The Astrophysical Journal Supplement Series · 2012 · 29 citations · 28 references
Natural SciencesAstronomyPhysicsComputational GeometryComputational PhysicsInterstellar MediumComputational AstrophysicsData CompressionMatrix ComputationNumerical AstrophysicsData PipeliningHigh-performance Computing In AstrophysicsInstruction PipeliningOperatorsPipeliningRange ResolutionResolutionsSpherical Harmonic Analysis
We present Wavemoth, an experimental open source code for computing scalar spherical harmonic transforms (SHTs). Such transforms are ubiquitous in astronomical data analysis. Our code performs substantially better than existing publicly available codes due to improvements on two fronts. First, the computational core is made more efficient by using small amounts of precomputed data, as well as paying attention to CPU instruction pipelining and cache usage. Second, Wavemoth makes use of a fast and numerically stable algorithm based on compressing a set of linear operators in a precomputation step. The resulting SHT scales as O(L^2 (log L)^2) for the resolution range of practical interest, where L denotes the spherical harmonic truncation degree. For low and medium-range resolutions, Wavemoth tends to be twice as fast as libpsht, which is the current state of the art implementation for the HEALPix grid. At the resolution of the Planck experiment, L ~ 4000, Wavemoth is between three and six times faster than libpsht, depending on the computer architecture and the required precision. Due to the experimental nature of the project, only spherical harmonic synthesis is currently supported, although adding support or spherical harmonic analysis should be trivial.
28
Savitzky-Golay Smoothing Filters
William H. Press, Saul A. Teukolsky · Computers in Physics · 1990 · 11.8K citations · Full text
The Design and Implementation of FFTW3
Matteo Frigo, Steven G. Johnson · Proceedings of the IEEE · 2005 · 5.2K citations
Cython: The Best of Both Worlds
Stefan Behnel, Robert Bradshaw, Craig Citro et al. · Computing in Science & Engineering · 2010 · 1.3K citations · Full text