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ns3::LaplacianRandomVariable Class Reference

The laplacian distribution Random Number Generator (RNG). More...

#include "random-variable-stream.h"

+ Inheritance diagram for ns3::LaplacianRandomVariable:
+ Collaboration diagram for ns3::LaplacianRandomVariable:

Public Member Functions

 LaplacianRandomVariable ()
 Creates an unbounded laplacian distribution RNG with the default values for the location and the scale.
 
double GetBound () const
 Get the configured bound of this RNG.
 
virtual uint32_t GetInteger ()
 Get the next random value drawn from the distribution.
 
uint32_t GetInteger (uint32_t location, uint32_t scale, uint32_t bound)
 Get the next random value drawn from the distribution.
 
double GetLocation () const
 Get the configured location value of this RNG.
 
double GetScale () const
 Get the configured scale value of this RNG.
 
double GetValue () override
 Get the next random value drawn from the distribution.
 
double GetValue (double location, double scale, double bound)
 Get the next random value drawn from the distribution.
 
double GetVariance () const
 Returns the variance value for the laplacian distribution returned by this RNG stream.
 
- Public Member Functions inherited from ns3::RandomVariableStream
 RandomVariableStream ()
 Default constructor.
 
 RandomVariableStream (const RandomVariableStream &)=delete
 
 ~RandomVariableStream () override
 Destructor.
 
int64_t GetStream () const
 Returns the stream number for the RngStream.
 
bool IsAntithetic () const
 Check if antithetic values will be generated.
 
RandomVariableStreamoperator= (const RandomVariableStream &)=delete
 
void SetAntithetic (bool isAntithetic)
 Specify whether antithetic values should be generated.
 
void SetStream (int64_t stream)
 Specifies the stream number for the RngStream.
 
- Public Member Functions inherited from ns3::Object
 Object ()
 Constructor.
 
 ~Object () override
 Destructor.
 
void AggregateObject (Ptr< Object > other)
 Aggregate two Objects together.
 
void Dispose ()
 Dispose of this Object.
 
AggregateIterator GetAggregateIterator () const
 Get an iterator to the Objects aggregated to this one.
 
TypeId GetInstanceTypeId () const override
 Get the most derived TypeId for this Object.
 
template<typename T >
Ptr< T > GetObject () const
 Get a pointer to the requested aggregated Object.
 
template<>
Ptr< ObjectGetObject () const
 Specialization of () for objects of type ns3::Object.
 
template<typename T >
Ptr< T > GetObject (TypeId tid) const
 Get a pointer to the requested aggregated Object by TypeId.
 
template<>
Ptr< ObjectGetObject (TypeId tid) const
 Specialization of (TypeId tid) for objects of type ns3::Object.
 
void Initialize ()
 Invoke DoInitialize on all Objects aggregated to this one.
 
bool IsInitialized () const
 Check if the object has been initialized.
 
void UnidirectionalAggregateObject (Ptr< Object > other)
 Aggregate an Object to another Object.
 
- Public Member Functions inherited from ns3::SimpleRefCount< Object, ObjectBase, ObjectDeleter >
 SimpleRefCount ()
 Default constructor.
 
 SimpleRefCount (const SimpleRefCount &o)
 Copy constructor.
 
uint32_t GetReferenceCount () const
 Get the reference count of the object.
 
SimpleRefCountoperator= (const SimpleRefCount &o)
 Assignment operator.
 
void Ref () const
 Increment the reference count.
 
void Unref () const
 Decrement the reference count.
 
