LeakyIntegrator.h

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#ifndef GRT_LEAKY_INTEGRATOR_HEADER
#define GRT_LEAKY_INTEGRATOR_HEADER

#include "../CoreModules/PreProcessing.h"

GRT_BEGIN_NAMESPACE

class GRT_API LeakyIntegrator : public PreProcessing{
public:
 LeakyIntegrator(const Float leakRate = 0.99,const UINT numDimensions = 1);
 
 LeakyIntegrator(const LeakyIntegrator &rhs);
 
 virtual ~LeakyIntegrator();
 
 LeakyIntegrator& operator=(const LeakyIntegrator &rhs);
 
 virtual bool deepCopyFrom(const PreProcessing *preProcessing);
 
 virtual bool process(const VectorFloat &inputVector);
 
 virtual bool reset();
 
 virtual bool save( std::fstream &file ) const;
 
 virtual bool load( std::fstream &file );
 
 bool init(const Float leakRate,const UINT numDimensions);
 
 Float update(const Float x);
 
 VectorFloat update(const VectorFloat &x);
 
 bool setLeakRate(const Float leakRate);
 
 Float getLeakRate() const;

 static std::string getId();
 
 //Tell the compiler we are using the following functions from the MLBase class to stop hidden virtual function warnings
 using MLBase::save;
 using MLBase::load;
 
protected:
 Float leakRate; 
 VectorFloat y; 
 
private:
 static const std::string id; 
 static RegisterPreProcessingModule< LeakyIntegrator > registerModule;
 
};

GRT_END_NAMESPACE

#endif //GRT_LeakyIntegrator_HEADER