Page MenuHomePhorge

sa-ews1.cpp
No OneTemporary

Size
11 KB
Referenced Files
None
Subscribers
None

sa-ews1.cpp

//===-- apps/sa-ews1/sa-ews1.cpp --------------------------------*- C++ -*-===//
//
// The RoSA Framework -- Application SA-EWS1
//
//===----------------------------------------------------------------------===//
///
/// \file apps/sa-ews1/sa-ews1.cpp
///
/// \author David Juhasz (david.juhasz@tuwien.ac.at)
///
/// \date 2017-2019
///
/// \brief The application SA-EWS1 implements the case study from the paper:
/// M. Götzinger, N. Taherinejad, A. M. Rahmani, P. Liljeberg, A. Jantsch, and
/// H. Tenhunen: Enhancing the Early Warning Score System Using Data Confidence
/// DOI: 10.1007/978-3-319-58877-3_12
//===----------------------------------------------------------------------===//
#include "rosa/agent/Abstraction.hpp"
#include "rosa/agent/Confidence.hpp"
#include "rosa/config/version.h"
#include "rosa/deluxe/DeluxeContext.hpp"
#include "rosa/support/csv/CSVReader.hpp"
#include "rosa/support/csv/CSVWriter.hpp"
#include <fstream>
using namespace rosa;
using namespace rosa::agent;
using namespace rosa::deluxe;
using namespace rosa::terminal;
const std::string AppName = "SA-EWS1";
/// Paths for the CSV files for simulation.
///
///@{
const std::string HRCSVPath = "HR.csv";
const std::string BRCSVPath = "BR.csv";
const std::string SpO2CSVPath = "SpO2.csv";
const std::string BPSysCSVPath = "BPSys.csv";
const std::string BodyTempCSVPath = "BodyTemp.csv";
const std::string ScoreCSVPath = "Score.csv";
///@}
/// How many cycles of simulation to perform.
const size_t NumberOfSimulationCycles = 16;
/// Warning levels for abstraction.
enum WarningScore { No = 0, Low = 1, High = 2, Emergency = 3 };
/// Helper function creating a deluxe agent for pre-processing sensory values.
///
/// Received values are first validated for confidence. Values which the
/// validator does not mark confident are ignored. Confident values are
/// abstracted into a \c WarningScore value, which is the result of the
/// processing function.
///
/// \note The result, \c WarningScore, is returned as \c uint32_t because
/// enumeration types are not integrated into built-in types. Hence, a master
/// to these agents receives its input as \c uint32_t values, and may cast them
/// to \c WarningScore explicitly.
///
/// \tparam T type of values to receive from the sensor
///
/// \param C the deluxe context to create the agent in
/// \param Name name of the new agent
/// \param CC confidence validator to use
/// \param A abstraction to use
///
/// \return handle for the new agent
template <typename T>
AgentHandle createLowLevelAgent(std::unique_ptr<DeluxeContext> &C,
const std::string &Name,
const Confidence<T> &CC,
const Abstraction<T, WarningScore> &A) {
using handler = std::function<Optional<uint32_t>(std::pair<T, bool>)>;
using result = Optional<uint32_t>;
return C->createAgent(
Name, handler([&, Name](std::pair<T, bool> I) -> result {
LOG_INFO_STREAM << "\n******\n"
<< Name << " " << (I.second ? "<New>" : "<Old>")
<< " value: " << I.first << "\n******\n";
return (I.second && CC(I.first)) ? result(A(I.first)) : result();
}));
}
int main(void) {
LOG_INFO_STREAM
<< '\n'
<< library_string() << " -- " << Color::Red << AppName << "app"
<< Color::Default << '\n'
<< Color::Yellow
