Environmental Engineering Reference
In-Depth Information
Appendix H
Newton's method
Newton's method is a well-known algorithm for finding roots of equations in one or
more dimensions, and popularly used in solving optimal power flow problems [181].
For instance, the solution of Lagrangian function equation (G.1) can be obtained
by employing the Newton's method to the following system of linearised equations:
W z =− y
(H.1)
W is the matrix of derivatives for Lagrangian function L
z is the vector of correction terms
y is the gradient vector
where
Newton's method is an iterative form that uses the non-linear equations of the
Lagrangian function to calculate a correction z for the x m values.
x m + 1
x m
=
+
z
(H.2)
The following tests are conducted to guarantee an adequate solution [213]:
All power mismatches are within a prescribed tolerance;
The inequality constraints are satisfied;
The gradient vector is 0;
Further reductions in the objective function are possible only if constraints are
violated.
 
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