COPASI API  4.40.278
COptMethodPS Class Reference

#include <COptMethodPS.h>

Inheritance diagram for COptMethodPS:
[legend]

Public Member Functions

 COptMethodPS (const CDataContainer *pParent, const CTaskEnum::Method &methodType=CTaskEnum::Method::ParticleSwarm, const CTaskEnum::Task &taskType=CTaskEnum::Task::optimization)
 
 COptMethodPS (const COptMethodPS &src, const CDataContainer *pParent)
 
virtual unsigned C_INT32 getMaxLogVerbosity () const
 
virtual bool optimise ()
 
virtual ~COptMethodPS ()
 
- Public Member Functions inherited from COptPopulationMethod
 COptPopulationMethod (const CDataContainer *pParent, const CTaskEnum::Method &methodType, const CTaskEnum::Task &taskType, const bool &parallel)
 
 COptPopulationMethod (const COptPopulationMethod &src, const CDataContainer *pParent)
 
C_INT32 getCurrentGeneration ()
 
C_INT32 getNumGenerations ()
 
const CVector< C_FLOAT64 > & getObjectiveValues ()
 
const std::vector< CVector< C_FLOAT64 > * > & getPopulation ()
 
C_INT32 getPopulationSize ()
 
void initObjects ()
 
virtual void print (std::ostream *ostream) const
 
virtual ~COptPopulationMethod ()
 
- Public Member Functions inherited from COptMethod
 COptMethod (const CDataContainer *pParent, const CTaskEnum::Method &methodType, const CTaskEnum::Task &taskType, const bool &parallel)
 
 COptMethod (const COptMethod &src, const CDataContainer *pParent)
 
virtual const CVector< C_FLOAT64 > * getBestParameters () const
 
virtual C_FLOAT64 getBestValue () const
 
virtual const CVector< C_FLOAT64 > * getCurrentParameters () const
 
virtual C_FLOAT64 getCurrentValue () const
 
const COptLog & getMethodLog () const
 
virtual bool isValidProblem (const CCopasiProblem *pProblem)
 
void setProblem (COptProblem *problem)
 
virtual ~COptMethod ()
 
- Public Member Functions inherited from CCopasiMethod
 CCopasiMethod (const CCopasiMethod &src, const CDataContainer *pParent)
 
virtual void clearCallBack ()
 
const CProcessReportLevel & getCallBack () const
 
CMathContainer * getMathContainer () const
 
const CTaskEnum::Method & getSubType () const
 
const CTaskEnum::Task & getType () const
 
virtual void load (CReadConfig &configBuffer, CReadConfig::Mode mode=CReadConfig::SEARCH)
 
CCopasiMethod & operator= (const CCopasiMethod &rhs)
 
virtual void printResult (std::ostream *ostream) const
 
virtual bool setCallBack (CProcessReportLevel callBack)
 
void setMathContainer (CMathContainer *pContainer)
 
virtual ~CCopasiMethod ()
 
- Public Member Functions inherited from CCopasiParameterGroup
bool addGroup (const std::string &name)
 
void addParameter (CCopasiParameter *pParameter)
 
bool addParameter (const CCopasiParameter &parameter)
 
bool addParameter (const std::string &name, const CCopasiParameter::Type type, const CCopasiParameter::UserInterfaceFlag &flag=CCopasiParameter::UserInterfaceFlag::All)
 
template<class CType >
bool addParameter (const std::string &name, const CCopasiParameter::Type type, const CType &value, const CCopasiParameter::UserInterfaceFlag &flag=CCopasiParameter::UserInterfaceFlag::All)
 
virtual bool applyData (const CData &data, CUndoData::CChangeSet &changes)
 
CCopasiParameterGroup * assertGroup (const std::string &name, const CCopasiParameter::UserInterfaceFlag &flag=CCopasiParameter::UserInterfaceFlag::All)
 
template<class CType >
CType * assertParameter (const std::string &name, const CCopasiParameter::Type type, const CType &defaultValue, const CCopasiParameter::UserInterfaceFlag &flag=CCopasiParameter::UserInterfaceFlag::All)
 
index_iterator beginIndex () const
 
const_name_iterator beginName () const
 
 CCopasiParameterGroup (const CCopasiParameterGroup &src, const CDataContainer *pParent=NULL)
 
 CCopasiParameterGroup (const std::string &name, const CDataContainer *pParent=NO_PARENT, const std::string &objectType="ParameterGroup")
 
void clear ()
 
virtual void createUndoData (CUndoData &undoData, const CUndoData::Type &type, const CData &oldData=CData(), const CCore::Framework &framework=CCore::Framework::ParticleNumbers) const
 
virtual bool elevateChildren ()
 
index_iterator endIndex () const
 
const_name_iterator endName () const
 
CCopasiParameterGroup & getElementTemplates ()
 
const CCopasiParameterGroup & getElementTemplates () const
 
CCopasiParameterGroup * getGroup (const size_t &index)
 
const CCopasiParameterGroup * getGroup (const size_t &index) const
 
CCopasiParameterGroup * getGroup (const std::string &name)
 
const CCopasiParameterGroup * getGroup (const std::string &name) const
 
virtual size_t getIndex (const CDataObject *pObject) const
 
size_t getIndex (const std::string &name) const
 
std::string getKey (const size_t &index) const
 
std::string getKey (const std::string &name) const
 
virtual const std::string & getName (const size_t &index) const
 
virtual const CObjectInterface * getObject (const CCommonName &cn) const
 
CCopasiParameter * getParameter (const size_t &index)
 
const CCopasiParameter * getParameter (const size_t &index) const
 
CCopasiParameter * getParameter (std::string name)
 
const CCopasiParameter * getParameter (std::string name) const
 
CCopasiParameter::Type getType (const size_t &index) const
 
CCopasiParameter::Type getType (const std::string &name) const
 
std::string getUniqueParameterName (const CCopasiParameter *pParameter) const
 
template<class CType >
CType & getValue (const size_t &index)
 
template<class CType >
const CType & getValue (const size_t &index) const
 
template<class CType >
CType & getValue (const std::string &name)
 
template<class CType >
const CType & getValue (const std::string &name) const
 
bool haveTemplate () const
 
virtual CUndoObjectInterface * insert (const CData &data)
 
CCopasiParameterGroup & operator= (const CCopasiParameterGroup &rhs)
 
virtual bool remove (CDataObject *pObject)
 
bool removeParameter (CCopasiParameter *pParameter)
 
bool removeParameter (const size_t &index)
 
bool removeParameter (const std::string &name)
 
virtual void setUserInterfaceFlag (const UserInterfaceFlag &flag)
 
template<class CType >
bool setValue (const size_t &index, const CType &value)
 
template<class CType >
bool setValue (const std::string &name, const CType &value)
 
size_t size (const UserInterfaceFlag &require=UserInterfaceFlag::None, const UserInterfaceFlag &exclude=UserInterfaceFlag::None) const
 
bool swap (const size_t &iFrom, const size_t &iTo)
 
bool swap (index_iterator &from, index_iterator &to)
 
virtual CData toData () const
 
virtual void updateIndex (const size_t &index, const CUndoObjectInterface *pUndoObject)
 
virtual ~CCopasiParameterGroup ()
 
- Public Member Functions inherited from CCopasiParameter
 CCopasiParameter (const CCopasiParameter &src, const CDataContainer *pParent)
 
 CCopasiParameter (const std::string &name, const Type &type, const void *pValue=NULL, const CDataContainer *pParent=NO_PARENT, const std::string &objectType="Parameter")
 
virtual CCommonName getCN () const override
 
template<class CType >
const CType & getDefault () const
 
virtual const std::string & getKey () const override
 
virtual std::string getObjectDisplayName () const override
 
const CCopasiParameter::Type & getType () const
 
const UserInterfaceFlag & getUserInterfaceFlag () const
 
template<class CType >
std::vector< std::pair< CType, CType > > & getValidValues ()
 
template<class CType >
const std::vector< std::pair< CType, CType > > & getValidValues () const
 
void * getValidValuesPointer () const
 
template<class CType >
CType & getValue ()
 
template<class CType >
const CType & getValue () const
 
virtual void * getValuePointer () const override
 
CDataObject * getValueReference () const
 
bool hasValidValues () const
 
bool isBasic () const
 
bool isDefault () const
 
bool isEditable () const
 
bool isUnsupported () const
 
bool isValidValue (const bool &value) const
 
bool isValidValue (const C_FLOAT64 &value) const
 
bool isValidValue (const C_INT32 &value) const
 
bool isValidValue (const CCommonName &value) const
 
template<class CType >
bool isValidValue (const CType &) const
 
bool isValidValue (const std::string &value) const
 
bool isValidValue (const std::vector< CCopasiParameter * > &value) const
 
bool isValidValue (const unsigned C_INT32 &value) const
 
CCopasiParameter & operator= (const CCopasiParameter &rhs)
 
