KerMor  0.9
Model order reduction for nonlinear dynamical systems and nonlinear approximation
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dscomponents.ACompEvalCoreFun Class Referenceabstract

ACompEvalCoreFun: A normal CoreFun which supports single-component evaluation. More...

Detailed Description

ACompEvalCoreFun: A normal CoreFun which supports single-component evaluation.

This extra abilities are used within the approx.DEIM approximation.

Author
Daniel Wirtz
Date
2012-03-26
Change in 0.6:
(Daniel Wirtz, 2012-06-11) The evaluateComponentPartialDerivatives method now supports vectorized inputs.
New in 0.6:
(Daniel Wirtz, 2012-06-06) Added new methods ACompEvalCoreFun.evaluateJacobianSet and ACompEvalCoreFun.evaluateComponentPartialDerivatives to support jacobian entry evaluation for this class of functions (they inherit the same sparsity access to components). Also updated the test_CompEvalMatch to use random point sets and not only the full set (but that also)
New in 0.6:
(Daniel Wirtz, 2012-05-30) Added the ACompEvalCoreFun.evaluateComponentSetGradientsAt and ACompEvalCoreFun.evaluateComponentGradientsAt methods for efficient jacobian computation of the DEIM approximation. The evaluateComponentGradientsAt default implementation uses finite differences.
New in 0.6:
(Daniel Wirtz, 2012-03-26) Added this class.

This class is part of the framework

KerMor - Model Order Reduction using Kernels

Definition at line 18 of file ACompEvalCoreFun.m.

Public Member Functions

 ACompEvalCoreFun (sys)
 
function fx = evaluateComponentSet (integer nr,colvec< double > x,double t)
 Computes the full or reduced component functions of the given point set. More...
 
function fx = evaluateComponentSetMulti (integer nr,matrix< double > x,rowvec< double > t,matrix< double > mu)
 Computes the full component functions of the given point set. More...
 
function dfx = evaluateComponentSetGradientsAt (integer nr,colvec< double > x,double t)
 Computes the full/reduced gradients of all component functions of the given point set. More...
 
function J = evaluateJacobianSet (integer nr,colvec< double > x,double t)
 Returns the jacobian entries of the point set that have been specified using setPointSet's argument jpd. More...
 
function J = evaluateJacobianSetMulti (integer nr,matrix< double > x,rowvec< double > t,colvec< double > mu)
 Returns the jacobian entries at multiple locations/times/parameters of the point set that have been specified using setPointSet's argument jpd. More...
 
function  setPointSet (nr, pts, jpd)
 Parameters: pts: A row vector with the desired points jpd: ("Jacobian Partial Derivatives") A cell array of size equal to the number of points. Each cell contains the indices for which the partial derivatives of the corresponding component function will be computed when calling evaluateJacobianSet. More...
 
function target = project (V, W, target)
 
function copy = clone (copy)
 The interface method with returns a copy of the current class instance. More...
 
function res = test_ComponentEvalMatch (xsize)
 Tests if the local implementation of evaluateComponents matches the full evaluation. More...
 
- Public Member Functions inherited from dscomponents.ACoreFun
 ACoreFun (sys)
 
function  setSystem (sys)
 
function target = project (V, W, target)
 Sets the protected \(\vV,\vW\) matrices that can be utilized on core function evaluations after projection. More...
 
function fx = evaluate (x, t)
 Evaluates the f-approximation. Depending on a possible projection and the CustomProjection-property the function either calls the inner evaluation directly which assumes \(f = f^r(z)\) or projects the reduced state variable z into the original space and evaluates the function there, so via \(f = V'f(Vz)\). More...
 
function fx = evaluateMulti (colvec< double > x,double t,colvec< double > mu)
 Evaluates this function on multiple locations and maybe multiple times and parameters. More...
 
function  prepareSimulation (colvec< double > mu)
 A method that allows parameter-dependent computations to be performed before a simulation using this parameter starts. More...
 
function J = getStateJacobian (x, t)
 Default implementation of jacobian matrix evaluation via finite differences. More...
 
