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	diff --git a/include/rosa/agent/SignalStateDetector.hpp b/include/rosa/agent/SignalStateDetector.hpp
	index 4dd321a..1cfcfb1 100644
	--- a/include/rosa/agent/SignalStateDetector.hpp
	+++ b/include/rosa/agent/SignalStateDetector.hpp
	@@ -1,350 +1,353 @@
	//===-- rosa/agent/StateDetector.hpp ----------------------------- C++ --===//
	//
	// The RoSA Framework
	//
	//===----------------------------------------------------------------------===//
	///
	/// \file rosa/agent/StateDetector.hpp
	///
	/// \author Maximilian Götzinger (maximilian.goetzinger@tuwien.ac.at)
	///
	/// \date 2019
	///
	/// \brief Definition of state detector functionality.
	///
	//===----------------------------------------------------------------------===//

	// TODO: noexcept

	#ifndef ROSA_AGENT_STATEDETECTOR_HPP
	#define ROSA_AGENT_STATEDETECTOR_HPP

	#include "rosa/agent/FunctionAbstractions.hpp"
	#include "rosa/agent/Functionality.h"
	#include "rosa/agent/State.hpp"

	#include <vector>

	namespace rosa {
	namespace agent {

	/// Implements \c rosa::agent::StateDetector as a functionality that detects
	/// states given on input samples.
	///
	/// \note This implementation is supposed to be used for samples of an
	/// arithmetic type.
	///
	/// \tparam INDATATYPE is the type of input data, \tparam CONFTYPE is type of
	/// data in that the confidence values are given
	template <typename INDATATYPE, typename CONFTYPE>
	class StateDetector : public Functionality {

	// Make sure the actual type arguments are matching our expectations.
	STATIC_ASSERT((std::is_arithmetic<INDATATYPE>::value),
	"input data type not arithmetic");
	STATIC_ASSERT((std::is_arithmetic<CONFTYPE>::value),
	"confidence abstraction type is not to arithmetic");

	private:
	// For the convinience to write a shorter data type name
	using PartFuncPointer =
	std::shared_ptr<PartialFunction<INDATATYPE, CONFTYPE>>;
	using StepFuncPointer = std::shared_ptr<StepFunction<INDATATYPE, CONFTYPE>>;
	using StatePtr = std::shared_ptr<StateInformation<CONFTYPE>>;
	using StateInfoPtr = std::shared_ptr<StateInformation<CONFTYPE>>;

	/// The NextStateID is a counter variable which stores the ID which the next
	/// state shall have.
	unsigned int NextStateID;

	/// The StateHasChanged is a flag that show whether a state change has
	/// happened.
	bool StateHasChanged;

	/// The CurrentState is a pointer to the (saved) state in which the actual
	/// variable (signal) of the observed system is.
	StatePtr CurrentState;

	/// The DetectedStates is vector in that all detected states are saved.
	std::vector<StatePtr> DetectedStates;

	/// The FuzzyFunctionSampleMatches is the fuzzy function that gives the
	/// confidence how good the new sample matches another sample in the sample
	/// history.
	PartFuncPointer FuzzyFunctionSampleMatches;

	/// The FuzzyFunctionSampleMismatches is the fuzzy function that gives the
	/// confidence how bad the new sample matches another sample in the sample
	/// history.
	PartFuncPointer FuzzyFunctionSampleMismatches;

	/// The FuzzyFunctionNumOfSamplesMatches is the fuzzy function that gives the
	/// confidence how many samples from the sampe history match the new sample.
	StepFuncPointer FuzzyFunctionNumOfSamplesMatches;

	/// The FuzzyFunctionNumOfSamplesMismatches is the fuzzy function that gives
	/// the confidence how many samples from the sampe history mismatch the new
	/// sample.
	StepFuncPointer FuzzyFunctionNumOfSamplesMismatches;

	/// The FuzzyFunctionSignalIsDrifting is the fuzzy function that gives the
	/// confidence how likely it is that the signal is drifting.
	PartFuncPointer FuzzyFunctionSignalIsDrifting;

	/// The FuzzyFunctionSignalIsStable is the fuzzy function that gives the
	/// confidence how likely it is that the signal is stable (not drifting).
	PartFuncPointer FuzzyFunctionSignalIsStable;