<< "CSV files are read from and written to the current working directory."
<< Color::Default << '\n';
std::unique_ptr<DeluxeContext> C = DeluxeContext::create(AppName);
//
// Create deluxe sensors.
//
LOG_INFO("Creating sensors.");
// All sensors are created without defining a normal generator function, but
// with the default value of the second argument. That, however, requires the
// data type to be explicitly defined. This is good for simulation only.
AgentHandle HRSensor = C->createSensor<int32_t>("HR Sensor");
AgentHandle BRSensor = C->createSensor<int32_t>("BR Sensor");
AgentHandle SpO2Sensor = C->createSensor<int32_t>("SpO2 Sensor");
AgentHandle BPSysSensor = C->createSensor<int32_t>("BPSys Sensor");
AgentHandle BodyTempSensor = C->createSensor<float>("BodyTemp Sensor");
//
// Create functionalities.
//
LOG_INFO("Creating Functionalities for Agents.");
//
// Define confidence validators.
//
// Lower bounds are inclusive and upper bounds are exclusive.
Confidence<int32_t> HRConfidence(0, 501);
Confidence<int32_t> BRConfidence(0, 301);
Confidence<int32_t> SpO2Confidence(0, 101);
Confidence<int32_t> BPSysConfidence(0,501);
Confidence<float> BodyTempConfidence(-60,
nextRepresentableFloatingPoint(50.0f));
//
// Define abstractions.
//
RangeAbstraction<int32_t, WarningScore> HRAbstraction(
{{{0, 40}, Emergency},
{{40, 51}, High},
{{51, 60}, Low},
{{60, 100}, No},
{{100, 110}, Low},
{{110, 129}, High},
{{129, 200}, Emergency}},
Emergency);
RangeAbstraction<int32_t, WarningScore> BRAbstraction({{{0, 9}, High},
{{9, 14}, No},
{{14, 20}, Low},
{{20, 29}, High},
{{29, 50}, Emergency}},
Emergency);
RangeAbstraction<int32_t, WarningScore> SpO2Abstraction({{{1, 85}, Emergency},
{{85, 90}, High},
{{90, 95}, Low},
{{95, 100}, No}},
Emergency);
RangeAbstraction<int32_t, WarningScore> BPSysAbstraction(
{{{0, 70}, Emergency},
{{70, 81}, High},
{{81, 101}, Low},
{{101, 149}, No},
{{149, 169}, Low},
{{169, 179}, High},
{{179, 200}, Emergency}},
Emergency);
RangeAbstraction<float, WarningScore> BodyTempAbstraction(
{{{0.f, 28.f}, Emergency},
{{28.f, 32.f}, High},
{{32.f, 35.f}, Low},
{{35.f, 38.f}, No},
{{38.f, 39.5f}, High},
{{39.5f, 100.f}, Emergency}},
Emergency);
//
// Create low-level deluxe agents with \c createLowLevelAgent.
//
LOG_INFO("Creating low-level agents.");
AgentHandle HRAgent =
createLowLevelAgent(C, "HR Agent", HRConfidence, HRAbstraction);
AgentHandle BRAgent =
createLowLevelAgent(C, "BR Agent", BRConfidence, BRAbstraction);
AgentHandle SpO2Agent =
createLowLevelAgent(C, "SpO2 Agent", SpO2Confidence, SpO2Abstraction);
AgentHandle BPSysAgent =
createLowLevelAgent(C, "BPSys Agent", BPSysConfidence, BPSysAbstraction);
AgentHandle BodyTempAgent = createLowLevelAgent(
C, "BodyTemp Agent", BodyTempConfidence, BodyTempAbstraction);
//
// Connect sensors to low-level agents.
//
LOG_INFO("Connect sensors to their corresponding low-level agents.");
C->connectSensor(HRAgent, 0, HRSensor, "HR Sensor Channel");
C->connectSensor(BRAgent, 0, BRSensor, "BR Sensor Channel");
C->connectSensor(SpO2Agent, 0, SpO2Sensor, "SpO2 Sensor Channel");
C->connectSensor(BPSysAgent, 0, BPSysSensor, "BPSys Sensor Channel");
C->connectSensor(BodyTempAgent, 0, BodyTempSensor, "BodyTemp Sensor Channel");
//
// Create a high-level deluxe agent.
//
LOG_INFO("Create high-level agent.");
