density function
quadquadrature data for basis of PC expansion

Definition at line 16 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type , typename value_type >
Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::~LanczosProjPCEBasis ( )

Destructor.

Definition at line 71 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type>
Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::LanczosProjPCEBasis ( ordinal_type  p,
const LanczosProjPCEBasis< ordinal_type, value_type > &  basis 
)
protected

Copy constructor with specified order.

Definition at line 221 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type>
Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::LanczosProjPCEBasis ( const LanczosProjPCEBasis< ordinal_type, value_type > &  )
private

Member Function Documentation

template<typename ordinal_type, typename value_type>
void Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::getQuadPoints ( ordinal_type  quad_order,
Teuchos::Array< value_type > &  points,
Teuchos::Array< value_type > &  weights,
Teuchos::Array< Teuchos::Array< value_type > > &  values 
) const
virtual

Get Gauss quadrature points, weights, and values of basis at points.

Reimplemented from Stokhos::RecurrenceBasis< ordinal_type, value_type >.

Definition at line 78 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type >
Teuchos::RCP< Stokhos::OneDOrthogPolyBasis< ordinal_type, value_type > > Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::cloneWithOrder ( ordinal_type  p) const
virtual

Clone this object with the option of building a higher order basis.

This method is following the Prototype pattern (see Design Pattern's textbook). The slight variation is that it allows the order of the polynomial to be modified, otherwise an exact copy is formed. The use case for this is creating basis functions for column indices in a spatially varying adaptive refinement context.

Implements Stokhos::OneDOrthogPolyBasis< ordinal_type, value_type >.

Definition at line 118 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type >
value_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::getNewCoeffs ( ordinal_type  i) const

Get new coefficients in this new basis.

Definition at line 128 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type , typename value_type>
void Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::transformCoeffsFromLanczos ( const value_type *  in,
value_type *  out 
) const

Map expansion coefficients from this basis to original.

Definition at line 136 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type>
bool Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::computeRecurrenceCoefficients ( ordinal_type  n,
Teuchos::Array< value_type > &  alpha,
Teuchos::Array< value_type > &  beta,
Teuchos::Array< value_type > &  delta,
Teuchos::Array< value_type > &  gamma 
) const
protectedvirtual

Compute recurrence coefficients.

Implements Stokhos::RecurrenceBasis< ordinal_type, value_type >.

Definition at line 152 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type , typename value_type >
void Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::setup ( )
protectedvirtual

Setup basis after computing recurrence coefficients.

Reimplemented from Stokhos::RecurrenceBasis< ordinal_type, value_type >.

Definition at line 205 of file Stokhos_LanczosProjPCEBasisImp.hpp.

template<typename ordinal_type, typename value_type>
LanczosProjPCEBasis& Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::operator= ( const LanczosProjPCEBasis< ordinal_type, value_type > &  b)
private

Member Data Documentation

template<typename ordinal_type, typename value_type>
Teuchos::RCP< const Stokhos::OrthogPolyApprox<ordinal_type, value_type> > Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::pce
protected

PCE Lanczos procedure is based on.

Definition at line 141 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
bool Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::limit_integration_order
protected

Flag indicating whether to limit the integration order.

Definition at line 144 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
ordinal_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::pce_sz
protected

Size of PC expansion.

Definition at line 147 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
Teuchos::Array<value_type> Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::pce_norms
protected

Basis norms.

Definition at line 150 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
matrix_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::Cijk_matrix
protected

Triple-product matrix used in generating lanczos vectors.

Definition at line 153 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
vector_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::weights
protected

Weighting vector used in inner-products.

Definition at line 156 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
vector_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::u0
protected

Initial Lanczos vector.

Definition at line 159 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
matrix_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::lanczos_vecs
mutableprotected

Lanczos vectors.

Definition at line 162 of file Stokhos_LanczosProjPCEBasis.hpp.

template<typename ordinal_type, typename value_type>
vector_type Stokhos::LanczosProjPCEBasis< ordinal_type, value_type >::new_pce
protected

Projection of pce in new basis.

Definition at line 165 of file Stokhos_LanczosProjPCEBasis.hpp.


The documentation for this class was generated from the following files: