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	diff --git a/apps/ccam/ccam.cpp b/apps/ccam/ccam.cpp
	index 9a8f49a..e11ff21 100644
	--- a/apps/ccam/ccam.cpp
	+++ b/apps/ccam/ccam.cpp
	@@ -1,617 +1,617 @@
	//===-- apps/ccam/ccam.cpp --------------------------------------- C++ --===//
	//
	// The RoSA Framework -- Application CCAM
	//
	// Distributed under the terms and conditions of the Boost Software
	/// License 1.0.
	// See accompanying file LICENSE.
	//
	// If you did not receive a copy of the license file, see
	// http://www.boost.org/LICENSE_1_0.txt.
	//
	//===----------------------------------------------------------------------===//
	///
	/// \file apps/ccam/ccam.cpp
	///
	/// \author Maximilian Goetzinger (maximilian.goetzinger@tuwien.ac.at)
	/// \author Benedikt Tutzer (benedikt.tutzer@tuwien.ac.at)
	///
	/// \date 2019
	///
	/// \brief The application CCAM implements the case study from the paper:
	/// M. Goetzinger, N. TaheriNejad, H. A. Kholerdi, A. Jantsch, E. Willegger,
	/// T. Glatzl, A.M. Rahmani, T.Sauter, P. Liljeberg: Model - Free Condition
	/// Monitoring with Confidence
	///
	/// \todo Clean up source files of this app: add standard RoSA header comment
	/// for own files and do something with 3rd party files...
	//===----------------------------------------------------------------------===//
	#include "rosa/agent/Abstraction.hpp"
	#include "rosa/agent/Confidence.hpp"
	#include "rosa/agent/DistanceMetrics.hpp"
	#include "rosa/agent/FunctionAbstractions.hpp"
	#include <iostream>

	#include "rosa/config/version.h"

	#include "rosa/agent/SignalStateDetector.hpp"
	#include "rosa/agent/SystemStateDetector.hpp"
	#include "rosa/app/Application.hpp"

	#include "rosa/support/csv/CSVReader.hpp"
	#include "rosa/support/csv/CSVWriter.hpp"

	#include "rosa/support/mqtt/MQTTReader.hpp"

	#include "rosa/app/AppTuple.hpp"
	#include <fstream>
	#include <limits>
	#include <memory>
	#include <streambuf>
	#include <string>

	#include "configuration.h"
	#include "statehandlerutils.h"

	using namespace rosa;
	using namespace rosa::agent;
	using namespace rosa::app;
	using namespace rosa::terminal;
	using namespace rosa::mqtt;

	const std::string AppName = "CCAM";

	int main(int argc, char **argv) {

	LOG_INFO_STREAM << '\n'
	<< library_string() << " -- " << Color::Red << AppName
	<< "app" << Color::Default << '\n';

	//
	// Read the filepath of the config file of the observed system. The filepath
	// is in the first argument passed to the application. Fuzzy functions etc.
	// are described in this file.
	//
	if (argc < 2) {
	LOG_ERROR("Specify config File!\nUsage:\n\tccam config.json");
	return 1;
	}
	std::string ConfigPath = argv[1];

	//
	// Load config file and read in all parameters. Fuzzy functions etc. are
	// described in this file.
	//
	if (!readConfigFile(ConfigPath)) {
	LOG_ERROR_STREAM << "Could not read config from \"" << ConfigPath << "\"\n";
	return 2;
	}

	//
	// Create a CCAM context.
	//
	LOG_INFO("Creating Context");
	std::unique_ptr<Application> AppCCAM = Application::create(AppName);

	//
	// Create following function which shall give information if the time gap
	// between changed input(s) and changed output(s) shows already a malfunction
	// of the system.
	//
	// ____________
	// /
	// /
	// __________/
	//
	std::shared_ptr<PartialFunction<uint32_t, float>> BrokenDelayFunction(
	new PartialFunction<uint32_t, float>(
	{{{0, AppConfig.BrokenCounter},
	std::make_shared<LinearFunction<uint32_t, float>>(
	0, 0.f, AppConfig.BrokenCounter, 1.f)},
	{{AppConfig.BrokenCounter, std::numeric_limits<uint32_t>::max()},
	std::make_shared<LinearFunction<uint32_t, float>>(1.f, 0.f)}},
	0.f));