template<class CType >
bool setDefault (const CType &defaultValue)
 
bool setDefault (const std::vector< CCopasiParameter * > &defaultValue)
 
virtual bool setObjectParent (const CDataContainer *pParent) override
 
template<class CType , class Enum >
bool setValidValues (const CEnumAnnotation< CType, Enum > &validValues)
 
template<class CType >
bool setValidValues (const std::vector< std::pair< CType, CType > > &validValues)
 
template<class CType >
bool setValue (const CType &value)
 
bool setValue (const std::vector< CCopasiParameter * > &value)
 
virtual ~CCopasiParameter ()
 
- Public Member Functions inherited from CDataContainer
virtual bool add (CDataObject *pObject, const bool &adopt=true)
 
virtual bool appendDeletedDependentData (CUndoData &undoData) const
 
 CDataContainer (const CDataContainer &src, const CDataContainer *pParent)
 
 CDataContainer (const std::string &name, const CDataContainer *pParent=NO_PARENT, const std::string &type="CN", const CFlags< Flag > &flag=CFlags< Flag >::None)
 
virtual std::string getChildObjectUnits (const CDataObject *pObject) const
 
void getDescendants (CDataObject::DataObjectSet &descendants, const bool &recursive=false) const
 
virtual objectMap & getObjects ()
 
virtual const objectMap & getObjects () const
 
virtual const std::string getUnits () const override
 
virtual const CDataObject * getValueObject () const override
 
void objectRenamed (CDataObject *pObject, const std::string &oldName)
 
virtual ~CDataContainer ()
 
- Public Member Functions inherited from CDataObject
void addIssue (const CIssue &issue)
 
void addReference (const CDataContainer *pReference)
 
virtual void calculateValue () override
 
 CDataObject (const CDataObject &src, const CDataContainer *pParent=NULL)
 
virtual void destruct () override
 
virtual const CDataObject * getDataObject () const override
 
CDataContainer * getObjectAncestor (const std::string &type) const
 
CDataModel * getObjectDataModel () const
 
const CObjectInterface * getObjectFromCN (const CCommonName &cn) const
 
const std::string & getObjectName () const
 
CDataContainer * getObjectParent () const
 
const std::string & getObjectType () const
 
virtual const CObjectInterface::ObjectSet & getPrerequisites () const override
 
virtual const CValidity & getValidity () const override
 
bool hasFlag (const Flag &flag) const
 
virtual bool isPrerequisiteForContext (const CObjectInterface *pObject, const CCore::SimulationContextFlag &context, const CObjectInterface::ObjectSet &changedObjects) const override
 
bool prerequisitsContains (const DataObjectSet &objects) const
 
void removeIssue (const CIssue &issue)
 
void removeReference (const CDataContainer *pReference)
 
bool setObjectName (const std::string &name)
 
void validityChanged (const CValidity &changedValidity) override
 
void validityRemoved (const CValidity &changedValidity)
 
virtual ~CDataObject ()
 
- Public Member Functions inherited from CObjectInterface
 CObjectInterface ()
 
 CObjectInterface (const CObjectInterface &src)
 
virtual ~CObjectInterface ()
 
- Public Member Functions inherited from CUndoObjectInterface
 CUndoObjectInterface ()
 
 CUndoObjectInterface (const CUndoObjectInterface &src)
 
bool generateUuid ()
 
const xg::Guid & getUuid () const
 
bool setUuid (const std::string &uuid)
 
bool setUuid (const xg::Guid &uuid)
 
virtual ~CUndoObjectInterface ()
 

Private Member Functions

void buildInformants ()
 
C_FLOAT64 calcFValVariance () const
 
C_FLOAT64 calcVariableVariance (const size_t &variable) const
 
virtual bool cleanup ()
 