// The new agent logs its input values and results in the the sum of them.
AgentHandle BodyAgent = C->createAgent(
"Body Agent",
std::function<Optional<uint32_t>(
std::pair<uint32_t, bool>, std::pair<uint32_t, bool>,
std::pair<uint32_t, bool>, std::pair<uint32_t, bool>,
std::pair<uint32_t, bool>)>(
[](std::pair<uint32_t, bool> HR, std::pair<uint32_t, bool> BR,
std::pair<uint32_t, bool> SpO2, std::pair<uint32_t, bool> BPSys,
std::pair<uint32_t, bool> BodyTemp) -> Optional<uint32_t> {
LOG_INFO_STREAM << "\n*******\nBody Agent trigged with values:\n"
<< (HR.second ? "<New>" : "<Old>")
<< " HR warning score: " << HR.first << "\n"
<< (BR.second ? "<New>" : "<Old>")
<< " BR warning score: " << BR.first << "\n"
<< (SpO2.second ? "<New>" : "<Old>")
<< " SpO2 warning score: " << SpO2.first << "\n"
<< (BPSys.second ? "<New>" : "<Old>")
<< " BPSys warning score: " << BPSys.first << "\n"
<< (BodyTemp.second ? "<New>" : "<Old>")
<< " BodyTemp warning score: " << BodyTemp.first
<< "\n******\n";
return {HR.first + BR.first + SpO2.first + BPSys.first +
BodyTemp.first};
}));
//
// Connect low-level agents to the high-level agent.
//
LOG_INFO("Connect low-level agents to the high-level agent.");
C->connectAgents(BodyAgent, 0, HRAgent, "HR Agent Channel");
C->connectAgents(BodyAgent, 1, BRAgent, "BR Agent Channel");
C->connectAgents(BodyAgent, 2, SpO2Agent, "SpO2 Agent Channel");
C->connectAgents(BodyAgent, 3, BPSysAgent, "BPSys Agent Channel");
C->connectAgents(BodyAgent, 4, BodyTempAgent, "BodyTemp 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 ScoreCSV(ScoreCSVPath);
csv::CSVWriter<uint32_t> ScoreWriter(ScoreCSV);
// The agent writes each new input value into a CSV file and produces nothing.
AgentHandle LoggerAgent = C->createAgent(
"Logger Agent",
std::function<Optional<unit_t>(std::pair<uint32_t, bool>)>(
[&ScoreWriter](std::pair<uint32_t, bool> Score) -> Optional<unit_t> {
if (Score.second) {
// The state of \p ScoreWriter is not checked, expecting good.
ScoreWriter << Score.first;
}
return {};
}));
//
// Connect the high-level agent to the logger agent.
//
LOG_INFO("Connect the high-level agent to the logger agent.");
C->connectAgents(LoggerAgent, 0, BodyAgent, "Body Agent Channel");
//
// Do simulation.
//
LOG_INFO("Setting up and performing simulation.");
//
// Initialize deluxe context for simulation.
//
C->initializeSimulation();
//
// Open CSV files and register them for their corresponding sensors.
//
// Type aliases for iterators.
using CSVInt = csv::CSVFlatIterator<int32_t>;
using CSVFloat = csv::CSVFlatIterator<float>;
std::ifstream HRCSV(HRCSVPath);
C->registerSensorValues(HRSensor, CSVInt(HRCSV), CSVInt());
std::ifstream BRCSV(BRCSVPath);
C->registerSensorValues(BRSensor, CSVInt(BRCSV), CSVInt());
std::ifstream SpO2CSV(SpO2CSVPath);
C->registerSensorValues(SpO2Sensor, CSVInt(SpO2CSV), CSVInt());
std::ifstream BPSysCSV(BPSysCSVPath);
C->registerSensorValues(BPSysSensor, CSVInt(BPSysCSV), CSVInt());
std::ifstream BodyTempCSV(BodyTempCSVPath);
C->registerSensorValues(BodyTempSensor, CSVFloat(BodyTempCSV), CSVFloat());
//
// Simulate.
//
C->simulate(NumberOfSimulationCycles);
return 0;
}

File Metadata

Mime Type
text/x-c++
Expires
Wed, Jul 2, 6:23 AM (11 h, 11 m)
Storage Engine
blob
Storage Format
Raw Data
Storage Handle
157119
Default Alt Text
sa-ews1.cpp (11 KB)

Event Timeline