function J = getStateJacobianImpl (colvec< double > x,double t)
 Default implementation of state jacobians. uses finite differences. More...
 
function copy = clone (copy)
 The interface method with returns a copy of the current class instance. More...
 
function [ matrix< double > J ,
dx ] = 
getStateJacobianFD (x, t,rowvec< integer > partidx)
 Implementation of jacobian matrix evaluation via finite differences. More...
 
virtual function fx = evaluateCoreFun (colvec< double > x,double t)
 Actual method used to evaluate the dynamical sytems' core function. More...
 
function res = test_MultiArgEval (mudim)
 Convenience function that tests if a custom MultiArgumentEvaluation works as if called with single arguments. More...
 
function logical res = test_Jacobian (matrix< double > xa,rowvec< double > ta,matrix< double > mua)
 Tests the custom provided jacobian matrix against the default finite difference computed one. More...
 
- Public Member Functions inherited from KerMorObject
 KerMorObject ()
 Constructs a new KerMor object. More...
 
function  display ()
 disp(object2str(this)); More...
 
function bool = eq (B)
 Checks equality of two KerMor objects. More...
 
function bool = ne (B)
 Checks if two KerMorObjects are different. More...
 
function cn = getClassName ()
 Returns the simple class name of this object without packages. More...
 
- Public Member Functions inherited from DPCMObject
 DPCMObject ()
 Creates a new DPCM object. More...
 
 DPCMObject ()
 
- Public Member Functions inherited from general.AProjectable
function handle target = project (matrix< double > V,matrix< double > W,handle target)
 Returns a NEW INSTANCE of the projected object that does not rely on data of the old one via references (everything must be copied to ensure separability of reduced(=projected) versions and full versions, unless. More...
 
function copy = clone (copy)
 The interface method with returns a copy of the current class instance. More...
 

Public Attributes

 PointSets
 
- Public Attributes inherited from dscomponents.ACoreFun
logical TimeDependent = true
 Flag that indicates if the ACoreFun is (truly) time-dependent. More...
 
 CustomProjection = false
 Set this property if the projection process is customized by overriding the default project method. More...
 
sparse< logicalJSparsityPattern = "[]"
 Sparsity pattern for the jacobian matrix. More...
 
integer xDim = "[]"
 The current state space dimension of the function's argument \(x\). More...
 
integer fDim = "[]"
 The current output dimension of the function. More...
 
models.BaseFirstOrderSystem System
 The system associated with the current ACoreFun. More...
 
colvec< doublemu = "[]"
 The current model parameter mu for evaluations. Will not be persisted as only valid for runtime during simulations. More...
 
 Vcache
 
 Wcache
 
- Public Attributes inherited from DPCMObject
 WorkspaceVariableName = ""
 The workspace variable name of this class. Optional. More...
 
 ID = "[]"
 An ID that allows to uniquely identify this DPCMObject (at least within the current MatLab session/context). More...
 
 PropertiesChanged = "[]"
 The Dictionary containing all the property settings as key/value pairs. More...
 
- Public Attributes inherited from handle
 addlistener
 Creates a listener for the specified event and assigns a callback function to execute when the event occurs. More...
 
 notify
 Broadcast a notice that a specific event is occurring on a specified handle object or array of handle objects. More...
 
 delete
 Handle object destructor method that is called when the object's lifecycle ends. More...
 
 disp
 Handle object disp method which is called by the display method. See the MATLAB disp function. More...
 
 display
 Handle object display method called when MATLAB software interprets an expression returning a handle object that is not terminated by a semicolon. See the MATLAB display function. More...
 
 findobj
 Finds objects matching the specified conditions from the input array of handle objects. More...
 
 findprop
 Returns a meta.property objects associated with the specified property name. More...
 
 fields
 Returns a cell array of string containing the names of public properties. More...
 
 fieldnames
 Returns a cell array of string containing the names of public properties. See the MATLAB fieldnames function. More...
 
 isvalid
 Returns a logical array in which elements are true if the corresponding elements in the input array are valid handles. This method is Sealed so you cannot override it in a handle subclass. More...
 
 eq
 Relational functions example. See details for more information. More...
 
 transpose
 Transposes the elements of the handle object array. More...
 
 permute
 Rearranges the dimensions of the handle object array. See the MATLAB permute function. More...
 
 reshape
 hanges the dimensions of the handle object array to the specified dimensions. See the MATLAB reshape function. More...
 
 sort
 ort the handle objects in any array in ascending or descending order. More...
 