	//
	// Create following function which shall give information if the time gap
	// between changed input(s) and changed output(s) still shows a
	// well-functioning system.
	//
	// ____________
	// \
	// \
	// \__________
	//
	std::shared_ptr<PartialFunction<uint32_t, float>> OkDelayFunction(
	new PartialFunction<uint32_t, float>(
	{{{0, AppConfig.BrokenCounter},
	std::make_shared<LinearFunction<uint32_t, float>>(
	0, 1.f, AppConfig.BrokenCounter, 0.f)},
	{{AppConfig.BrokenCounter, std::numeric_limits<uint32_t>::max()},
	std::make_shared<LinearFunction<uint32_t, float>>(0.f, 0.f)}},
	1.f));

	//
	// Create a AppAgent with SystemStateDetector functionality.
	//
	LOG_INFO("Create SystemStateDetector agent.");
	AgentHandle SystemStateDetectorAgent = createSystemStateDetectorAgent(
	AppCCAM, "SystemStateDetector", AppConfig.SignalConfigurations.size(),
	BrokenDelayFunction, OkDelayFunction);

	//
	// Set policy of SystemStateDetectorAgent that it wait for all
	// SignalStateDetectorAgents
	//
	std::set<size_t> pos;
	for (size_t i = 0; i < AppConfig.SignalConfigurations.size(); ++i)
	pos.insert(pos.end(), i);
	AppCCAM->setExecutionPolicy(SystemStateDetectorAgent,
	AppExecutionPolicy::awaitAll(pos));

	//
	// Create Vectors for all sensors, all signal related fuzzy functions, all
	// signal state detectors, all signal state agents, and all input data files.
	//
	LOG_INFO("Creating sensors, SignalStateDetector functionalities and their "
	"Abstractions.");
	std::vector<AgentHandle> Sensors;
	std::vector<std::shared_ptr<Abstraction<std::pair<float, float>, float>>> DistanceMetrics;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SampleMatchesFunctions;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SampleMismatchesFunctions;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SignalIsStableFunctions;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SignalIsDriftingFunctions;
	// SAVE CHANGES
	std::vector<std::shared_ptr<PartialFunction<uint32_t, float>>>
	SignalConditionLookBackFunctions;
	std::vector<std::shared_ptr<PartialFunction<uint32_t, float>>>
	SignalConditionHistoryDesicionFunctions;
	// - SAVE CHANGES
	std::vector<std::shared_ptr<StepFunction<float, float>>>
	NumOfSamplesMatchFunctions;
	std::vector<std::shared_ptr<StepFunction<float, float>>>
	NumOfSamplesMismatchFunctions;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SampleValidFunctions;
	std::vector<std::shared_ptr<PartialFunction<float, float>>>
	SampleInvalidFunctions;
	std::vector<std::shared_ptr<StepFunction<float, float>>>
	NumOfSamplesValidFunctions;
	std::vector<std::shared_ptr<StepFunction<float, float>>>
	NumOfSamplesInvalidFunctions;
	std::vector<std::shared_ptr<
	SignalStateDetector<float, float, float, HistoryPolicy::FIFO>>>
	SignalStateDetectors;
	std::vector<AgentHandle> SignalStateDetectorAgents;
	std::vector<std::ifstream> DataFiles;

	//
	// Go through all signal state configurations (number of signals), and create
	// functionalities for SignalStateDetector.
	//
	for (auto SignalConfiguration : AppConfig.SignalConfigurations) {

	//
	// Create application sensors.
	//
	Sensors.emplace_back(
	AppCCAM->createSensor<float>(SignalConfiguration.Name + "_Sensor"));

	//
	// Create following function(s) which shall give information whether one
	// sample matches another one (based on the relative distance between them).
	//
	// ____________
	// / \
	// / \
	// __________/ \__________
	//
	//

	if (std::strcmp(SignalConfiguration.DistanceMetric.c_str(), "absolute") == 0 ) {
	DistanceMetrics.emplace_back(new AbsoluteDistance<float, float>());
	} else if (std::strcmp(SignalConfiguration.DistanceMetric.c_str(), "daniel1") == 0 ) {
	DistanceMetrics.emplace_back(new DanielsDistance1<float, float>());
	} else if (std::strcmp(SignalConfiguration.DistanceMetric.c_str(), "daniel2") == 0 ) {
	DistanceMetrics.emplace_back(new DanielsDistance2<float, float>());
	} else if (std::strcmp(SignalConfiguration.DistanceMetric.c_str(), "daniel3") == 0 ) {
	DistanceMetrics.emplace_back(new DanielsDistance3<float, float>());
	} else if (std::strcmp(SignalConfiguration.DistanceMetric.c_str(), "maxi1") == 0 ) {
	DistanceMetrics.emplace_back(new MaxisDistance1<float, float>());
	} else {
	//default is relative distance
	DistanceMetrics.emplace_back(new RelativeDistance<float, float>());
	}

	SampleMatchesFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBound, -SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBound, 0.f,
	-SignalConfiguration.InnerBound, 1.f)},
	{{-SignalConfiguration.InnerBound, SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(1.f, 0.f)},
	{{SignalConfiguration.InnerBound, SignalConfiguration.OuterBound},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBound, 1.f,
	SignalConfiguration.OuterBound, 0.f)},
	},
	0));

	//
	// Create following function(s) which shall give information whether one
	// sample mismatches another one (based on the relative distance between
	// them).
	//
	// ____________ ____________
	// \ /
	// \ /
	// \__________/
	//
	//
	SampleMismatchesFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBound, -SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBound, 1.f,
	-SignalConfiguration.InnerBound, 0.f)},
	{{-SignalConfiguration.InnerBound, SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(0.f, 0.f)},
	{{SignalConfiguration.InnerBound, SignalConfiguration.OuterBound},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBound, 0.f,
	SignalConfiguration.OuterBound, 1.f)},
	},
	1));

	//
	// Create following function(s) which shall give information whether a
	// signal is stable.
	//
	// ____________
	// / \
	// / \
	// __________/ \__________
	//
	//
	SignalIsStableFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBoundDrift,
	-SignalConfiguration.InnerBoundDrift},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBoundDrift, 0.f,
	-SignalConfiguration.InnerBoundDrift, 1.f)},
	{{-SignalConfiguration.InnerBoundDrift,
	SignalConfiguration.InnerBoundDrift},
	std::make_shared<LinearFunction<float, float>>(1.f, 0.f)},
	{{SignalConfiguration.InnerBoundDrift,
	SignalConfiguration.OuterBoundDrift},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBoundDrift, 1.f,
	SignalConfiguration.OuterBoundDrift, 0.f)},
	},
	0));

	//
	// Create following function(s) which shall give information whether a
	// signal is drifting.
	//
	// ____________ ____________
	// \ /
	// \ /
	// \__________/
	//
	//
	SignalIsDriftingFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBoundDrift,
	-SignalConfiguration.InnerBoundDrift},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBoundDrift, 1.f,
	-SignalConfiguration.InnerBoundDrift, 0.f)},
	{{-SignalConfiguration.InnerBoundDrift,
	SignalConfiguration.InnerBoundDrift},
	std::make_shared<LinearFunction<float, float>>(0.f, 0.f)},
	{{SignalConfiguration.InnerBoundDrift,
	SignalConfiguration.OuterBoundDrift},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBoundDrift, 0.f,
	SignalConfiguration.OuterBoundDrift, 1.f)},
	},
	1));

	// SAVE CHANGES
	SignalConditionLookBackFunctions.emplace_back(
	new PartialFunction<uint32_t, float>(
	{{{1, SignalConfiguration.DriftLookbackRange + 1},
	std::make_shared<LinearFunction<uint32_t, float>>(
	1, 1.f, SignalConfiguration.DriftLookbackRange + 1, 0.f)},
	{{SignalConfiguration.DriftLookbackRange + 1,
	std::numeric_limits<uint32_t>::max()},
	std::make_shared<LinearFunction<uint32_t, float>>(0.f, 0.f)}},
	1.f));

	SignalConditionHistoryDesicionFunctions.emplace_back(
	new PartialFunction<uint32_t, float>(
	{{{0, SignalConfiguration.DriftLookbackRange},
	std::make_shared<LinearFunction<uint32_t, float>>(
	0, 0.f, SignalConfiguration.DriftLookbackRange, 1.f)},
	{{SignalConfiguration.DriftLookbackRange,
	std::numeric_limits<uint32_t>::max()},
	std::make_shared<LinearFunction<uint32_t, float>>(1.f, 0.f)}},
	0.f));
	// - SAVE CHANGES

	//
	// Create following function(s) which shall give information how many
	// history samples match another sample.
	//
	// ____________
	// /
	// /
	// __________/
	//
	NumOfSamplesMatchFunctions.emplace_back(new StepFunction<float, float>(
	1.0f / SignalConfiguration.SampleHistorySize, StepDirection::StepUp));

	//
	// Create following function(s) which shall give information how many
	// history samples mismatch another sample.
	//
	// ____________
	// \
	// \
	// \__________
	//
	NumOfSamplesMismatchFunctions.emplace_back(new StepFunction<float, float>(
	1.0f / SignalConfiguration.SampleHistorySize, StepDirection::StepDown));