- Public Member Functions inherited from ns3::ObjectBase
virtual ~ObjectBase ()
 Virtual destructor.
 
void GetAttribute (std::string name, AttributeValue &value, bool permissive=false) const
 Get the value of an attribute, raising fatal errors if unsuccessful.
 
bool GetAttributeFailSafe (std::string name, AttributeValue &value) const
 Get the value of an attribute without raising errors.
 
void SetAttribute (std::string name, const AttributeValue &value)
 Set a single attribute, raising fatal errors if unsuccessful.
 
bool SetAttributeFailSafe (std::string name, const AttributeValue &value)
 Set a single attribute without raising errors.
 
bool TraceConnect (std::string name, std::string context, const CallbackBase &cb)
 Connect a TraceSource to a Callback with a context.
 
bool TraceConnectWithoutContext (std::string name, const CallbackBase &cb)
 Connect a TraceSource to a Callback without a context.
 
bool TraceDisconnect (std::string name, std::string context, const CallbackBase &cb)
 Disconnect from a TraceSource a Callback previously connected with a context.
 
bool TraceDisconnectWithoutContext (std::string name, const CallbackBase &cb)
 Disconnect from a TraceSource a Callback previously connected without a context.
 

Static Public Member Functions

static TypeId GetTypeId ()
 Register this type.
 
static double GetVariance (double scale)
 Returns the variance value for the laplacian distribution returned by this RNG stream.
 
- Static Public Member Functions inherited from ns3::RandomVariableStream
static TypeId GetTypeId ()
 Register this type.
 
- Static Public Member Functions inherited from ns3::Object
static TypeId GetTypeId ()
 Register this type.
 
- Static Public Member Functions inherited from ns3::ObjectBase
static TypeId GetTypeId ()
 Get the type ID.
 

Private Attributes

double m_bound
 The bound on values that can be returned by this RNG stream.
 
double m_location
 The location value of the laplacian distribution.
 
double m_scale
 The scale value of the laplacian distribution.
 

Additional Inherited Members

- Protected Member Functions inherited from ns3::RandomVariableStream
RngStreamPeek () const
 Get the pointer to the underlying RngStream.
 
- Protected Member Functions inherited from ns3::Object
 Object (const Object &o)
 Copy an Object.
 
virtual void DoDispose ()
 Destructor implementation.
 
virtual void DoInitialize ()
 Initialize() implementation.
 
virtual void NotifyNewAggregate ()
 Notify all Objects aggregated to this one of a new Object being aggregated.
 
- Protected Member Functions inherited from ns3::ObjectBase
void ConstructSelf (const AttributeConstructionList &attributes)
 Complete construction of ObjectBase; invoked by derived classes.
 
virtual void NotifyConstructionCompleted ()
 Notifier called once the ObjectBase is fully constructed.
 

Detailed Description

The laplacian distribution Random Number Generator (RNG).

This class supports the creation of objects that return random numbers from a fixed laplacian distribution.

The probability density function of a laplacian variable is defined as:

\[
     P(x; \mu, \beta) dx = \frac{1}{2 \beta} e^{\frac{- \abs{x - \mu}}{\beta}} dx
  \]

where $\mu$ is the Location configurable attribute and $\beta$ is the Scale configurable attribute. This distribution has mean $\mu$ and variance $ \sigma^2 = 2 \beta^2 $.

The laplacian RNG value $x$ is generated by

\[
     x = \mu - \beta sgn(u) \log(1 - 2 \abs{u})
  \]

where $u$ is a uniform random variable on [-0.5,0.5).

Bounded Distribution

The Laplacian distribution can be bounded symmetrically about the mean by the Bound parameter, $b$, i.e. its values are confined to the interval $[\mu - b, \mu + b]$. This preserves the mean but decreases the variance.

Definition at line 2308 of file random-variable-stream.h.

Constructor & Destructor Documentation

◆ LaplacianRandomVariable()

ns3::LaplacianRandomVariable::LaplacianRandomVariable ( )

Creates an unbounded laplacian distribution RNG with the default values for the location and the scale.

Definition at line 1890 of file random-variable-stream.cc.

References NS_LOG_FUNCTION.

Member Function Documentation

◆ GetBound()

double ns3::LaplacianRandomVariable::GetBound ( ) const

Get the configured bound of this RNG.

Returns
The bound.

Definition at line 1908 of file random-variable-stream.cc.

References m_bound.

◆ GetInteger() [1/2]

uint32_t ns3::RandomVariableStream::GetInteger ( )
virtual

Get the next random value drawn from the distribution.

Returns
A random value.

Reimplemented from ns3::RandomVariableStream.

