Write , so and
Solving these simultaneously gives thirteen stationary points: the nine grid points with and the four points . There are no mixed extra cases, because and have no common root.
At a grid point the Hessian matrix has zero diagonal and off-diagonal entry , so its determinant is negative: all nine are saddle points. At the other four points the Hessian matrix is . Thus the equal-sign points are local maxima with value , and the opposite-sign points are local minima with value .
In the requested nonnegative quadrant, the stationary points are the four boundary saddle points and the interior local maximum . The zero contours are and . The gradient is perpendicular to regular contours and points toward increasing . A boundary point's classification above refers to the function on the whole plane; its behavior restricted to the quadrant can be one-sided. The interior local maximum is not a global maximum on the unbounded quadrant, since along .
Figure 1.
Contours, zeros, stationary points and gradient directions for the polynomial surface in the nonnegative quadrant
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