	//
	// Create following function(s) which shall give information how good all
	// samples in a state match each other.
	//
	// ____________
	// / \
	// / \
	// __________/ \__________
	//
	//
	SampleValidFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBound, -SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBound, 0.f,
	-SignalConfiguration.InnerBound, 1.f)},
	{{-SignalConfiguration.InnerBound, SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(1.f, 0.f)},
	{{SignalConfiguration.InnerBound, SignalConfiguration.OuterBound},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBound, 1.f,
	SignalConfiguration.OuterBound, 0.f)},
	},
	0));

	//
	// Create following function(s) which shall give information how good all
	// samples in a state mismatch each other.
	//
	// ____________ ____________
	// \ /
	// \ /
	// \__________/
	//
	//
	SampleInvalidFunctions.emplace_back(new PartialFunction<float, float>(
	{
	{{-SignalConfiguration.OuterBound, -SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(
	-SignalConfiguration.OuterBound, 1.f,
	-SignalConfiguration.InnerBound, 0.f)},
	{{-SignalConfiguration.InnerBound, SignalConfiguration.InnerBound},
	std::make_shared<LinearFunction<float, float>>(0.f, 0.f)},
	{{SignalConfiguration.InnerBound, SignalConfiguration.OuterBound},
	std::make_shared<LinearFunction<float, float>>(
	SignalConfiguration.InnerBound, 0.f,
	SignalConfiguration.OuterBound, 1.f)},
	},
	1));

	//
	// Create following function(s) which shall give information how many
	// history samples match each other.
	//
	// ____________
	// /
	// /
	// __________/
	//
	NumOfSamplesValidFunctions.emplace_back(new StepFunction<float, float>(
	1.0f / SignalConfiguration.SampleHistorySize, StepDirection::StepUp));

	//
	// Create following function(s) which shall give information how many
	// history samples mismatch each other.
	//
	// ____________
	// \
	// \
	// \__________
	//
	NumOfSamplesInvalidFunctions.emplace_back(new StepFunction<float, float>(
	1.0f / SignalConfiguration.SampleHistorySize, StepDirection::StepDown));

	//
	// Create SignalStateDetector functionality
	//
	SignalStateDetectors.emplace_back(
	new SignalStateDetector<float, float, float, HistoryPolicy::FIFO>(
	SignalConfiguration.Output ? SignalProperties::OUTPUT
	: SignalProperties::INPUT,
	std::numeric_limits<int>::max(), DistanceMetrics.back(), SampleMatchesFunctions.back(),
	SampleMismatchesFunctions.back(), NumOfSamplesMatchFunctions.back(),
	NumOfSamplesMismatchFunctions.back(), SampleValidFunctions.back(),
	SampleInvalidFunctions.back(), NumOfSamplesValidFunctions.back(),
	NumOfSamplesInvalidFunctions.back(),
	SignalIsDriftingFunctions.back(), SignalIsStableFunctions.back(),
	// SAVE CHANGES
	SignalConditionLookBackFunctions.back(),
	SignalConditionHistoryDesicionFunctions.back(),
	SignalConfiguration.DriftLookbackRange,
	// - SAVE CHANGES
	SignalConfiguration.SampleHistorySize, SignalConfiguration.DABSize,
	SignalConfiguration.DABHistorySize));

	//
	// Create low-level application agents
	//
	SignalStateDetectorAgents.push_back(createSignalStateDetectorAgent(
	AppCCAM, SignalConfiguration.Name, SignalStateDetectors.back()));

	AppCCAM->setExecutionPolicy(
	SignalStateDetectorAgents.back(),
	AppExecutionPolicy::decimation(AppConfig.DownsamplingRate));
	//
	// Connect sensors to low-level agents.
	//
	LOG_INFO("Connect sensors to their corresponding low-level agents.");

	AppCCAM->connectSensor(SignalStateDetectorAgents.back(), 0, Sensors.back(),
	SignalConfiguration.Name + "_Sensor ->" +
	SignalConfiguration.Name +
	"_SignalStateDetector_Agent-Channel");

	AppCCAM->connectAgents(
	SystemStateDetectorAgent, SignalStateDetectors.size() - 1,
	SignalStateDetectorAgents.back(),
	SignalConfiguration.Name +
	"_SignalStateDetector_Agent->SystemStateDetector_Agent_Channel");
	}

	//
	// For simulation output, create a logger agent writing the output of the
	// high-level agent into a CSV file.
	//
	LOG_INFO("Create a logger agent.");

	// Create CSV writer.
	std::ofstream OutputCSV(AppConfig.OutputFilePath);

