As printed, the function is undefined at the origin. For , its gradient isThe scalar prefactor is positive, and , so this gradient never vanishes. Thus there are no stationary points on the stated domain. Its infimum is three, approached as , but that value is not attained there.
If the intended definition includes the natural extension , that extension has a unique strict global minimum at the origin, with value three. Indeed, off zero, and proves differentiability at zero with zero gradient. More strongly, subtracting three gives the radial Gaussian flat function: every derivative of that difference vanishes at the origin. The vanishing Hessian matrix does not turn this minimum into an inflection point. These are two different domain interpretations; the extension must be stated rather than silently inserted.
Write , where . Because this hyperbolic function has strictly positive derivative , stationary points under an increasing outer function have the same positions and types for and . For ,The first equation requires or . If , the second gives . If , it gives . These are all the nonzero stationary points. At the origin, , so its gradient is ; the origin is not stationary.
At the Hessian matrix of is , and at it is . At and its Hessian matrices are respectively and . ThereforeThe extrema are local: is unbounded above and below on the full plane.
For the level curve geometry, a level is . In particular, the zero level curve is the union of the entire axis and the circle , crossing at the two saddle points. Inside the circle, above the axis and below it; outside, these signs reverse. Levels between and zero have closed loops around the upper minimum as well as unbounded lower-half-plane components. Reflection across the axis reverses the sign and gives the loops about the lower maximum. At the two extremal heights, the corresponding closed loop shrinks to its extremum. These features determine the sketch.
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