- Public Attributes inherited from general.AProjectable
 V
 The \(V\) matrix of the biorthogonal pair \(V,W\). More...
 
 W
 The \(W\) matrix of the biorthogonal pair \(V,W\). More...
 

Protected Member Functions

function matrix
< double > dfx = 
evaluateComponentGradientsAt (rowvec< integer > pts,rowvec< integer > ends,rowvec< integer > idx,rowvec< integer > self,colvec< double > x,double t)
 Default implementation of gradient computation via finite differences. More...
 
function dfx = evaluateComponentPartialDerivatives (rowvec< integer > pts,rowvec< integer > ends,rowvec< integer > idx,rowvec< integer > deriv,rowvec< integer > self,colvec< double > x,double t, dfxsel)
 Computes specified partial derivatives of \(f\) of the components given by pts and the selected partial derivatives by dfxsel. More...
 
function dfx = evaluateComponentPartialDerivativesMulti (pts, ends, idx, deriv, self,colvec< double > x,double t,colvec< double > mu, dfxsel)
 Multi-argument evaluation method for partial derivatives. Not used so far in KerMor, this is "legacy code" to keep around if needed at any stage as default finite difference-implementation. More...
 
function fx = evaluateComponentsMulti (pts, ends, idx, self,colvec< double > x,double t,colvec< double > mu)
 
virtual function fx = evaluateComponents (rowvec< integer > pts,rowvec< integer > ends,rowvec< integer > idx,rowvec< integer > self,matrix< double > x,rowvec< double > t,colvec< double > mu)
 This is the template method that actually evaluates the components at given points and values. More...
 
- Protected Member Functions inherited from KerMorObject
function  checkType (obj, type)
 Object typechecker. More...
 
- Protected Member Functions inherited from DPCMObject
function  registerProps (varargin)
 Call this method at any class that defines DPCM observed properties. More...
 
function  registerProps (varargin)
 

Static Protected Member Functions

static function obj = loadobj (obj, from)
 
- Static Protected Member Functions inherited from dscomponents.ACoreFun
static function obj = loadobj (obj, from)
 
- Static Protected Member Functions inherited from DPCMObject
static function obj = loadobj (obj, from)
 Re-register any registered change listeners! More...
 
static function obj = loadobj (obj, from)
 
- Static Protected Member Functions inherited from general.AProjectable
static function obj = loadobj (obj, from)
 

Protected Attributes

matrix< doubleS = {""}
 The x-component selection matrices (precomputed on setting PointSet/AltPointSet). �S� is passed to the function evaluating the components of �� or its derivatives. More...
 

Constructor & Destructor Documentation

dscomponents.ACompEvalCoreFun.ACompEvalCoreFun (   sys)

Definition at line 108 of file ACompEvalCoreFun.m.

Member Function Documentation

function copy = dscomponents.ACompEvalCoreFun.clone (   target)
virtual

The interface method with returns a copy of the current class instance.

Parameters
targetIf clone was called for a subclass of this class, target must contain the new instance of the subclass that is to be the cloned result.

Implements ICloneable.

Definition at line 415 of file ACompEvalCoreFun.m.

References S.

Referenced by general.DEIM.clone(), and project().

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function matrix< double > dfx = dscomponents.ACompEvalCoreFun.evaluateComponentGradientsAt ( rowvec< integer pts,
rowvec< integer ends,
rowvec< integer idx,
rowvec< integer self,
colvec< double x,
double  t 
)
protected

Default implementation of gradient computation via finite differences.

