public static double ComplexNMCProcess(MFCMData currentStateData)
{
if (m_complexCmp != null)
{
var processData = new double[NIn];
var processResult = new double[NOut];
processData[0] = currentStateData.CarbonMonoxideVolumePercent;
processData[1] = currentStateData.CarbonOxideVolumePercent;
processData[2] = currentStateData.HeightLanceCentimeters;
processData[3] = currentStateData.OxygenVolumeRate;
alglib.mlpprocess(m_complexCmp, processData, ref processResult);
return processResult[0];
}
return -0.1133;
}
public static double MultiFactorCarbonMass(List<MFCMData> matrixStateData, MFCMData currentStateData)
{
const int nFeatures = 4;
int nFeaturesCoefficcients;
int info = 0;
var inVector = new double[matrixStateData.Count, nFeatures+1];
double[] coefficcients;
var lm = new alglib.linearmodel();
var lr = new alglib.lrreport();
int lenghtData = matrixStateData.Count;
for (int item = 0; item < lenghtData; item++)
{
inVector[item, 0] = matrixStateData[item].CarbonMonoxideVolumePercent; // X1
inVector[item, 1] = matrixStateData[item].CarbonOxideVolumePercent; // X2
inVector[item, 2] = matrixStateData[item].HeightLanceCentimeters; // X3
inVector[item, 3] = matrixStateData[item].OxygenVolumeRate; // X4
inVector[item, 4] = matrixStateData[item].SteelCarbonPercent; // Y
}
alglib.lrbuild(inVector, lenghtData, nFeatures, out info, out lm, out lr);
if (info != 1)
{
return info;
}
alglib.lrunpack(lm, out coefficcients, out nFeaturesCoefficcients);
if (nFeaturesCoefficcients != nFeatures)
{
return -2.011;
}
double calculatedCarbon = coefficcients[4];
calculatedCarbon += coefficcients[0] * currentStateData.CarbonMonoxideVolumePercent;
calculatedCarbon += coefficcients[1] * currentStateData.CarbonOxideVolumePercent;
calculatedCarbon += coefficcients[2] * currentStateData.HeightLanceCentimeters;
calculatedCarbon += coefficcients[3] * currentStateData.OxygenVolumeRate;
return calculatedCarbon;
}
private void btnCalcMultiFactor_Click(object sender, EventArgs e)
{
if (m_matrixDataCorrect && BacklightMatrixinputs()) {
List<MFCMData> matrixStateData = new List<MFCMData>();
var currentStateData = new MFCMData();
for (int row = 0; row < dGMatrixState.RowCount; row++) {
matrixStateData.Add(new MFCMData());
matrixStateData[row].CarbonMonoxideVolumePercent =
Convertion.StrToDouble(dGMatrixState.Rows[row].Cells[2].Value.ToString());
matrixStateData[row].HeightLanceCentimeters =
Convertion.StrToInt32(dGMatrixState.Rows[row].Cells[3].Value.ToString());
matrixStateData[row].OxygenVolumeRate =
Convertion.StrToDouble(dGMatrixState.Rows[row].Cells[4].Value.ToString());
matrixStateData[row].SteelCarbonPercent =
Convertion.StrToDouble(dGMatrixState.Rows[row].Cells[5].Value.ToString());
}
currentStateData.CarbonMonoxideVolumePercent = Convertion.StrToDouble(txbMatrixCO.Text);
currentStateData.HeightLanceCentimeters = Convertion.StrToInt32(txbMatrixLance.Text);
currentStateData.OxygenVolumeRate = Convertion.StrToDouble(txbMatrixOxigenVolumeRate.Text);
lblMatrixCarbone.Text =
Decarbonater.MultiFactorCarbonMass(matrixStateData, currentStateData).ToString().Substring(0, 8);
}
}
public static void Iterate(HeatData heatData)
{
using (var l = new Logger("Iterate")) {
var calculatedCarboneEvent = new CalculatedCarboneEvent();
if (!TotalCarbonMassCalculated) {
if (
(heatData.IronMass > 0) &&
(heatData.IronCarbonPercent > 0) &&
(heatData.ScrapMass > 0) &&
(heatData.ScrapCarbonPercent > 0) &&
(heatData.SteelCarbonPercent > 0)