	/// SampleHistorySize is the (maximum) size of the sample history.
	unsigned int SampleHistorySize;
	/// DABSize the size of a DAB (Discrete Average Block).
	unsigned int DABSize;
	/// DABHistorySize is the (maximum) size of the DAB history.
	unsigned int DABHistorySize;

	public:
	/// Creates an instance by setting all parameters
	/// \param FuzzyFunctionSampleMatches The FuzzyFunctionSampleMatches is the
	/// fuzzy function that gives the confidence how good the new sample matches
	/// another sample in the sample history.
	///
	/// \param FuzzyFunctionSampleMismatches The FuzzyFunctionSampleMismatches is
	/// the fuzzy function that gives the confidence how bad the new sample
	/// matches another sample in the sample history.
	///
	/// \param FuzzyFunctionNumOfSamplesMatches The
	/// FuzzyFunctionNumOfSamplesMatches is the fuzzy function that gives the
	/// confidence how many samples from the sampe history match the new sample.
	///
	/// \param FuzzyFunctionNumOfSamplesMismatches The
	/// FuzzyFunctionNumOfSamplesMismatches is the fuzzy function that gives the
	/// confidence how many samples from the sampe history mismatch the new
	/// sample.
	///
	/// \param FuzzyFunctionSignalIsDrifting The FuzzyFunctionSignalIsDrifting is
	/// the fuzzy function that gives the confidence how likely it is that the
	/// signal (resp. the state of a signal) is drifting.
	///
	/// \param FuzzyFunctionSignalIsStable The FuzzyFunctionSignalIsStable is the
	/// fuzzy function that gives the confidence how likely it is that the signal
	/// (resp. the state of a signal) is stable (not drifting).
	///
	/// \param SampleHistorySize Sets the History size which will be used by \c
	/// State .
	///
	/// \param DABSize Sets the DAB size which will be used by \c State .
	///
	/// \param DABHistorySize Sets the size which will be used by \c State .
	///
	StateDetector(PartFuncPointer FuzzyFunctionSampleMatches,
	PartFuncPointer FuzzyFunctionSampleMismatches,
	StepFuncPointer FuzzyFunctionNumOfSamplesMatches,
	StepFuncPointer FuzzyFunctionNumOfSamplesMismatches,
	PartFuncPointer FuzzyFunctionSignalIsDrifting,
	PartFuncPointer FuzzyFunctionSignalIsStable,
	unsigned int SampleHistorySize, unsigned int DABSize,
	unsigned int DABHistorySize) noexcept
	: NextStateID(1), StateHasChanged(false), CurrentState(NULL),
	FuzzyFunctionSampleMatches(FuzzyFunctionSampleMatches),
	FuzzyFunctionSampleMismatches(FuzzyFunctionSampleMismatches),
	FuzzyFunctionNumOfSamplesMatches(FuzzyFunctionNumOfSamplesMatches),
	FuzzyFunctionNumOfSamplesMismatches(
	FuzzyFunctionNumOfSamplesMismatches),
	FuzzyFunctionSignalIsDrifting(FuzzyFunctionSignalIsDrifting),
	FuzzyFunctionSignalIsStable(FuzzyFunctionSignalIsStable),
	SampleHistorySize(SampleHistorySize), DABSize(DABSize),
	DABHistorySize(DABHistorySize) {}

	/// Destroys \p this object.
	~StateDetector(void) = default;

	/// Detects the state to which the new sample belongs or create a new state if
	/// the new sample does not match to any of the saved states.
	///
	/// \param Sample is the actual sample of the observed signal.
	///
	/// \return the state ID as unsigned integer type. State IDs start with number
	/// 1; that means if there is no current state, the return value is 0.
	unsigned int detectState(INDATATYPE Sample) {
	StateInfoPtr StateInfo = detectState__debug(Sample);
	return StateInfo->StateID;
	}

	/// Gives information about the current state.
	///
	/// \return a the State ID (as unsigned integer type) of the current state.
	/// State IDs start with number 1; that means if there is no current state,
	/// the return value is 0.
	unsigned int currentStateInformation(void) {
	StateInfoPtr StateInfo = currentStateInformation__debug();
	if (StateInfo) {
	return StateInfo->StateID;
	} else {
	return 0;
	}
	}

	/// Gives information whether a state change has happened or not.
	///
	/// \return true if a state change has happened, and false if not.
	bool stateHasChanged(void) { return StateHasChanged; }

	private:
	//@maxi \param is there to Document a specific parameter of a method/function
	// this method doesn't have any parameters.
	/// Creates a new state and adds this state to the state vector in which all
	/// known states are saved.
	///
	/// \param SampleHistorySize the (maximum) size of the sample history.
	/// \param DABSize the size of a DAB.
	/// \param DABHistorySize the (maximum) size of the DAB history.
	/// \param FuzzyFunctionSampleMatches the
	/// \param FuzzyFunctionSampleMismatches
	/// \param FuzzyFunctionNumOfSamplesMatches
	/// \param FuzzyFunctionNumOfSamplesMismatches
	///
	/// \return a pointer to the newly created state or NULL if no state could be
	/// created.
	StatePtr createNewState(void) {