Override in subclasses for more performance if direct derivative information is available.

Parameters
ptsThe components of \(f\) for which derivatives are required
endsAt the \(i\)-th entry it contains the last position in the \(\vx\) vector that indicates an input value relevant for the \(i\)-th point evaluation, i.e. \(f_i(\vx) = f_i(\vx(ends(i-1){:}ends(i)));\)
idxThe indices of \(\vx\)-entries in the global \(\vx\) vector w.r.t the \(i\)-th point, e.g. \(xglobal(i-1:i+1) = \vx(ends(i-1):ends(i))\)
selfThe positions in the \(\vx\) vector that correspond to the \(i\)-th output dimension, if applicable (usually \(f_i\) depends on \(x_i\), but not necessarily)
xThe state space location \(\vx\)
tThe corresponding times \(t\) for the state \(\vx\)
Return values
dfxA length(pts) x size(x,1) matrix containing the non-zero elements of the gradients of each component function specified by pts.

Definition at line 500 of file ACompEvalCoreFun.m.

References evaluateComponents(), evaluateComponentsMulti(), I, dscomponents.ACoreFun.mu, and X.

Referenced by evaluateComponentSetGradientsAt().

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function dfx = dscomponents.ACompEvalCoreFun.evaluateComponentPartialDerivatives ( rowvec< integer pts,
rowvec< integer ends,
rowvec< integer idx,
rowvec< integer deriv,
rowvec< integer self,
colvec< double x,
double  t,
  dfxsel 
)
protected

Computes specified partial derivatives of \(f\) of the components given by pts and the selected partial derivatives by dfxsel.

Override in subclasses for optimized performance

See Also
setPointSet
Parameters
ptsThe components of \(f\) for which derivatives are required
endsAt the \(i\)-th entry it contains the last position in the \(\vx\) vector that indicates an input value relevant for the \(i\)-th point evaluation, i.e. \(f_i(\vx) = f_i(\vx(ends(i-1){:}ends(i)));\)
idxThe indices of \(\vx\)-entries in the global \(\vx\) vector w.r.t the \(i\)-th point, e.g. \(xglobal(i-1:i+1) = \vx(ends(i-1):ends(i))\)
derivThe indices within \(\vx\) that derivatives are required for.
selfThe positions in the \(\vx\) vector that correspond to the \(i\)-th output dimension, if applicable (usually \(f_i\) depends on \(x_i\), but not necessarily)
xThe state space location \(\vx\)
tThe corresponding times \(t\) for the state \(\vx\)
dfxselA derivative selection matrix. Contains the mapping for each row of x to the output points pts. As deriv might contain less than size(x,1) values, use
dfxsel(,deriv)'to select the mapping for the actually computed derivatives.
Return values
dfxA column vector with numel(deriv) rows containing the derivatives at all specified pts i with respect to the coordinates given by idx(ends(i-1):ends(i))

Definition at line 537 of file ACompEvalCoreFun.m.

References evaluateComponentsMulti(), I, dscomponents.ACoreFun.mu, and X.

Referenced by evaluateJacobianSet(), and evaluateJacobianSetMulti().

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function dfx = dscomponents.ACompEvalCoreFun.evaluateComponentPartialDerivativesMulti (   pts,
  ends,
  idx,
  deriv,
  self,
colvec< double x,
double  t,
colvec< double mu,
  dfxsel 
)
protected

Multi-argument evaluation method for partial derivatives. Not used so far in KerMor, this is "legacy code" to keep around if needed at any stage as default finite difference-implementation.

Parameters
xThe state variable vector \(\vx(t)\)
tThe current time(s) \(t \in [0, T]\)
muThe currently used parameter \(\vmu\). Set to \([]\) if not used.

Definition at line 581 of file ACompEvalCoreFun.m.

References evaluateComponentsMulti(), I, dscomponents.ACoreFun.mu, handle.reshape, t, and X.

