private static ILArray <double> min(out ILArray <int> idx, ILArray <double> ilArray)
{
idx = ILMath.empty <int>();
ILArray <double> result = ILMath.min(ilArray, idx);
idx += 1;
return(result);
}
protected static ILArray <double> min(ILArray <double> ilArray, double value)
{
return(ILMath.min(ilArray, value));
}
private static ILArray <double> min(ILArray <double> ilArray)
{
return(ILMath.min(ilArray));
}
//protected static double min(double[] array)
//{
// if (array.Length == 2)
// {
// return Math.Min(array[0], array[1]);
// }
// throw new NotImplementedException();
//}
private static ILArray <int> min(ILArray <int> ilArray)
{
return(ILMath.min(ilArray));
}
//% The main file for running the wind farm controll and wake simulation.
// It is not completely done yet. Further updates will come
// Currently there are only 4 turbines, for test purposes. But is should be
// easily updated to a larger number of turbines.
// Similarly there is a lot of room for speed optimizations, even though it
// now runs slowly with only 4 turbines
// 19/07-13 MS
public static double[][] Simulation(WakeFarmControlConfig config)
{
var parm = new WindTurbineParameters();
ILMatFile env;
ILMatFile wt;
ILArray <int> idx;
ILArray <double> ee;
double Ki;
double Kp;
int PC_MaxPit;
int PC_MinPit;
double VS_CtInSp;
double VS_RtGnSp;
double VS_Rgn2K;
double omega0;
double beta0;
double power0;
ILArray <double> x;
ILArray <double> u0;
ILArray <double> u;
ILArray <double> Mg_old;
ILArray <double> P_ref;
ILArray <double> Pa;
ILArray <double> Power;
ILArray <double> Ct;
ILArray <double> P_ref_new;
ILArray <double> v_nac;
double alpha;
double Mg_max_rate;
ILArray <double> e;
ILArray <double> Mg;
ILArray <double> beta;
ILArray <double> Cp;
ILArray <double> Omega;
ILArray <double> out_;
if (config.NTurbines == 0)
{
return(null);
}
// Wind farm properties
//turbine properties
env = wt = new ILMatFile(config.NREL5MW_MatFile); //Load parameters from the NREL 5MW turbine
parm.N = config.NTurbines; // number of turbines in farm
parm.rho = (double)env.GetArray <double>("env_rho"); //air density
parm.radius = ((double)(wt.GetArray <double>("wt_rotor_radius"))) * ILMath.ones(1, config.NTurbines); // rotor radius (NREL5MW)
parm.rated = 5e6 * ILMath.ones(1, config.NTurbines); //rated power (NREL5MW)
parm.ratedSpeed = (double)wt.GetArray <double>("wt_rotor_ratedspeed"); //rated rotor speed
idx = ILMath.empty <int>();
ILMath.max(wt.GetArray <double>("wt_cp_table")[ILMath.full], idx); //Find index for max Cp;
parm.Cp = ILMath.ones(1, config.NTurbines) * wt.GetArray <double>("wt_cp_table").GetValue(idx.ToArray()); //Set power coefficent to maximum value in the cp table
parm.Ct = ILMath.ones(1, config.NTurbines) * wt.GetArray <double>("wt_ct_table").GetValue(idx.ToArray()); //Set power coefficent to maximum value in the ct table
// NOTE: controller parameters should be imported from the wt....struct in
//Pitch control
ee = 0; //blade pitch integrator
Ki = 0.008068634 * 360 / 2 / ILMath.pi; // integral gain (NREL5MW)
Kp = 0.01882681 * 360 / 2 / ILMath.pi; // proportional gain (NREL5MW)
PC_MaxPit = 90;
PC_MinPit = 0;
//region control NREL
VS_CtInSp = 70.16224;
VS_RtGnSp = 121.6805;
VS_Rgn2K = 2.332287;
// load initial wind data
var wind = new ILMatFile(config.Wind_MatFile);
//% Set initial conditions
omega0 = 1.267; //Rotation speed
beta0 = 0; //Pitch
var timeLine = (int)config.TimeLine();
power0 = parm.rated.GetValue(0); //Power production
x = (omega0 * ILMath.ones(parm.N, 1)).Concat((wind.GetArray <double>("wind").GetValue(0, 1) * ILMath.ones(parm.N, 1)), 1);
u0 = (beta0 * ILMath.ones(parm.N, 1)).Concat((power0 * ILMath.ones(parm.N, 1)), 1);
u = u0.C;
Mg_old = u[ILMath.full, 1];
P_ref = ILMath.zeros(parm.N, (int)config.TimeLine()); //Initialize matrix to save the power production history for each turbine
Pa = P_ref.C; //Initialize available power matrix
Power = P_ref.C;
Ct = parm.Ct.C; //Initialize Ct - is this correct?
