theochem/grid

Spherical Designs

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I think it may be worth adding spherical designs as an alternative angular quadrature. The rationales are that the fact that Lebedev-Laikov grids sometimes have negative weights gives problems (numerical and practical) and that for very smooth functions, spherical designs have some advantages (they seem competitive with Lebedev quadratures in general; I would speculate that this is because they do a "better job" of approximately integrating higher-degre spherical harmonics (beyond the integration order). Having uniform weights is also convenient, and ensures favorable behavior for, e.g., spherical averages and interpolation.

Other features:

  • equal weights, all nonnegative.
  • highly symmetric grids.
  • competitive in point-count to Lebedev quadrature. Lebedev has $\frac{(L+1)^2}{3}$ points for order L; Spherical designs are $\frac{(L+1)^2}{2}$. See book chapter
  • huge numbers of nodes available. (Up to degree 325!) See Wormersley. See also Neil Sloane's list
  • It's possible to define nested quadratures.

#156 finishes this.

The Wormesley S-codes were added, obtained from https://web.maths.unsw.edu.au/~rsw/Sphere/EffSphDes/ with reference:

[1] R. S. Womersley, Efficient Spherical Designs with Good Geometric Properties. In:
Dick J., Kuo F., Wozniakowski H. (eds) Contemporary Computational Mathematics -
A Celebration of the 80th Birthday of Ian Sloan. Springer (2018) pp. 1243-1285
https://doi.org/10.1007/978-3-319-72456-0_57