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function fx = dscomponents.ACompEvalCoreFun.evaluateComponents ( rowvec< integer pts,
rowvec< integer ends,
rowvec< integer idx,
rowvec< integer self,
matrix< double x,
rowvec< double t,
colvec< double mu 
)
protectedpure virtual

This is the template method that actually evaluates the components at given points and values.

Attention
This method must be able to handle vector-arguments for \(\vx,t,\vmu\)!
Parameters
ptsThe components of \(\vf\) for which derivatives are required
endsAt the \(i\)-th entry it contains the last position in the \(\vx\) vector that indicates an input value relevant for the \(i\)-th point evaluation, i.e. \(f_i(\vx) = f_i(\vx(ends(i-1){:}ends(i)));\)
idxThe indices of \(\vx\)-entries in the global \(\vx\) vector w.r.t the \(i\)-th point, e.g. \(xglobal(i-1:i+1) = \vx(ends(i-1):ends(i))\)
selfThe positions in the \(\vx\) vector that correspond to the \(i\)-th output dimension, if applicable (usually \(f_i\) depends on \(x_i\), but not necessarily)
xA matrix \(\vX\) with the state space locations \(\vx_i\) in its columns
tThe corresponding times \(t_i\) for each state \(\vx_i\)
muThe currently used parameter \(\vmu\). Set to \([]\) if not used.
Return values
fxA matrix with pts-many component function evaluations \(f_i(\vx)\) as rows and as many columns as \(\vX\) had.

Referenced by evaluateComponentGradientsAt(), evaluateComponentSet(), and evaluateComponentsMulti().

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function fx = dscomponents.ACompEvalCoreFun.evaluateComponentSet ( integer  nr,
colvec< double x,
double  t 
)

Computes the full or reduced component functions of the given point set.

See Also
PointSet
Parameters
nrThe number of the PointSet to use.
xThe state space location \(\vx\)
tThe corresponding times \(t\) for the state \(\vx\)

Definition at line 113 of file ACompEvalCoreFun.m.

References evaluateComponents(), PointSets, and S.

Referenced by general.DEIM.evaluate().

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function dfx = dscomponents.ACompEvalCoreFun.evaluateComponentSetGradientsAt ( integer  nr,
colvec< double x,
double  t 
)

Computes the full/reduced gradients of all component functions of the given point set.

See Also
PointSet

Uses the template method, whose default implementation is via finite differences.

Parameters
nrThe number of the PointSet to use.
xThe state space location \(\vx\)
tThe corresponding times \(t\) for the state \(\vx\)

Definition at line 150 of file ACompEvalCoreFun.m.

References evaluateComponentGradientsAt(), PointSets, and S.

Referenced by general.DEIM.getStateJacobian().

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function fx = dscomponents.ACompEvalCoreFun.evaluateComponentSetMulti ( integer  nr,
matrix< double x,
rowvec< double t,
matrix< double mu 
)

Computes the full component functions of the given point set.

See Also
PointSet
Parameters
nrThe number of the PointSet to use.
xThe state space locations \(\vx\)
tThe corresponding times \(t\) for the state \(\vx\)
muThe corresponding parameters \(\mu\). Can be a single parameter or as many as the size of x

Definition at line 130 of file ACompEvalCoreFun.m.

References evaluateComponentsMulti(), PointSets, and S.

Referenced by general.DEIM.evaluateMulti(), general.DEIM.getEstimatedError(), and test_ComponentEvalMatch().

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function fx = dscomponents.ACompEvalCoreFun.evaluateComponentsMulti (   pts,
  ends,
  idx,
  self,
colvec< double x,
double  t,
colvec< double mu 
)
protected
Todo:
improve performance!
Parameters
xThe state variable vector \(\vx(t)\)
tThe current time(s) \(t \in [0, T]\)
muThe currently used parameter \(\vmu\). Set to \([]\) if not used.

Definition at line 607 of file ACompEvalCoreFun.m.

References evaluateComponents(), k, dscomponents.ACoreFun.mu, dscomponents.ACoreFun.prepareSimulation(), and t.