) {
TotalCarbonMass = Decarbonater.HeatCarbonMass(
heatData.IronMass,
heatData.IronCarbonPercent,
heatData.ScrapMass,
heatData.ScrapCarbonPercent,
heatData.SteelCarbonPercent
);
RemainCarbonMass = TotalCarbonMass;
RemainCarbonPercent = GetCarbonPercent(RemainCarbonMass, heatData.IronMass,
heatData.IronCarbonPercent,
heatData.ScrapMass, heatData.ScrapCarbonPercent);
if (TotalCarbonMass > 0 && heatData.OxygenVolumeRate > 0) {
TotalCarbonMassCalculated = true;
l.msg("##### [TotalCarbonMassCalculated: {0}][RemainCarbonPercent]", TotalCarbonMass,
RemainCarbonPercent);
}
else
l.msg("HeatCarbonMass returned bad result: {0}", TotalCarbonMass);
}
else {
l.err(
"bad data for HeatCarbonMass [IronMass: {0}][IronCarbonPercent: {1}][ScrapMass: {2}][ScrapCarbonPercent: {3}][SteelCarbonPercent: {4}]",
heatData.IronMass,
heatData.IronCarbonPercent,
heatData.ScrapMass,
heatData.ScrapCarbonPercent,
heatData.SteelCarbonPercent
);
}
}
else if (!GasCarbonMassFinished) {
heatData.DeltaT = m_sw.ElapsedMilliseconds*0.001;
m_sw.Restart();
if (
(heatData.CarbonMonoxideVolumePercent > 0) &&
(heatData.OffgasVolumeRate > 0) &&
(heatData.DeltaT > 0) &&
(heatData.Kgasan > 0)
) {
double GCMResult = Decarbonater.GasanCarbonMass(
heatData.CarbonMonoxideVolumePercent,
heatData.OffgasVolumeRate,
heatData.DeltaT,
heatData.Kgasan
);
if (GCMResult >= 0) {
if (heatData.OxygenVolumeRate > 0)
RemainCarbonMass -= GCMResult; //////////////////////////////
}
else
l.err("GasanCarbonMass return bad result: {0}", GCMResult);
if (
(RemainCarbonMass > 0) &&
(heatData.IronMass > 0) &&
(heatData.IronCarbonPercent > 0) &&
(heatData.ScrapMass > 0) &&
(heatData.ScrapCarbonPercent > 0)
) {
RemainCarbonPercent = GetCarbonPercent(
RemainCarbonMass,
heatData.IronMass,
heatData.IronCarbonPercent,
heatData.ScrapMass,
heatData.ScrapCarbonPercent
);
}
else {
l.err(
"bad data for GetCarbonPercent [RemainCarbonMass: {0}][IronMass: {1}][IronCarbonPercent: {2}][ScrapMass: {3}][ScrapCarbonPercent: {4}]",
RemainCarbonMass,
heatData.IronMass,
heatData.IronCarbonPercent,
heatData.ScrapMass,
heatData.ScrapCarbonPercent
);
}
GasCarbonMassFinished = VerifyGasCarbonFinished(
heatData.OxygenVolumeTotal,
heatData.OxygenVolumeCurrent,
TotalCarbonMass, RemainCarbonMass,
heatData.CarbonMonoxideVolumePercent,
heatData.CarbonMonoxideVolumePercentPrevious,
heatData.CarbonOxideVolumePercent,
heatData.CarbonOxideVolumePercentPrevious
);
}
else {
l.err(
"bad data for GasanCarbonMass [CarbonMonoxideVolumePercent: {0}][OffgasVolumeRate: {1}][DeltaT: {2}][Kgasan: {3}]",
heatData.CarbonMonoxideVolumePercent,
heatData.OffgasVolumeRate,
heatData.DeltaT,
heatData.Kgasan
);
}
}
else {
var currentStateData = new MFCMData {
CarbonMonoxideVolumePercent =
heatData.CarbonMonoxideVolumePercent,
CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent,
HeightLanceCentimeters = heatData.HeightLanceCentimeters,
OxygenVolumeRate = heatData.OxygenVolumeRate
};
//MFMChooser
//var CMCarbon = Decarbonater.MultiFactorCarbonMass(heatData.MatrixStateData, currentStateData);
m_currentMatrix = MFMChooser(heatData);
var matrixStateData =
Program.MFCMDataGenerate(Program.MatrixStateDataFull[m_currentMatrix].MatrixList);
var CMCarbon = Decarbonater.MultiFactorCarbonMass(matrixStateData, currentStateData);
//if (CMCarbon < RemainCarbonPercent) RemainCarbonPercent = CMCarbon;
RemainCarbonPercent = CMCarbon;
if (MomentFixDataForMFactorModel(heatData.CarbonMonoxideVolumePercent,