Definition at line 144 of file random-variable-stream.cc.

◆ GetInteger() [2/2]

uint32_t ns3::LaplacianRandomVariable::GetInteger ( uint32_t location,
uint32_t scale,
uint32_t bound )

Get the next random value drawn from the distribution.

Returns
A random value.
Parameters
[in]locationlocation value of the laplacian distribution.
[in]scalescale value of the laplacian distribution.
[in]boundbound on values returned.

Definition at line 1941 of file random-variable-stream.cc.

References GetValue(), and NS_LOG_FUNCTION.

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◆ GetLocation()

double ns3::LaplacianRandomVariable::GetLocation ( ) const

Get the configured location value of this RNG.

Returns
The configured location value.

Definition at line 1896 of file random-variable-stream.cc.

References m_location.

◆ GetScale()

double ns3::LaplacianRandomVariable::GetScale ( ) const

Get the configured scale value of this RNG.

Returns
The configured scale value.

Definition at line 1902 of file random-variable-stream.cc.

References m_scale.

◆ GetTypeId()

TypeId ns3::LaplacianRandomVariable::GetTypeId ( )
static

Register this type.

Returns
The object TypeId.

Definition at line 1863 of file random-variable-stream.cc.

References m_bound, m_location, m_scale, ns3::MakeDoubleAccessor(), ns3::MakeDoubleChecker(), and ns3::TypeId::SetParent().

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◆ GetValue() [1/2]

double ns3::LaplacianRandomVariable::GetValue ( )
overridevirtual

Get the next random value drawn from the distribution.

Returns
A random value.

Implements ns3::RandomVariableStream.

Definition at line 1948 of file random-variable-stream.cc.

References GetValue(), m_bound, m_location, m_scale, and NS_LOG_FUNCTION.

Referenced by GetInteger(), and GetValue().

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◆ GetValue() [2/2]

double ns3::LaplacianRandomVariable::GetValue ( double location,
double scale,
double bound )

Get the next random value drawn from the distribution.

Returns
A random value.
Parameters
[in]locationlocation value of the laplacian distribution.
[in]scalescale value of the laplacian distribution.
[in]boundbound on values returned.

Definition at line 1914 of file random-variable-stream.cc.

References ns3::RandomVariableStream::IsAntithetic(), NS_ABORT_MSG_IF, NS_LOG_FUNCTION, ns3::RandomVariableStream::Peek(), and ns3::RngStream::RandU01().

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◆ GetVariance() [1/2]

double ns3::LaplacianRandomVariable::GetVariance ( ) const

Returns the variance value for the laplacian distribution returned by this RNG stream.

Returns
The variance value for the laplacian distribution returned by this RNG stream.

Definition at line 1962 of file random-variable-stream.cc.

References GetVariance(), and m_scale.

Referenced by ns3::test::RandomVariable::LaplacianTestCase::DoRun(), and GetVariance().

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◆ GetVariance() [2/2]

double ns3::LaplacianRandomVariable::GetVariance ( double scale)
static

Returns the variance value for the laplacian distribution returned by this RNG stream.

Returns
The variance value for the laplacian distribution returned by this RNG stream.
Parameters
[in]scalescale value of the laplacian distribution.

Definition at line 1955 of file random-variable-stream.cc.

References NS_LOG_FUNCTION.

Member Data Documentation

◆ m_bound

double ns3::LaplacianRandomVariable::m_bound
private

The bound on values that can be returned by this RNG stream.

Definition at line 2378 of file random-variable-stream.h.

Referenced by GetBound(), GetTypeId(), and GetValue().

◆ m_location

double ns3::LaplacianRandomVariable::m_location
private

The location value of the laplacian distribution.

Definition at line 2372 of file random-variable-stream.h.

Referenced by GetLocation(), GetTypeId(), and GetValue().

◆ m_scale

double ns3::LaplacianRandomVariable::m_scale
private

The scale value of the laplacian distribution.

Definition at line 2375 of file random-variable-stream.h.

Referenced by GetScale(), GetTypeId(), GetValue(), and GetVariance().


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