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New math tool predicts impending breakdowns
HOW LONG will a steel pillar support a bridge before rust eats
deep enough to let it snap? How long will a container of
corrosive acid hold before it springs a leak? A group of
scientists at the University of Rochester has found a
mathematical basis for predicting when a single point on a
surface will erode to a critical depth. The findings are being
published in the journal Physical Review Letters.
Predicting when the lowest point in a surface will erode to a
critical depth or when the highest point will build up to a
critical height is challenging because there is no way to gain
statistics on these extreme points.
It would be like asking what the average height of the tallest
person in a room is-there is only one tallest person, and so your
sample is always limited to one.
To produce information on these extreme points, Yonathan Shapir,
professor of physics and chemical engineering at the University,
and his team have jointly combined scaling math, also known as
fractal math, with a recent branch of mathematics
called``extreme-value statistics.'according to the report.
'Evolving in just the last few decades, extreme-value statistics
provides a way to determine the probability of extreme events,
such as to forecast severe weather conditions or predict floods.
``This is the first time we've had a way to predict how these
extreme points grow based on nothing more than the roughness of
the surface they're on,'' says Shapir.
An extreme point could be the deepest point of rust in a steel
girder or the highest point of metal accumulation inside a
battery that leads to a short.
Understanding them can lead to better material designs and more
reliable devices, as well as cutting the time needed to test such
designs.
The process is like trying to find how tall the tallest person in
the world is by measuring the height of the tallest person in a
roomful of people.
Obviously, the tallest person in the world probably isn't in the
room, but extreme-value statistics offers a way to estimate how
tall that tallest person is likely to be.
The key to applying this approach to surfaces is the idea of
scaling, or fractals, across both space and time.
A pattern that can be scaled is one that has the same shape no
matter how far you may``zoom in''on it.
The basic pattern repeats itself on any scale at which you view
the pattern. Fractals are visual patterns that display infinite
scaling.
Likewise, when a surface grows or is eroded, its overall pattern
repeats itself with time. So a magnified piece of the surface
will look like the whole surface after a long period of erosion
or accumulation.
The three physicists and one mathematician visualized how the
roughness of a surface changed as it wore away-by an acid, for
instance-or accumulated, such as inside a battery.
They concluded that the extreme point of a section changed in a
non-linear relation to the roughness.
It would be as if the tallest person grew faster than everyone
else in the room. Shapir and his team could then scale the
section to the whole of the surface being affected by the
corrosion or accumulation.
In essence, they could extrapolate the height of the tallest
person in the world by scaling up the relationship between
average and tallest to account for the world's population.
The next step in the research was to model the growth or erosion
process backward in time to determine what a small section of the
surface originally looked like, by studying the way the whole
surface wound up.
In collaboration with Michael Cranston, mathematics professor at
the University, they were able to generalize the way the extreme
points wound up by solving a mathematical model that should work
similarly for any other fractal surface.
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