I am importing Apache Commons Math and Lemmingapex Trilateration as external jar libraries in Processing. I followed this instruction from SO:
How to add external libraries in processing
The processing sketch seems to work fine but i am getting the following error printed to console every time i run the sketch.
No library found for org.apache.commons.math3.fitting.leastsquares.LeastSquaresOptimizer
This is the Processing PDE Sketch:
import org.apache.commons.math3.fitting.leastsquares.*;
import org.apache.commons.math3.fitting.leastsquares.LeastSquaresOptimizer.Optimum;
import org.apache.commons.math3.linear.RealMatrix;
import org.apache.commons.math3.linear.RealVector;
import com.lemmingapex.trilateration.*;
void setup() {
size(1024, 768);
double[][] positions = new double[][] { { 8.0, 12.0 }, { 15.0, 40.0 }, { 40.0, 20.0 }, { 22, 40 } };
double[] distances = new double[] { 10.06, 13.97, 23.32, 10.31 };
NonLinearLeastSquaresSolver solver = new NonLinearLeastSquaresSolver(new TrilaterationFunction(positions, distances), new LevenbergMarquardtOptimizer());
Optimum optimum = solver.solve();
// the answer
double[] centroid = optimum.getPoint().toArray();
printArray(centroid);
// error and geometry information; may throw SingularMatrixException depending the threshold argument provided
RealVector standardDeviation = optimum.getSigma(0);
RealMatrix covarianceMatrix = optimum.getCovariances(0);
printArray(standardDeviation);
printArray(covarianceMatrix);
background(37);
ellipse((float) centroid[0], (float) centroid[1], 20, 20);
}
void draw() {
}
Where am i going wrong? Any pointers?
I was able to make it work using the following imports.
import org.apache.commons.math3.fitting.leastsquares.LeastSquaresOptimizer.Optimum;
import org.apache.commons.math3.fitting.leastsquares.LevenbergMarquardtOptimizer;
import com.lemmingapex.trilateration.NonLinearLeastSquaresSolver;
import com.lemmingapex.trilateration.TrilaterationFunction;
import com.lemmingapex.trilateration.*;
Thanks Kevin. Hope this helps other.