 COptMethodPS (const CDataContainer *pParent=NO_PARENT)
 
bool create (const size_t &index)
 
std::string dumpStatus () const
 
C_FLOAT64 evaluate ()
 
virtual bool initialize ()
 
void initObjects ()
 
bool move (const size_t &index)
 
bool reachedStdDeviation ()
 

Private Attributes

size_t mBestIndex
 
CMatrix< C_FLOAT64 > mBestPositions
 
C_FLOAT64 mBestValue
 
CVector< C_FLOAT64 > mBestValues
 
bool mContinue
 
std::map< size_t, C_FLOAT64 > mImprovements
 
std::vector< std::set< size_t > > mInformants
 
size_t mNumInformed
 
size_t mNumInformedMin
 
CPermutation * mpPermutation
 
unsigned C_INT32 mStopAfterStalledIterations
 
C_FLOAT64 mVariance
 
CMatrix< C_FLOAT64 > mVelocities
 

Additional Inherited Members

- Public Types inherited from CCopasiParameterGroup
typedef CDataObjectMap::const_type_iterator< CCopasiParameter > const_name_iterator
 
typedef std::vector< CCopasiParameter * > elements
 
typedef elements::iterator index_iterator
 
typedef CDataObjectMap::type_iterator< CCopasiParameter > name_iterator
 
- Public Types inherited from CCopasiParameter
enum class  eUserInterfaceFlag { editable , basic , unsupported , __SIZE }
 
enum class  Type {
  DOUBLE = 0 , UDOUBLE , INT , UINT ,
  BOOL , GROUP , STRING , CN ,
  KEY , FILE , EXPRESSION , INVALID ,
  __SIZE
}
 
typedef CFlags< eUserInterfaceFlag > UserInterfaceFlag
 
- Public Types inherited from CDataContainer
typedef CDataObjectMap objectMap
 
- Public Types inherited from CDataObject
typedef std::set< const CDataObject * > DataObjectSet
 
enum  Flag {
  Container , Vector , Matrix , NameVector ,
  Reference , ValueBool , ValueInt , ValueInt64 ,
  ValueDbl , NonUniqueName , StaticString , ValueString ,
  Separator , DisplayName , ModelEntity , Array ,
  DataModel , Root , Gui , __SIZE
}
 
- Public Types inherited from CObjectInterface
typedef std::vector< const CDataContainer * > ContainerList
 
typedef std::set< const CObjectInterface * > ObjectSet
 
- Static Public Member Functions inherited from CCopasiParameter
static void allocateValidValues (const Type &type, void *&pValidValues)
 
static void allocateValue (const Type &type, void *&pValue)
 
static void assignValue (const Type &type, void *&pValue, const void *pNewValue)
 
static void deleteValidValues (const Type &type, void *&pValidValues)
 
static void deleteValue (const Type &type, void *&pValue)
 
static CCopasiParameter * fromData (const CData &data, CUndoObjectInterface *pParent)
 
- Static Public Member Functions inherited from CDataContainer
static CDataContainer * fromData (const CData &data, CUndoObjectInterface *pParent)
 
- Static Public Member Functions inherited from CDataObject
static CDataObject * fromData (const CData &data, CUndoObjectInterface *pParent)
 
static void sanitizeObjectName (std::string &name)
 
- Static Public Member Functions inherited from CObjectInterface
static const CDataObject * DataObject (const CObjectInterface *pInterface)
 
static CObjectInterface * GetObjectFromCN (const ContainerList &listOfContainer, const CCommonName &objName)
 
- Static Public Member Functions inherited from CUndoObjectInterface
template<class CType >
static CType * fromData (const CData &, CUndoObjectInterface *)
 
- Static Public Attributes inherited from CCopasiParameter
static const CEnumAnnotation< std::string, Type > TypeName
 
static const CEnumAnnotation< std::string, Type > XMLType
 
- Static Public Attributes inherited from CDataContainer
static const CObjectInterface::ContainerList EmptyList
 
- Protected Member Functions inherited from COptMethod
virtual void signalMathContainerChanged ()
 
- Protected Member Functions inherited from CCopasiMethod
 CCopasiMethod (const CCopasiMethod &src)
 
 CCopasiMethod (const CDataContainer *pParent, const CTaskEnum::Method &methodType, const CTaskEnum::Task &taskType)
 
- Protected Member Functions inherited from CCopasiParameterGroup
 CCopasiParameterGroup ()
 