Ct[timeLine - 1, ILMath.full] = Ct[0, ILMath.full];
P_ref_new = power0 * ILMath.ones(config.NTurbines, 1);
v_nac = ILMath.zeros(Ct.Size[1], timeLine);
Mg = ILMath.zeros(u.Size[0], timeLine);
beta = ILMath.zeros(u.Size[0], timeLine);
Omega = ILMath.zeros(Ct.Size[1], timeLine);
Cp = ILMath.zeros(timeLine, parm.Cp.Size[1]);
var turbineModel = new TurbineDrivetrainModel();
//% Simulate wind farm operation
//var timeLine = (int) config.TimeLine();
for (var i = 2; i <= timeLine; i++) //At each sample time(DT) from Tstart to Tend
{
//Calculate the wake using the current Ct values
{
ILArray <double> out_v_nac;
WakeCalculation.Calculate((Ct[i - 1 - 1, ILMath.full]), i, wind, out out_v_nac);
v_nac[ILMath.full, i - 1] = out_v_nac;
}
x[ILMath.full, 1] = v_nac[ILMath.full, i - 1];
//Farm control
//Calculate the power distribution references for each turbine
if (config.EnablePowerDistribution)
{
ILArray <double> out_Pa;
PowerDistributionControl.DistributePower(v_nac[ILMath.full, i - 1], config.Pdemand, Power[ILMath.full, i - 1 - 1], parm, out P_ref_new, out out_Pa);
Pa[ILMath.full, i - 1] = out_Pa;
}
//Hold the demand for some seconds
if (ILMath.mod(i, ILMath.round(config.PRefSampleTime / config.DT)) == 2) //???
{
P_ref[ILMath.full, i - 1] = P_ref_new;
}
else
{
if (config.PowerRefInterpolation)
{
alpha = 0.01;
P_ref[ILMath.full, i - 1] = (1 - alpha) * P_ref[ILMath.full, i - 1 - 1] + (alpha) * P_ref_new;
}
else
{
P_ref[ILMath.full, i - 1] = P_ref_new;
}
}
//Calculate control for each individual turbine - should be moved to the
//turbine (drivetrain) model.