	- for (auto SignalConfiguration : AppConfig.SignalConfigurations) {
	- OutputCSV << SignalConfiguration.Name + ",";
	- }
	- OutputCSV << "StateID,";
	- OutputCSV << "Confidence State Valid,";
	- OutputCSV << "Confidence State Invalid,";
	- OutputCSV << "Confidence Inputs Matching,";
	- OutputCSV << "Confidence Outputs Matching,";
	- OutputCSV << "Confidence Inputs Mismatching,";
	- OutputCSV << "Confidence Outputs Mismatching,";
	+ //for (auto SignalConfiguration : AppConfig.SignalConfigurations) {
	+ // OutputCSV << SignalConfiguration.Name + ",";
	+ //}
	+ //OutputCSV << "StateID,";
	+ //OutputCSV << "Confidence State Valid,";
	+ //OutputCSV << "Confidence State Invalid,";
	+ //OutputCSV << "Confidence Inputs Matching,";
	+ //OutputCSV << "Confidence Outputs Matching,";
	+ //OutputCSV << "Confidence Inputs Mismatching,";
	+ //OutputCSV << "Confidence Outputs Mismatching,";
	OutputCSV << "State Condition,";
	- OutputCSV << "Confidence System Functioning,";
	- OutputCSV << "Confidence System Malfunctioning,";
	- OutputCSV << "Overall Confidence,";
	+ //OutputCSV << "Confidence System Functioning,";
	+ //OutputCSV << "Confidence System Malfunctioning,";
	+ //OutputCSV << "Overall Confidence,";
	OutputCSV << "\n";

	// The agent writes each new input value into a CSV file and produces
	// nothing.
	using Input = std::pair<SystemStateTuple, bool>;
	using Result = Optional<AppTuple<unit_t>>;
	using Handler = std::function<Result(Input)>;
	std::string Name = "Logger Agent";

	AgentHandle LoggerAgent = AppCCAM->createAgent(
	"Logger Agent", Handler([&OutputCSV](Input I) -> Result {
	const SystemStateTuple &T = I.first;
	OutputCSV << std::get<0>(
	static_cast<const std::tuple<std::string> &>(T))
	<< std::endl;
	return Result();
	}));
	//
	// Connect the high-level agent to the logger agent.
	//
	LOG_INFO("Connect the high-level agent to the logger agent.");

	AppCCAM->connectAgents(LoggerAgent, 0, SystemStateDetectorAgent,
	"SystemStateDetector Channel");

	//
	// Only log if the SystemStateDetector actually ran
	//
	AppCCAM->setExecutionPolicy(LoggerAgent, AppExecutionPolicy::awaitAll({0}));

	//
	// Do simulation.
	//
	LOG_INFO("Setting up and performing simulation.");

	//
	// Initialize application for simulation.
	//
	AppCCAM->initializeSimulation();

	//
	// Open CSV files and register them for their corresponding sensors.
	//
	// Make sure DataFiles will not change capacity while adding elements to it.
	// Changing capacity moves elements away, which invalidates references
	// captured by CSVIterator.
	DataFiles.reserve(AppConfig.SignalConfigurations.size());
	uint32_t i = 0;
	bool hasMQTT = false;
	for (auto SignalConfiguration : AppConfig.SignalConfigurations) {

	switch (SignalConfiguration.DataInterfaceType) {
	case DataInterfaceTypes::CSV:

	DataFiles.emplace_back(SignalConfiguration.InputPath);
	if (!DataFiles.at(i)) {
	LOG_ERROR_STREAM << "Cannot open Input File \""
	<< SignalConfiguration.InputPath << "\" for Signal \""
	<< SignalConfiguration.Name << "\"" << std::endl;
	return 3;
	}

	AppCCAM->registerSensorValues(Sensors.at(i),
	csv::CSVIterator<float>(DataFiles.at(i)),
	csv::CSVIterator<float>());

	LOG_INFO_STREAM << "Sensor " << SignalConfiguration.Name
	<< " is fed by csv file " << SignalConfiguration.InputPath
	<< std::endl;
	break;
	case DataInterfaceTypes::MQTT: {
	hasMQTT = true;
	auto it = MQTTIterator<float>(SignalConfiguration.MQTTTopic);
	AppCCAM->registerSensorValues(Sensors.at(i), std::move(it),
	MQTTIterator<float>());
	LOG_INFO_STREAM << "Sensor " << SignalConfiguration.Name
	<< " is fed by MQTT topic "
	<< SignalConfiguration.MQTTTopic << std::endl;
	break;
	}
	default:
	LOG_ERROR_STREAM << "No data source for " << SignalConfiguration.Name
	<< std::endl;
	break;
	}
	i++;
	}