heatData.CarbonOxideVolumePercent)) // фиксируем для обучения
{
if (m_noFixData) {
CurrentHeatResult.OxygenVolumeRate = heatData.OxygenVolumeRate;
CurrentHeatResult.SteelCarbonCalculationPercent = RemainCarbonPercent;
CurrentHeatResult.CarbonMonoxideVolumePercent = heatData.CarbonMonoxideVolumePercent;
CurrentHeatResult.CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent;
CurrentHeatResult.HeightLanceCentimeters = heatData.HeightLanceCentimeters;
CurrentHeatResult.MFMEquationId = m_currentMatrix; // фиксируем матрицу по которой учим
EnqueueWaitC(CurrentHeatResult); // ставим в очередь ожидания углерода
Program.PushGate.PushEvent(new FixDataMfactorModelEvent());
// временная мера для перехода на старый углерод
var fex = new ConnectionProvider.FlexHelper("CPlusProcessor.DataFix");
fex.Fire(Program.PushGate);
Console.WriteLine(fex.evt + "\n");
//////////////////////////////////////////////////////////////////////
m_noFixData = false;
}
}
}
DataArchSec.SD.Add(new SecondData()); // заполняем для статистики во время плавки
DataArchSec.SD[DataArchSec.SD.Count - 1].CarboneCalc = RemainCarbonPercent;
DataArchSec.SD[DataArchSec.SD.Count - 1].Time = DateTime.Now.ToString();
DataArchSec.SD[DataArchSec.SD.Count - 1].CarboneMonoxide = heatData.CarbonMonoxideVolumePercent;
DataArchSec.SD[DataArchSec.SD.Count - 1].CarboneOxide = heatData.CarbonOxideVolumePercent;
DataArchSec.SD[DataArchSec.SD.Count - 1].HeightLance = heatData.HeightLanceCentimeters;
DataArchSec.SD[DataArchSec.SD.Count - 1].OxygenVolumeCurrent = heatData.OxygenVolumeCurrent;
//
if (!GasCarbonMassFinished) {
DataArchSec.SD[DataArchSec.SD.Count - 1].Model = "Gas Analise Mono factor Model";
l.msg("Gas Analise Mono factor Model");
}
else {
DataArchSec.SD[DataArchSec.SD.Count - 1].Model = "Multi Factor Model";
l.msg("Multi Factor Model № {0}", m_currentMatrix);
}
calculatedCarboneEvent.CarbonePercent = RemainCarbonPercent;
calculatedCarboneEvent.CarboneMass = RemainCarbonMass;
calculatedCarboneEvent.model = DataArchSec.SD[DataArchSec.SD.Count - 1].Model;
Program.PushGate.PushEvent(calculatedCarboneEvent);
//Program.PushGate.PushEvent(new CalculatedCarboneEvent());
// временная мера для перехода на старый углерод
var fex2 = new ConnectionProvider.FlexHelper("CPlusProcessor.Result");
fex2.AddArg("C", RemainCarbonPercent);
fex2.Fire(Program.PushGate);
//////////////////////////////////////////////////////////////////////
}
}
public static void Iterate(HeatData heatData)
{
using (var l = new Logger("Iterate")) {
if (ModelIsStarted) {
var currentStateData = new MFCMData {
CarbonMonoxideVolumePercent =
heatData.CarbonMonoxideVolumePercent,
CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent,
HeightLanceCentimeters = heatData.HeightLanceCentimeters,
OxygenVolumeRate = heatData.OxygenVolumeRate
};
m_currentMatrix = MFMChooser(heatData);
var matrixStateData =
Program.MFCMDataGenerate(Program.MatrixStateDataFull[m_currentMatrix].MatrixList);
var CMCarbon = Decarbonater.MultiFactorCarbonMass(matrixStateData, currentStateData);
//if (CMCarbon < RemainCarbonPercent) RemainCarbonPercent = CMCarbon;
RemainCarbonPercent = CMCarbon;
var fex2 = new ConnectionProvider.FlexHelper("SMFCarbon.Result");
fex2.AddArg("C", RemainCarbonPercent);
fex2.Fire(Program.PushGate);
Console.CursorTop = Console.CursorTop - 1;
Console.WriteLine(" ");
Console.CursorTop = Console.CursorTop - 1;
Console.WriteLine("Carbon = " + RemainCarbonPercent + "%");
