Completing squares reveals the geometry of the sheared quartic double-well gradient flow:
The critical points satisfy and , so they are , and . The Hessian matrix is
At the origin its determinant is , so is a saddle point, with . At either other critical point, the determinant is and the upper-left entry is , so it is a positive-definite matrix. They are strict local minima; the completed squares show that both are global minima, with .
A contour at level obeys
There are no contours for , two isolated minimum points for , and two separate closed ovals for . At the two lobes meet at the saddle point; near the origin their tangents are . For one closed contour surrounds both minima.
Figure 1.
Sheared quartic potential contours and the trajectory to the positive-x minimum
.
Along the gradient flow, the gradient-flow dissipation identity is
At the stated initial point, . Its trajectory stays in the invariant sublevel set . This set is compact because is a coercive function. It also excludes every point with , where ; continuity therefore keeps the trajectory in its positive- component.
To justify its limit rather than merely infer it from the sketch, integrate the dissipation identity: is finite. On this compact set the gradient and its time derivative are bounded, so is uniformly continuous. A nonnegative uniformly continuous function with finite integral tends to zero: otherwise separated intervals of a fixed positive height and width would force an infinite integral. Every accumulation point is consequently a critical point. In the positive- component below this energy level the only one is . Compactness then implies convergence, and
This is a compact gradient-flow trapping criterion; the drawn trajectory illustrates, rather than replaces, the convergence proof.