	//
	// Start simulation.
	//
	auto &log = LOG_WARNING_STREAM;
	log << "Simulation starting.";
	if (hasMQTT) {
	log << " Publishing MQTT messages may start.";
	}
	log << std::endl;
	AppCCAM->simulate(AppConfig.NumberOfSimulationCycles);

	return 0;
	}
	diff --git a/apps/ccam/statehandlerutils.h b/apps/ccam/statehandlerutils.h
	index 99efe19..dc40d6c 100644
	--- a/apps/ccam/statehandlerutils.h
	+++ b/apps/ccam/statehandlerutils.h
	@@ -1,274 +1,274 @@
	#ifndef STATEHANDLERUTILS_H
	#define STATEHANDLERUTILS_H
	#include "rosa/agent/Abstraction.hpp"
	#include "rosa/agent/Confidence.hpp"
	#include "rosa/agent/FunctionAbstractions.hpp"
	#include <functional>
	#include <iostream>
	#include <tuple>
	#include <vector>

	#include "rosa/config/version.h"

	#include "rosa/agent/SignalStateDetector.hpp"
	#include "rosa/agent/SystemStateDetector.hpp"
	#include "rosa/app/Application.hpp"

	#include "rosa/support/csv/CSVReader.hpp"
	#include "rosa/support/csv/CSVWriter.hpp"

	#include <fstream>
	#include <limits>
	#include <memory>
	#include <streambuf>
	using namespace rosa;
	using namespace rosa::agent;
	using namespace rosa::app;
	using namespace rosa::terminal;

	// For the convinience to write a shorter data type name
	using SignalStateTuple =
	AppTuple<float, uint32_t, uint8_t, float, float, float, float, float, float,
	uint8_t, uint32_t, uint8_t>;

	AgentHandle createSignalStateDetectorAgent(
	std::unique_ptr<Application> &C, const std::string &Name,
	std::shared_ptr<
	SignalStateDetector<float, float, float, HistoryPolicy::FIFO>>
	SigSD) {

	using Input = std::pair<AppTuple<float>, bool>;

	using Result = Optional<SignalStateTuple>;
	using Handler = std::function<Result(Input)>;

	return C->createAgent(
	Name, Handler([&, Name, SigSD](Input I) -> Result {
	LOG_INFO_STREAM << "\n******\n"
	<< Name << " " << (I.second ? "<New>" : "<Old>")
	<< " value: "
	<< std::get<0>(
	static_cast<std::tuple<float> &>(I.first))
	<< "\n******\n";

	auto StateInfo = SigSD->detectSignalState(
	std::get<0>(static_cast<std::tuple<float> &>(I.first)));

	if (I.second) {
	SignalStateTuple Res = {
	std::get<0>(static_cast<std::tuple<float> &>(I.first)),
	StateInfo.StateID,
	StateInfo.SignalProperty,
	StateInfo.ConfidenceOfMatchingState,
	StateInfo.ConfidenceOfMismatchingState,
	StateInfo.ConfidenceStateIsValid,
	StateInfo.ConfidenceStateIsInvalid,
	StateInfo.ConfidenceStateIsStable,
	StateInfo.ConfidenceStateIsDrifting,
	StateInfo.StateCondition,
	StateInfo.NumberOfInsertedSamplesAfterEntrance,
	static_cast<uint8_t>(
	(StateInfo.StateIsValid ? 4 : 0) +
	(StateInfo.StateJustGotValid ? 2 : 0) +
	(StateInfo.StateIsValidAfterReentrance ? 1 : 0))};

	return Result(Res);
	}
	return Result();
	}));
	}

	// System State
	using SystemStateTuple = AppTuple<std::string>;

	template <std::size_t size, typename ret, typename functype, typename... A>
	struct Handler_helper;

	template <typename B, typename func, typename A, typename... As>
	struct function_helper {
	static_assert(std::conjunction_v<std::is_same<A, As>...>,
	"All types need to be identical");

	static B function(A valA, As... valAs) {
	std::vector<A> ar({valA, valAs...});
	return func()(ar);
	}
	};

	template <typename ret, typename typeA, typename functype, typename... B>
	struct Handler_helper<0, ret, functype, typeA, B...> {
	using handler = function_helper<ret, functype, B...>;
	};

	template <std::size_t size, typename ret, typename typeA, typename functype,
	typename... B>
	struct Handler_helper<size, ret, functype, typeA, B...> {
	using handler =
	typename Handler_helper<size - 1, ret, functype, typeA,
	std::pair<typeA, bool>, B...>::handler;
	};

	template <std::size_t size, typename ret, typename functype, typename typeA>
	using Handler = typename Handler_helper<size, ret, functype, typeA>::handler;

