How we know what the weather was like
Where on Earth are you?
Most
people use latitude and longitude to represent where they are on the planet. However, that's
not the only method! For example, you could use Euclidean space,
but
that is often inconvenient on a curved surface like a sphere.
Some forecast models use spherical harmonic functions as coordinates.
What are spherical harmonics?
If you had a glass sphere, and you banged on it, you
would hear a certain sound*; this sound is due to a vibration on the
surface
of the sphere, which began when you banged on it. If you
banged on it even harder, you might hear two or three different
sounds at the same time. If you banged on it INFINITELY harder,
you would hear infinitely many sounds, because infinitely many waves
would occur all over the sphere. This infinite spectrum of
different
sounds can be represented visually as waves on a sphere, (as in the
image below) or mathematically by eigenfunctions of the Laplace
spectra:
http://lmb.informatik.uni-freiburg.de/masters/malingyu/01/index.en.html This is what the vibrations on the sphere look like |
where P
is the Legendre polynomial, φ is the latitude, θ is the longitude, l is
the degree of the polynomial, m
is number of wave peaks (wavenumber)
along longitude lines, and m-l is the number of wave peaks (wavenumber)
along latitude lines. |
In the figure
above, the top left sphere is where l=m=0,
down is increasing l, and right is increasing m. The furthest
left represents only waves along the longitudinal axis, and the
furthest right represents only
waves along latitudes. Note: there is a left side of the pyramid
in Figure 1, but it is the same as the right side but rotated.
.
Triangular Truncation
Since there are infinitely many of these harmonic
functions, the series has to be cut off, or truncated, somewhere; only
some of the harmonic functions can be used. Often models that use
spherical harmonics as coordinates are called Spectral Triangular,
which refers to which harmonics (of the infinite spectrum) were
chosen. For a spectral triangular truncation (which is used in
SSI) the harmonics are chosen by choosing three numbers to be
equal:
1. K: the largest value of the longitudinal wavenumber (m) + half the
latitudinal wavenumber (m-l)
2. M: the largest longitudinal wavenumber (m)
3. L: the largest degree of the polynomial (l)
This means not every harmonic of each wavenumber will be chosen: in
Figure 1 there will be more of the furthest right and furthest left
harmonics on the pyramid than center harmonics.
In SSI, K, M, and L are all equal to 62.
* Spheres do not sound nice: that's probably why musical
instruments are not spherical! For better listening,
I
recommend banging on something tubular, though this would create a
vibration
of a different shape.
Design by JeremyD