For the graph surface , an upward normal is . At , let ; then and . Normalizing gives the unit normal vectorIts negative is the equally valid downward normal.
A tangent displacement has the form . At the specified point, and , so the fastest decrease of height per unit surface distance has and . The unit downhill tangent is . Therefore, for speed measured along the surface,Its Euclidean norm is , and it is orthogonal to the surface normal. The general construction is steepest descent on a graph surface; using a horizontal speed equal to would overestimate the full three-dimensional speed.
The horizontal direction of steepest descent on a graph surface is parallel to . On the line , the component vanishes identically, so that line is invariant under the downhill path. Starting at , for , so decreases towards zero. The path reaches the minimumAt the minimum no strictly downhill direction remains. A constant-speed parametrization reaches it after the finite arc length divided by ; the unnormalized gradient flow approaches the same endpoint only asymptotically in its own time parameter.
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