	// TODO: Change it from global to local variable if possible
	std::shared_ptr<
	SystemStateDetector<uint32_t, float, float, HistoryPolicy::FIFO>>
	SysSD;

	template <typename ret, typename A> struct function {
	ret operator()(A a) {
	std::vector<SignalStateInformation<float>> SignalStateInfos;
	std::stringstream OutString;

	for (auto _SignalStateTuple : a) {
	// convert tuple to info struct out.push_back({});
	- OutString << std::get<0>(_SignalStateTuple.first) << ",";
	+ //OutString << std::get<0>(_SignalStateTuple.first) << ",";
	SignalStateInformation<float> Info;
	Info.StateID = std::get<1>(_SignalStateTuple.first);
	Info.SignalProperty =
	static_cast<SignalProperties>(std::get<2>(_SignalStateTuple.first));
	Info.ConfidenceOfMatchingState = std::get<3>(_SignalStateTuple.first);
	Info.ConfidenceOfMismatchingState = std::get<4>(_SignalStateTuple.first);
	Info.ConfidenceStateIsValid = std::get<5>(_SignalStateTuple.first);
	Info.ConfidenceStateIsInvalid = std::get<6>(_SignalStateTuple.first);
	Info.ConfidenceStateIsStable = std::get<7>(_SignalStateTuple.first);
	Info.ConfidenceStateIsDrifting = std::get<8>(_SignalStateTuple.first);
	Info.StateCondition =
	static_cast<StateConditions>(std::get<9>(_SignalStateTuple.first));
	Info.NumberOfInsertedSamplesAfterEntrance =
	std::get<10>(_SignalStateTuple.first);
	Info.StateIsValid = (std::get<11>(_SignalStateTuple.first) & 4) > 0;
	Info.StateJustGotValid = (std::get<11>(_SignalStateTuple.first) & 2) > 0;
	Info.StateIsValidAfterReentrance =
	(std::get<11>(_SignalStateTuple.first) & 1) > 0;
	SignalStateInfos.push_back(Info);
	}
	SystemStateInformation<float> SystemStateInfo =
	SysSD->detectSystemState(SignalStateInfos);

	- OutString << SystemStateInfo.StateID << ",";
	- OutString << SystemStateInfo.ConfidenceStateIsValid << ",";
	- OutString << SystemStateInfo.ConfidenceStateIsInvalid << ",";
	- OutString << SystemStateInfo.ConfidenceOfInputsMatchingState << ",";
	- OutString << SystemStateInfo.ConfidenceOfInputsMismatchingState << ",";
	- OutString << SystemStateInfo.ConfidenceOfOutputsMatchingState << ",";
	- OutString << SystemStateInfo.ConfidenceOfOutputsMismatchingState << ",";
	+ //OutString << SystemStateInfo.StateID << ",";
	+ //OutString << SystemStateInfo.ConfidenceStateIsValid << ",";
	+ //OutString << SystemStateInfo.ConfidenceStateIsInvalid << ",";
	+ //OutString << SystemStateInfo.ConfidenceOfInputsMatchingState << ",";
	+ //OutString << SystemStateInfo.ConfidenceOfInputsMismatchingState << ",";
	+ //OutString << SystemStateInfo.ConfidenceOfOutputsMatchingState << ",";
	+ //OutString << SystemStateInfo.ConfidenceOfOutputsMismatchingState << ",";
	OutString << SystemStateInfo.StateCondition << ",";
	- OutString << SystemStateInfo.ConfidenceSystemIsFunctioning << ",";
	- OutString << SystemStateInfo.ConfidenceSystemIsMalfunctioning << ",";
	- OutString << SystemStateInfo.ConfidenceOfAllDecisions << ",";
	+ //OutString << SystemStateInfo.ConfidenceSystemIsFunctioning << ",";
	+ //OutString << SystemStateInfo.ConfidenceSystemIsMalfunctioning << ",";
	+ //OutString << SystemStateInfo.ConfidenceOfAllDecisions << ",";

	return ret(std::make_tuple<std::string>(OutString.str()));
	}
	};

	using arr = std::vector<std::pair<SignalStateTuple, bool>>;

	template <size_t NumOfSlaves>
	AgentHandle createSystemStateDetectorAgent(
	std::unique_ptr<Application> &C, const std::string &Name,
	std::shared_ptr<PartialFunction<uint32_t, float>> BrokenDelayFunction,
	std::shared_ptr<PartialFunction<uint32_t, float>> OkDelayFunction) {
	LOG_TRACE("Creating fixed SystemStateDetectorAgent");
	using Input = SignalStateTuple;
	using Result = Optional<SystemStateTuple>;

