Quadratic programming with linear equality constraints in Matlab

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I have to identify an ARX under some linear constraints, this means that I have a quadratic programming with linear equality constraints problem.


One way is to use the following equations in the red boxes. A possible disadvantage in this case is the calculation of the matrix inversions (sometimes Matlab gives me the warning: Matrix is close to singular or badly scaled)

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Another way is to use in Matlab the command: quadprog()


Another way is to use in Matlab the command: lsqlin()


Which of these three methods is the best one?

Which is the most robust numerically?

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