- Protected Member Functions inherited from CCopasiParameter
 CCopasiParameter (const CCopasiParameter &src)
 
- Protected Member Functions inherited from CDataContainer
template<class CType >
CDataMatrixReference< CType > * addMatrixReference (const std::string &name, CType &reference, const CFlags< Flag > &flag=CFlags< Flag >::None)
 
template<class CType >
CDataObjectReference< CType > * addObjectReference (const std::string &name, CType &reference, const CFlags< Flag > &flag=CFlags< Flag >::None)
 
template<class CType >
CDataVectorReference< CType > * addVectorReference (const std::string &name, CType &reference, const CFlags< Flag > &flag=CFlags< Flag >::None)
 
 CDataContainer (const CDataContainer &src)
 
void initObjects ()
 
- Protected Member Functions inherited from CDataObject
 CDataObject ()
 
 CDataObject (const std::string &name, const CDataContainer *pParent=static_cast< CDataContainer * >((void *) 0), const std::string &type="CN", const CFlags< Flag > &flag=CFlags< Flag >::None)
 
- Static Protected Member Functions inherited from COptMethod
static std::pair< C_FLOAT64, bool > objectiveValue (COptProblem *pProblem, const CVectorCore< C_FLOAT64 > &parameters)
 
static void reflect (COptProblem *pProblem, const C_FLOAT64 &bestValue, C_FLOAT64 &objectiveValue)
 
- Protected Attributes inherited from COptPopulationMethod
unsigned C_INT32 mCurrentGeneration
 
unsigned C_INT32 mGenerations
 
size_t mhGenerations
 
std::vector< CVector< C_FLOAT64 > * > mIndividuals
 
unsigned C_INT32 mPopulationSize
 
CRandomContext mRandomContext
 
CVector< C_FLOAT64 > mValues
 
size_t mVariableSize
 
- Protected Attributes inherited from COptMethod
unsigned C_INT32 mLogVerbosity
 
CMathContext mMathContext
 
COptLog mMethodLog
 
bool mParallel
 
COptTask * mpParentTask
 
COptProblemContext mProblemContext
 
- Protected Attributes inherited from CCopasiMethod
CMathContainer * mpContainer
 
CProcessReportLevel mProcessReport
 
- Protected Attributes inherited from CCopasiParameter
std::string mKey
 
void * mpDefault
 
void * mpValidValues
 
void * mpValue
 
CDataObject * mpValueReference
 
UserInterfaceFlag mUserInterfaceFlag
 
- Protected Attributes inherited from CDataContainer
objectMap mObjects
 
- Protected Attributes inherited from CDataObject
ObjectSet mPrerequisits
 
std::set< CDataContainer * > mReferences
 
- Protected Attributes inherited from CObjectInterface
CValidity mValidity
 

Constructor & Destructor Documentation

◆ COptMethodPS() [1/3]

COptMethodPS::COptMethodPS ( const CDataContainer *  pParent,
const CTaskEnum::Method &  methodType = CTaskEnum::Method::ParticleSwarm,
const CTaskEnum::Task &  taskType = CTaskEnum::Task::optimization 
)

Specific constructor

Parameters
constCDataContainer * pParent
constCTaskEnum::Method & methodType (default: ParticleSwarm)
constCTaskEnum::Task & taskType (default: optimization)

References CCopasiParameterGroup::assertParameter(), C_FLOAT64, C_INT32, CCopasiParameter::editable, initObjects(), CRandom::mt19937, CCopasiParameter::UDOUBLE, and CCopasiParameter::UINT.

◆ COptMethodPS() [2/3]

COptMethodPS::COptMethodPS ( const COptMethodPS &  src,
const CDataContainer *  pParent 
)

Copy Constructor

Parameters
constCOptMethodPS & src
constCDataContainer * pParent (default: NULL)

References initObjects().

◆ ~COptMethodPS()

COptMethodPS::~COptMethodPS ( )
virtual

Destructor

References cleanup().

◆ COptMethodPS() [3/3]

COptMethodPS::COptMethodPS ( const CDataContainer *  pParent = NO_PARENT)
private

Default Constructor

Parameters
constCDataContainer * pParent (default: NULL)

Member Function Documentation

◆ buildInformants()

void COptMethodPS::buildInformants ( )
private

◆ calcFValVariance()

C_FLOAT64 COptMethodPS::calcFValVariance ( ) const
private

Calculate the swarm variance of the function value

Returns
C_FLOAT64 variance

References CVectorCore< CType >::array(), C_FLOAT64, COptPopulationMethod::mPopulationSize, and COptPopulationMethod::mValues.

