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Re:Getting Started with Torch-Harmonics by buildbot on Tuesday August 01, 2023 @12:39PM (#36958449)
What can one use spherical harmonics for? The repo does not really say. Neat pictures of globes?
Re:Getting Started with Torch-Harmonics by zengid on Tuesday August 01, 2023 @12:52PM (#36958678)
I'm guessing it's for global temperature modeling
Re:Getting Started with Torch-Harmonics by randomgermanguy on Tuesday August 01, 2023 @12:59PM (#36958774)
Spherical harmonics are used all over the place in climate science. But two big examples are Global oscillations like NAO&ENSO (so ocean currents and atmospheric pressure mostly), and analyzing wind-patterns on the globe/sphere.
Re:Getting Started with Torch-Harmonics by mjhay on Tuesday August 01, 2023 @01:00PM (#36958797)
Basically to model anything on a sphere (usually the Earth). Spherical harmonics are orthogonal functions on the sphere, just like Fourier modes are orthogonal functions in normal space. They solve Laplace's equation on the sphere.

Gravity, geomagnetism, and many other things are often given in terms of spherical harmonics.

Re:Getting Started with Torch-Harmonics by _a_a_a_ on Tuesday August 01, 2023 @01:25PM (#36959225)
"Spherical harmonics are orthogonal functions on the sphere, just like Fourier modes are orthogonal functions in normal space"

I am stupid. What does this mean?

Re:Getting Started with Torch-Harmonics by xeonmc on Tuesday August 01, 2023 @02:28PM (#36960263)
A vibrating string form sine waves.

A vibrating bubble form spherical harmonics.

Re:Getting Started with Torch-Harmonics by russh on Tuesday August 01, 2023 @10:28PM (#36966256)
Thank you.
Re:Getting Started with Torch-Harmonics by mjhay on Tuesday August 01, 2023 @02:32PM (#36960320)
It doesn't mean you're stupid! You're probably familiar with the concept of two lines (or vectors) being orthogonal (perpendicular) to each other. e.g., two 2-d vectors (0, 1) and (1, 0) are perpendicular. This is equivalent to saying that their dot product is 0:

0*1 + 1*0 = 0

Those are finite, 2d vectors. They also happen to be orthogonal unit length (orthonormal) basis vectors, because you can write any 2-d vector with linear combinations of those:

(2, 1) = 2*(1, 0) + 1*(0, 1)

We could do the same with any pair of non-parallel 2d vectors, but it's much easier to have an orthonormal basis.

The same intuition almost completely carries over to infinite-dimensional vector spaces. Here, vectors are well-behaved functions on the sphere.

The inner product (or dot product) of two such functions (e.g. f and g) is the integral of their product over the sphere, which pretty much multiplies the value of both f and g at every point, and adds up the pointwise values by area weighting (some other orthogonal function series are orthogonal under other weightings or spaces).

Spherical harmonic functions form an orthonormal basis over the sphere (viewed as an infinite-dimensional vector space), just like those two vectors do over a 2d space. So, two different spherical harmonic functions have an inner product of zero. This makes a lot of things much easier!

Fourier modes are very similar. Any nice periodic function on the real line can be written as a sum of the trigonmetric basis functions, called its Fourier series.*

Re:Getting Started with Torch-Harmonics by xeonmc on Tuesday August 01, 2023 @02:22PM (#36960171)
What is the lowest order set of spherical harmonics that can approximate a cow?
Re:Getting Started with Torch-Harmonics by mkaic on Tuesday August 01, 2023 @04:34PM (#36962376)
Well, assuming spherical cows, I'd guess it's just one :P
Re:Getting Started with Torch-Harmonics by xeonmc on Tuesday August 01, 2023 @02:46PM (#36960529)
Any 3D shape/distribution can be expressed as some infinite mixture of Cartesian x-y-z (plane) waves, but if your object is closer to being radially symmetric then it might be more appropriate to express it as a mixture of azimuth-declination & radius waves instead. Technically you can choose any esoteric shape to split of your three degrees-of-freedom and your description will be mathematically identical as long as your DoF basis don’t have redundant parts, but usually we tend to use either Cartesian or spherical descriptions, and the frequency-domain (reciprocal space) description of those choice of symmetry corresponds to [xyz plane waves] or [spherical harmonics (angular part) + Spherical Hankel functions (radius part)]