The partial derivatives are and , so all stationary points are for integers . Their Hessian matrix is . At even multiples of it is a positive-definite matrix, whereas at odd multiples it has one positive and one negative eigenvalue. Consequently
There are no local maxima. Since both and are nonnegative, these are also global minima. In the requested open plotting window, the stationary points are and ; the local minima at lie on excluded edges.
For a level set , solving for the vertical coordinate gives
For these level sets are closed ovals around each local minimum. At the level sets shrink to the local minima. The level set through the saddle points is
where the two signed branches together describe the same set as . They cross at and reach . The crossing slopes at a saddle point are , as also follows from the local quadratic form . For , the upper and lower level sets remain separate and extend across the plotting window without meeting the horizontal axis.
Figure 1.
Contours of the cosine-plus-quadratic function, with its saddle level and stationary points labelled
. Details.

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