Referenced by dumpStatus(), and reachedStdDeviation().

◆ calcVariableVariance()

C_FLOAT64 COptMethodPS::calcVariableVariance ( const size_t &  variable) const
private

Calculate the swarm variance of a given parameter

Parameters
constsize_t & variable
Returns
C_FLOAT64 variance

References C_FLOAT64, COptPopulationMethod::mIndividuals, and COptPopulationMethod::mPopulationSize.

Referenced by dumpStatus(), and reachedStdDeviation().

◆ cleanup()

bool COptMethodPS::cleanup ( )
privatevirtual

Cleanup arrays and pointers.

Returns
bool success

Reimplemented from COptPopulationMethod.

References COptPopulationMethod::cleanup(), mpPermutation, and pdelete.

Referenced by initialize(), optimise(), and ~COptMethodPS().

◆ create()

◆ dumpStatus()

std::string COptMethodPS::dumpStatus ( ) const
private

Create a status dump string containing html tables of parameter and variance information

Returns
std::string statusDump

References calcFValVariance(), calcVariableVariance(), mBestIndex, COptPopulationMethod::mIndividuals, COptMethod::mLogVerbosity, COptPopulationMethod::mValues, and COptPopulationMethod::mVariableSize.

Referenced by optimise().

◆ evaluate()

◆ getMaxLogVerbosity()

unsigned C_INT32 COptMethodPS::getMaxLogVerbosity ( ) const
virtual

Returns the maximum verbosity at which the method can log.

Reimplemented from COptMethod.

◆ initialize()

◆ initObjects()

void COptMethodPS::initObjects ( )
private

◆ move()

◆ optimise()

◆ reachedStdDeviation()

Member Data Documentation

◆ mBestIndex

size_t COptMethodPS::mBestIndex
private

Index of the best solution found so far.

Referenced by create(), dumpStatus(), move(), and optimise().

◆ mBestPositions

CMatrix< C_FLOAT64 > COptMethodPS::mBestPositions
private

Matrix of best positions for each individual

Referenced by create(), initialize(), move(), and optimise().

◆ mBestValue

C_FLOAT64 COptMethodPS::mBestValue
private

The best value

Referenced by create(), initialize(), move(), and optimise().

◆ mBestValues

CVector< C_FLOAT64 > COptMethodPS::mBestValues
private

Vector of individual best values.

Referenced by create(), initialize(), move(), and optimise().

◆ mContinue

bool COptMethodPS::mContinue
private

Indicates whether calculation shall continue

Referenced by create(), evaluate(), initialize(), move(), and optimise().

◆ mImprovements

std::map< size_t, C_FLOAT64 > COptMethodPS::mImprovements
private

The improvemets during one iteration

Referenced by move(), and optimise().

◆ mInformants

std::vector< std::set< size_t > > COptMethodPS::mInformants
private

Vector containing the set of informants for each individual.

Referenced by buildInformants(), and move().

◆ mNumInformed

size_t COptMethodPS::mNumInformed
private

The number of individual informed by each individual

Referenced by buildInformants(), initialize(), move(), optimise(), and reachedStdDeviation().

◆ mNumInformedMin

size_t COptMethodPS::mNumInformedMin
private

The minimal number of individuals informed by each individual

Referenced by initialize(), move(), and reachedStdDeviation().

◆ mpPermutation

CPermutation* COptMethodPS::mpPermutation
private

A permutation of integers used to create the informants;

Referenced by buildInformants(), cleanup(), and initialize().

◆ mStopAfterStalledIterations

unsigned C_INT32 COptMethodPS::mStopAfterStalledIterations
private

if no improvement was made after # stalled iterations stop

Referenced by initialize(), and optimise().

◆ mVariance

C_FLOAT64 COptMethodPS::mVariance
private

The variance acceptable for the solution

Referenced by initialize(), and reachedStdDeviation().

◆ mVelocities

CMatrix< C_FLOAT64 > COptMethodPS::mVelocities
private

Matrix of individual velocities

Referenced by create(), initialize(), move(), and optimise().


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