Referenced by evaluateComponentGradientsAt(), evaluateComponentPartialDerivatives(), evaluateComponentPartialDerivativesMulti(), and evaluateComponentSetMulti().

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function J = dscomponents.ACompEvalCoreFun.evaluateJacobianSet ( integer  nr,
colvec< double x,
double  t 
)

Returns the jacobian entries of the point set that have been specified using setPointSet's argument jpd.

See Also
setPointSet
Parameters
nrThe number of the PointSet to use.
xA state space column vector \(\vX\)
tThe corresponding time \(t\)
Return values
JThe values of the given points (linear indexing) in the Jacobian in each row.

Definition at line 180 of file ACompEvalCoreFun.m.

References evaluateComponentPartialDerivatives(), PointSets, and S.

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function J = dscomponents.ACompEvalCoreFun.evaluateJacobianSetMulti ( integer  nr,
matrix< double x,
rowvec< double t,
colvec< double mu 
)

Returns the jacobian entries at multiple locations/times/parameters of the point set that have been specified using setPointSet's argument jpd.

Multi-argument version of evaluateJacobianSet.

See Also
setPointSet
Parameters
nrThe number of the PointSet to use.
xA matrix \(\vX\) with the state space locations \(\vx_i\) in its columns
tThe corresponding times \(t_i\) for each state \(\vx_i\)
muThe currently used parameter \(\vmu\). Set to \([]\) if not used.
Return values
JThe values of the given points (linear indexing) in the Jacobian in each row, with as many columns as \(\vX\) had.

Definition at line 213 of file ACompEvalCoreFun.m.

References evaluateComponentPartialDerivatives(), dscomponents.ACoreFun.mu, PointSets, dscomponents.ACoreFun.prepareSimulation(), S, and t.

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static function obj = dscomponents.ACompEvalCoreFun.loadobj (   obj,
  from 
)
staticprotected

Definition at line 658 of file ACompEvalCoreFun.m.

function target = dscomponents.ACompEvalCoreFun.project (   V,
  W,
  target 
)

Definition at line 400 of file ACompEvalCoreFun.m.

References clone(), S, and general.AProjectable.V.

Referenced by general.DEIM.project().

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function dscomponents.ACompEvalCoreFun.setPointSet (   nr,
  pts,
  jpd 
)

Parameters: pts: A row vector with the desired points jpd: ("Jacobian Partial Derivatives") A cell array of size equal to the number of points. Each cell contains the indices for which the partial derivatives of the corresponding component function will be computed when calling evaluateJacobianSet.

Definition at line 274 of file ACompEvalCoreFun.m.

References dscomponents.ACoreFun.JSparsityPattern, handle.reshape, S, handle.sort, t, general.AProjectable.V, and dscomponents.ACoreFun.xDim.

Referenced by test_ComponentEvalMatch(), and general.DEIM.updateOrderData().

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function res = dscomponents.ACompEvalCoreFun.test_ComponentEvalMatch (   xsize)

Tests if the local implementation of evaluateComponents matches the full evaluation.

Definition at line 437 of file ACompEvalCoreFun.m.

References evaluateComponentSetMulti(), dscomponents.ACoreFun.evaluateMulti(), dscomponents.ACoreFun.mu, PointSets, setPointSet(), t, general.AProjectable.V, and dscomponents.ACoreFun.xDim.

Referenced by general.DEIM.computeDEIM().

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Member Data Documentation

dscomponents.ACompEvalCoreFun.S = {""}
protected

The x-component selection matrices (precomputed on setting PointSet/AltPointSet). �S� is passed to the function evaluating the components of �� or its derivatives.

See Also
PointSet

cellarray of

Note
This property has non-standard access specifiers: SetAccess = Private, GetAccess = Protected
Matlab documentation of property attributes.
Default: {""}

Definition at line 87 of file ACompEvalCoreFun.m.

Referenced by clone(), evaluateComponentSet(), evaluateComponentSetGradientsAt(), evaluateComponentSetMulti(), evaluateJacobianSet(), evaluateJacobianSetMulti(), project(), and setPointSet().


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