	StatePtr S = new (std::nothrow) State(
	SampleHistorySize, DABSize, DABHistorySize, FuzzyFunctionSampleMatches,
	FuzzyFunctionSampleMismatches, FuzzyFunctionNumOfSamplesMatches,
	FuzzyFunctionNumOfSamplesMismatches);

	// TODO: maybe assert which checks if push_back worked (ask benedikt)
	DetectedStates.push_back(S);

	return S;
	}

	#ifdef STATEDETECTORDEBUGMODE
	public:
	#else
	private:
	#endif // STATEDETECTORDEBUGMODE

	// @maxi is this a debug method or is it a method that will be used and
	// you simply want to have access to it in debug mode?
	// debug -> extend the preprocessor around the function
	// access -> remove the __debug from the name ( it is confusing)
	// if you want to have it marked as a debug method for auto
	// complete you can do something like this :
	//
	//#ifdef STATEDETECTORDEBUGMODE
	// public:
	// StateInfoPtr debug_detectState(INDATATYPE Sample) {
	// return detectState(Sample);
	// }
	//#endif // STATEDETECTORDEBUGMODE
	// private :
	// StateInfoPtr detectState(INDATATYPE Sample) { ...
	//

	/// Detects the state to which the new sample belongs or create a new state if
	/// the new sample does not match to any of the saved states.
	///
	/// \param Sample is the actual sample of the observed signal.
	///
	/// \return the information of the actual state (state ID and other
	/// parameters).
	// TODO: return something const.. cannot remember exactly (ask benedikt)
	//
	// maby: you are returning a pointer to the state info so who ever has that
	// pointer can actually change the information if you want to return only the
	// current info return a copy of the state info
	// like this:
	//
	// StateInfoPtr detectState__debug(INDATATYPE Sample) ->
	// StateInformation<CONFTYPE> detectState__debug(INDATATYPE Sample)
	//
	// return CurrentState->stateInformation(); ->
	// return *(CurrentState->stateInformation());
	StateInfoPtr detectState__debug(INDATATYPE Sample) {

	if (!CurrentState) {
	ASSERT(DetectedStates.empty());

	StatePtr S = createNewState();
	CurrentState = S;
	} else {
	CONFTYPE ConfidenceSampleMatchesState =
	CurrentState->confSampleMatchesState(Sample);
	CONFTYPE ConfidenceSampleMismatchesState =
	CurrentState->confSampleMismatchesState(Sample);

	if (ConfidenceSampleMatchesState > ConfidenceSampleMismatchesState) {
	StateHasChanged = false;
	} else {
	StateHasChanged = true;

	if (CurrentState->stateInformation()->StateIsValid) {
	CurrentState->leaveState();
	} else {
	DetectedStates.erase(std::find(DetectedStates.begin(),
	DetectedStates.end(), CurrentState));
	}

	// TODO (future): additionally save averages to enable fast
	// iteration through recorded state vector (maybe sort vector based on
	// these average values)
	CurrentState = nullptr;

	for (auto &SavedState : DetectedStates) {
	if (SavedState != CurrentState) {
	CONFTYPE ConfidenceSampleMatchesState =
	SavedState->confSampleMatchesState(Sample);
	CONFTYPE ConfidenceSampleMismatchesState =
	SavedState->confSampleMismatchesState(Sample);

	if (ConfidenceSampleMatchesState >
	ConfidenceSampleMismatchesState) {
	// TODO (future): maybe it would be better to compare
	// ConfidenceSampleMatchesState of all states in the vector in
	// order to find the best matching state.
	CurrentState = SavedState;
	break;
	}
	}
	}

	if (!CurrentState) {
	StatePtr S = createNewState();
	CurrentState = S;
	}
	}
	}
	// State::insertSample() current return type: void
	StateInfoPtr StateInfo = CurrentState->insertSample(Sample);
	+ // maby?:
	+ // CurrentState->insertSample(Sample);
	+ // StateInfoPtr StateInfo = CurrentState->stateInformation();

	if (StateInfo->StateJustGotValid) {
	NextStateID++;
	}

	return CurrentState->stateInformation();
	}

	#ifdef STATEDETECTORDEBUGMODE
	public:
	#else
	private:
	#endif // STATEDETECTORDEBUGMODE

	//@maxi here again are you sure you want to return the pointer?
	/// Gives information about the current state.
	///
	/// \return a pointer to a struct StateInformation that contains information
	/// about the current state or NULL if no current state exists.
	StateInfoPtr currentStateInformation__debug(void) {
	if (CurrentState) {
	return CurrentState->stateInformation();
	} else {
	return NULL;
	}
	}
	};

	} // End namespace agent
	} // End namespace rosa

	#endif // ROSA_AGENT_STATEDETECTOR_HPP

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