	std::shared_ptr<
	SystemStateDetector<uint32_t, float, float, HistoryPolicy::FIFO>>
	_SysSD(
	new SystemStateDetector<uint32_t, float, float, HistoryPolicy::FIFO>(
	std::numeric_limits<uint32_t>::max(), NumOfSlaves,
	BrokenDelayFunction, OkDelayFunction));
	SysSD = _SysSD;

	auto HandlerFunction =
	Handler<NumOfSlaves, Result, function<Optional<SystemStateTuple>, arr>,
	Input>::function;

	return C->createAgent(Name, std::function(HandlerFunction));
	}

	AgentHandle createSystemStateDetectorAgent(
	std::unique_ptr<Application> &C, const std::string &Name,
	size_t NumOfSlaves,
	std::shared_ptr<PartialFunction<uint32_t, float>> BrokenDelayFunction,
	std::shared_ptr<PartialFunction<uint32_t, float>> OkDelayFunction) {
	LOG_TRACE("Creating dynamic SystemStateDetectorAgent");
	switch (NumOfSlaves) {
	// clang-format off
	case 2: return createSystemStateDetectorAgent< 2>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 3: return createSystemStateDetectorAgent< 3>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 4: return createSystemStateDetectorAgent< 4>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 5: return createSystemStateDetectorAgent< 5>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 6: return createSystemStateDetectorAgent< 6>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 7: return createSystemStateDetectorAgent< 7>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 8: return createSystemStateDetectorAgent< 8>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 9: return createSystemStateDetectorAgent< 9>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 10: return createSystemStateDetectorAgent<10>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 11: return createSystemStateDetectorAgent<11>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 12: return createSystemStateDetectorAgent<12>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 13: return createSystemStateDetectorAgent<13>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 14: return createSystemStateDetectorAgent<14>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 15: return createSystemStateDetectorAgent<15>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 16: return createSystemStateDetectorAgent<16>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 17: return createSystemStateDetectorAgent<17>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 18: return createSystemStateDetectorAgent<18>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 19: return createSystemStateDetectorAgent<19>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 20: return createSystemStateDetectorAgent<20>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 21: return createSystemStateDetectorAgent<21>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 22: return createSystemStateDetectorAgent<22>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 23: return createSystemStateDetectorAgent<23>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 24: return createSystemStateDetectorAgent<24>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 25: return createSystemStateDetectorAgent<25>(C, Name, BrokenDelayFunction, OkDelayFunction);
	case 1:
	default: return createSystemStateDetectorAgent<1>(C, Name, BrokenDelayFunction, OkDelayFunction);
	// clang-format on
	}
	}

	// template <typename T, typename>
	// AgentHandle createMQTTSensor(std::string MQTTTopic) {

	// using Input = void;

	// using Result = Optional<T>;
	// using Handler = std::function<Result(Input)>;

	// return C->createAgent(
	// Name, Handler([&, Name, SigSD](Input I) -> Result {
	// LOG_INFO_STREAM << "\n******\n"
	// << Name << " " << (I.second ? "<New>" : "<Old>")
	// << " value: "
	// << std::get<0>(
	// static_cast<std::tuple<float> &>(I.first))
	// << "\n******\n";

	// auto StateInfo = SigSD->detectSignalState(
	// std::get<0>(static_cast<std::tuple<float> &>(I.first)));

	// if (I.second) {
	// SignalStateTuple Res = {
	// std::get<0>(static_cast<std::tuple<float> &>(I.first)),
	// StateInfo.StateID,
	// StateInfo.SignalProperty,
	// StateInfo.ConfidenceOfMatchingState,
	// StateInfo.ConfidenceOfMismatchingState,
	// StateInfo.ConfidenceStateIsValid,
	// StateInfo.ConfidenceStateIsInvalid,
	// StateInfo.ConfidenceStateIsStable,
	// StateInfo.ConfidenceStateIsDrifting,
	// StateInfo.StateCondition,
	// StateInfo.NumberOfInsertedSamplesAfterEntrance,
	// static_cast<uint8_t>(
	// (StateInfo.StateIsValid ? 4 : 0) +
	// (StateInfo.StateJustGotValid ? 2 : 0) +
	// (StateInfo.StateIsValidAfterReentrance ? 1 : 0))};

	// return Result(Res);
	// }
	// return Result();
	// }));
	// }

	#endif // STATEHANDLERUTILS_H

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