if (MomentFixDataForMFactorModel(heatData.CarbonMonoxideVolumePercent,
heatData.CarbonOxideVolumePercent)) // фиксируем для обучения
{
if (!m_dataIsFixed) {
CurrentHeatResult.OxygenVolumeRate = heatData.OxygenVolumeRate;
CurrentHeatResult.SteelCarbonCalculationPercent = RemainCarbonPercent;
CurrentHeatResult.CarbonMonoxideVolumePercent = heatData.CarbonMonoxideVolumePercent;
CurrentHeatResult.CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent;
CurrentHeatResult.HeightLanceCentimeters = heatData.HeightLanceCentimeters;
CurrentHeatResult.MFMEquationId = m_currentMatrix; // фиксируем матрицу по которой учим
EnqueueWaitC(CurrentHeatResult); // ставим в очередь ожидания углерода
var fex = new ConnectionProvider.FlexHelper("SMFCarbon.DataFix");
fex.AddArg("C", RemainCarbonPercent);
fex.Fire(Program.PushGate);
l.msg(fex.evt + "\n");
m_dataIsFixed = true;
}
}
}
else {
ModelIsStarted = ModelVerifiForStart(
heatData.OxygenVolumeTotal,
heatData.OxygenVolumeCurrent,
heatData.CarbonMonoxideVolumePercent,
heatData.CarbonMonoxideVolumePercentPrevious,
heatData.CarbonOxideVolumePercent,
heatData.CarbonOxideVolumePercentPrevious
);
if (ModelIsStarted) {
var fex = new ConnectionProvider.FlexHelper("SMFCarbon.ModelIsStarted");
fex.Fire(Program.PushGate);
l.msg(fex.evt + "\n");
}
Console.Write(".");
}
}
}
public static void Iterate(HeatData heatData)
{
using (var l = new Logger("Iterate")) {
var calculatedCarboneEvent = new CalculatedCarboneEvent();
var currentStateData = new MFCMData {
CarbonMonoxideVolumePercent =
heatData.CarbonMonoxideVolumePercent,
CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent,
HeightLanceCentimeters = heatData.HeightLanceCentimeters,
OxygenVolumeRate = heatData.OxygenVolumeRate
};
//RemainCarbonPercent = Decarbonater.ComplexNMCProcess(heatData.MatrixStateData, currentStateData);
RemainCarbonPercent = Decarbonater.ComplexNMCProcess(currentStateData);
if (MomentFixDataForMFactorModel(heatData.OxygenVolumeCurrent, heatData.OxygenVolumeTotal,
heatData.CarbonMonoxideVolumePercent, heatData.CarbonOxideVolumePercent))
// фиксируем для обучения
{
if (m_noFixData) {
CurrentHeatResult.OxygenVolumeRate = heatData.OxygenVolumeRate;
CurrentHeatResult.SteelCarbonCalculationPercent = RemainCarbonPercent;
CurrentHeatResult.CarbonMonoxideVolumePercent = heatData.CarbonMonoxideVolumePercent;
CurrentHeatResult.CarbonOxideVolumePercent = heatData.CarbonOxideVolumePercent;
CurrentHeatResult.HeightLanceCentimeters = heatData.HeightLanceCentimeters;
EnqueueWaitC(CurrentHeatResult); // ставим в очередь ожидания углерода
//Program.PushGate.PushEvent(new FixDataMfactorModelEvent());
FireFixEvent(RemainCarbonPercent);
m_noFixData = false;
}
}
ModelIsStarted = ModelVerifiForStart(heatData.OxygenVolumeCurrent, heatData.CarbonMonoxideVolumePercent,
heatData.CarbonOxideVolumePercent);
if (ModelIsStarted) FireStartEvent();
calculatedCarboneEvent.model = "Complex neural Model";
calculatedCarboneEvent.CarbonePercent = RemainCarbonPercent;
calculatedCarboneEvent.CarboneMass = RemainCarbonMass;
var fex = new ConnectionProvider.FlexHelper("NeuralProcessorC.Calc");
fex.AddArg("TypeNeural", "non linear");
fex.AddArg("C", RemainCarbonPercent);
fex.Fire(Program.PushGate);
FireResultCarbonEvent();
//l.msg("fired carbon:\n{0}",fex.evt.ToString());
//Program.PushGate.PushEvent(calculatedCarboneEvent);
//Program.PushGate.PushEvent(new CalculatedCarboneEvent());
}
}