//Torque controller
for (var j = 1; j <= parm.N; j++)
{
if ((x.GetValue(j - 1, 0) * 97 >= VS_RtGnSp) || (u.GetValue(j - 1, 0) >= 1)) // We are in region 3 - power is constant
{
u.SetValue(P_ref.GetValue(j - 1, i - 1) / x.GetValue(j - 1, 0), j - 1, 1);
}
else if (x.GetValue(j - 1, 0) * 97 <= VS_CtInSp) //! We are in region 1 - torque is zero
{
u.SetValue(0.0, j - 1, 1);
}
else //! We are in region 2 - optimal torque is proportional to the square of the generator speed
{
u.SetValue(97 * VS_Rgn2K * x.GetValue(j - 1, 0) * x.GetValue(j - 1, 0) * Math.Pow(97, 2), j - 1, 1);
}
}
//Rate limit torque change
// u(:,2) - Mg_old;
Mg_max_rate = 1e6 * config.DT;
u[ILMath.full, 1] = ILMath.sign(u[ILMath.full, 1] - Mg_old) * ILMath.min(ILMath.abs(u[ILMath.full, 1] - Mg_old), Mg_max_rate) + Mg_old;
//Pitch controller
e = 97 * (omega0 * ILMath.ones(parm.N, 1) - x[ILMath.full, 0]);
ee = ee - config.DT * e;
ee = ILMath.min(ILMath.max(ee, PC_MinPit / Ki), PC_MaxPit / Ki);
u[ILMath.full, 0] = -Kp * config.DT * e + Ki * ee;
for (var j = 1; j <= parm.N; j++)
{
u.SetValue(Math.Min(Math.Max(u.GetValue(j - 1, 0), PC_MinPit), PC_MaxPit), j - 1, 0);
}
if (!config.EnableTurbineDynamics)
{
u = u0;
}
Mg[ILMath.full, i - 1] = u[ILMath.full, 1];
Mg_old = Mg[ILMath.full, i - 1];
beta[ILMath.full, i - 1] = u[ILMath.full, 0]; //Set pitch
//Turbine dynamics - can be simplified
if (config.EnableTurbineDynamics)
{
for (var j = 1; j <= parm.N; j++)
{
double out_x;
double out_Ct;
double out_Cp;
turbineModel.Model(x[j - 1, ILMath.full], u[j - 1, ILMath.full], wt, env, config.DT, out out_x, out out_Ct, out out_Cp);
x.SetValue(out_x, j - 1, 0);
Ct.SetValue(out_Ct, i - 1, j - 1);
Cp.SetValue(out_Cp, i - 1, j - 1);
}
}
else
{
Ct[i - 1, ILMath.full] = parm.Ct;
Cp[i - 1, ILMath.full] = parm.Cp;
x[ILMath.full, 0] = parm.ratedSpeed;//Rotational speed
}
Omega[ILMath.full, i - 1] = x[ILMath.full, 0];
Power[ILMath.full, i - 1] = Omega[ILMath.full, i - 1] * Mg[ILMath.full, i - 1];
}
//% Save output data
out_ = (config.DT * (ILMath.counter(0, 1, config.TimeLine())));
out_ = out_.Concat(v_nac.T, 1);
out_ = out_.Concat(Omega.T, 1);
out_ = out_.Concat(beta.T, 1);
out_ = out_.Concat(P_ref.T, 1);
out_ = out_.Concat(Ct, 1);
out_ = out_.Concat(Cp, 1);
out_ = out_.Concat(Pa.T, 1);
out_ = out_.Concat(Mg.T, 1);
out_ = out_.Concat(Power.T, 1);
//Ttotal power demand
var l = config.NTurbines * 3 + 1;
var r = l + config.NTurbines - 1;
out_ = out_.Concat(ILMath.sum(out_[ILMath.full, ILMath.r(l, r)], 1) / 1e6, 1); // P_ref sum
l = config.NTurbines * 6 + 1;
r = l + config.NTurbines - 1;
out_ = out_.Concat(ILMath.sum(out_[ILMath.full, ILMath.r(l, r)], 1) / 1e6, 1); // Pa sum. 'Power Demand'
out_ = out_.Concat(ILMath.sum(Power).T / 1e6, 1); // 'Actual Production'
//Ttotal power demand
out_ = out_.Concat(ILMath.sum(P_ref.T, 1), 1); // 'Demand'
out_ = out_.Concat(ILMath.sum(Pa.T, 1), 1); // 'Available'
out_ = out_.Concat(ILMath.sum(Mg * Omega).T, 1); // 'Actual'
//Total power produced
out_ = out_.Concat((Mg * Omega).T, 1);
var out_doubleArray = new double[out_.Size[0]][];
for (int i = 0; i <= out_doubleArray.GetLength(0) - 1; i++)
{
out_doubleArray[i] = new double[out_.Size[1]];
for (int j = 0; j <= out_doubleArray[i].GetLength(0) - 1; j++)
{
out_doubleArray[i][j] = out_.GetValue(i, j);
}
}
return(out_doubleArray);
}
//Finalval is the result of the look up of Lambda and Beta in the CP map.
