Use the Maclaurin series on the positive side:
In the last expression the original square root covers , whose leading term is . Hence and . All three are positive for sufficiently small positive , so
Thus is greatest and least in the stated limit.
The Big O notation means that there exist constants and such that
within the domain of . Thus stays bounded in a punctured neighbourhood of zero. It need not have a limit: is one example. The statement imposes no condition on a separately assigned value .
Let denote the mutually exclusive supplier events and the defective-bulb event. Their probabilities and conditional defect rates are
These supplier events partition the possible bulbs. The following calculations use the law of total probability and Bayes' theorem with that partition.
All size-six subsets are equally likely under uniform sampling without replacement. There are subsets in total, and contain the required three members from each group. Thus the hypergeometric distribution gives
Over one period, the graph rises linearly from the limiting point to , then drops to zero and stays there up to . Repeat this pattern every . The given open endpoints do not fix values at the jumps, but changing individual point values does not change any Fourier coefficient.
Only the negative half-interval contributes. The constant coefficient is
For , integration by parts gives
and
Consequently the requested Fourier series is
It equals the given function on each open continuity interval. By the Dirichlet-Jordan convergence theorem, at it takes the jump midpoint , while at it takes zero because the periodic one-sided limits agree there.
Figure 1.
One period of the ramp-and-zero function, with the Fourier-series value at its jump
. Details.
With the standard real normalization, the Fourier series of a period- function is
where
For the partial sum , Fourier orthogonality eliminates all cross terms. The constant term contributes , while every squared sine or cosine integrates to , giving
For a square-integrable function, completeness of the trigonometric orthogonal basis in the Hilbert space makes in norm. Passing to the limit proves Parseval's identity:
Square integrability is the needed hypothesis here; periodicity alone is not an integrability or convergence condition.
The gradient factors as
If a coordinate is zero, the solutions are , and . With both coordinates nonzero, subtracting the two bracket equations gives , hence . These give four more stationary points.
The Hessian matrix has equal diagonal entries and off-diagonal entry . At the origin its eigenvalues are , and at the four nonzero axis points they are , so all five are saddles. At the two same-sign interior points the eigenvalues are , while at the opposite-sign points they are . Therefore
The extrema are not global, since the quartic takes arbitrarily large positive and negative values along suitable rays.
For the contour sketch, the zero level is exactly the two axes together with the unit circle. Inside the circle, is negative in the first and third quadrants and positive in the other two; outside, those signs reverse. Small negative levels contain closed loops around the two minima as well as unbounded branches in the second and fourth quadrants. Small positive levels similarly contain two loops around the maxima and unbounded branches in the first and third quadrants. The closed loops shrink to the extrema at levels , and disappear beyond those levels. This is the unit-scale quartic surface with axes and a circle as its zero set.
Figure 1.
The quartic's nine stationary points and its zero set of axes and a unit circle
. Details.
For , parametrize the curved surface by , with and . The magnitude of the cross product of its coordinate tangents gives the area element of a surface:
Integrating gives
This is the curved surface area, not the area of a lid across the horizontal opening. The expression tends to zero at and has dimensions of area. The volume and centroid of a parabolic cup use the same geometry.
The axis intercepts of the plane are
Use two edge vectors from :
The triangle area is half this cross product magnitude:
Use as an anchor. Two directions in the required plane are
Their cross product is , so a normal vector is . The Cartesian equation of a plane is
Direct substitution verifies all three given points. The independent direction vectors ensure the plane is uniquely determined.
Assume the two line-defining points are distinct. Put and . The triangle formed by the three points has area . The same area is half the base length times the perpendicular height from the third point to the line. Hence the distance from a point to a line in three dimensions is
This remains valid when the nearest point lies outside the segment, since the base line is infinite. If all three points are collinear, the numerator and distance are both zero.
If either vector is zero, both sides vanish. Otherwise let be the angle between them. The magnitudes of the cross product and dot product are described by
Squaring and using proves Lagrange's identity:

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