//The function uses a bilinear interpolation method, and has been developed
//to replace interpn in an embedded matlab environment
public void Interpolate(double Beta, double Lambda, ILArray <double> table2, ILArray <double> Betavec2, ILArray <double> Lambdavec2, out double Finalval)
{
ILArray <int> Bt;
int B1;
int B2;
ILArray <int> Lt;
int L1;
int L2;
ILArray <double> Yvals;
ILArray <double> Yintervals;
//Setting up persistent variables
//Function initialization
//The first time the function is run, it stores supplied map as a persistent
//variable.
if (_persistentCt == null)// Is only run once
{
_persistentCt = new PersistentVariables();
_persistentCt.Table = table2.C;
_persistentCt.Betavec = Betavec2.C;
_persistentCt.Lambdavec = Lambdavec2.C;
}
//Step 1, finding two adjecent indexes of the BetaVec, which contain the
//supplied beta value
Bt = ILMath.empty <int>();
ILMath.min(ILMath.abs(_persistentCt.Betavec - Beta), Bt); //Finding index 1
B1 = Bt.GetValue(0); //Necessary specification in embedded
//matlab
if (Beta > _persistentCt.Betavec.GetValue(B1)) //Finding index 2
{
if (B1 == (_persistentCt.Betavec.Length - 1)) //testing if endpoint-extrapolation
{
B2 = B1; //should be used
B1 = B1 - 1;
}
else
{
B2 = B1 + 1;
}
}
else
{
if (B1 == 0)
{
B1 = 1;
B2 = 0;
}
else
{
B2 = B1 - 1;
}
}
//Step 2, finding two adjecent indexes of the LambdaVec, which contain the
//supplied Lambda value
Lt = ILMath.empty <int>();
ILMath.min(ILMath.abs(_persistentCt.Lambdavec - Lambda), Lt);
L1 = Lt.GetValue(0);
if (Lambda > _persistentCt.Lambdavec.GetValue(L1)) //Need to work out of indexes
{
if (L1 == (_persistentCt.Lambdavec.Length - 1))
{
L2 = L1;
L1 = L1 - 1;
}
else
{
L2 = L1 + 1;
}
}
else
{
if (L1 == 0)
{
L1 = 1;
L2 = 0;
}
else
{
L2 = L1 - 1;
}
}
//Step 3
//Finding the four indexed values by means of the indexes
Yvals = new double[, ] {
{ _persistentCt.Table.GetValue(B1, L1), _persistentCt.Table.GetValue(B2, L1) },
{ _persistentCt.Table.GetValue(B1, L2), _persistentCt.Table.GetValue(B2, L2) }
};
//Step 4
//Making two sets of linear interpolations by using the different lambda values
Yintervals = ILMath.array(new double[] {
((Yvals.GetValue(0, 1) - Yvals.GetValue(0, 0))
/ (_persistentCt.Lambdavec.GetValue(L2) - _persistentCt.Lambdavec.GetValue(L1))
* (Lambda - _persistentCt.Lambdavec.GetValue(L1))
+ Yvals.GetValue(0, 0)),
((Yvals.GetValue(1, 1) - Yvals.GetValue(1, 0))
/ (_persistentCt.Lambdavec.GetValue(L2) - _persistentCt.Lambdavec.GetValue(L1))
* (Lambda - _persistentCt.Lambdavec.GetValue(L1))
+ Yvals.GetValue(1, 0))
},
2, 1);
//Step 5
//Making the final linear interpolation on the results obtained in
//stepp 4
Finalval = ((Yintervals.GetValue(1) - Yintervals.GetValue(0)) / (_persistentCt.Betavec.GetValue(B2) - _persistentCt.Betavec.GetValue(B1)))
* (Beta - _persistentCt.Betavec.GetValue(B1))
+ Yintervals.GetValue(0);
}
