On the Computational Power of Particle Methods
Open Access
- 16 July 2025
- journal article
- Published by Centre pour la Communication Scientifique Directe (CCSD) in Fundamenta Informaticae
- Vol. ume 194, I
Abstract
We investigate the computational power of particle methods, a well-established class of algorit hms with applications in scientific computing and computer simulation. The computational power of a compute model determines the class of problems it can solve. Automata theory allows describing the computational power of abstract machines (automata) and the problems they can solve. At the top of the Chomsky hierarchy of formal languages and grammars are Turing machines, which resemble the concept on which most modern computers are built. Although particle methods can be interpreted as automata based on their formal definition, their computational power has so far not been studied. We address this by analyzing Turing completeness of particle methods. In particular, we prove two sets of restrictions under which a particle method is still Turing powerful, and we show when it loses Turing powerfulness. This contributes to understanding the theoretical foundations of particle methods and provides insight into the powerfulness of computer simulations.17 pages, 23 appendix pagesKeywords
All Related Versions
This publication has 14 references indexed in Scilit:
- Proven Distributed Memory Parallelization of Particle MethodsACM Transactions on Parallel Computing, 2024
- A Unifying Mathematical Definition of Particle MethodsIEEE Open Journal of the Computer Society, 2023
- Using DC PSE operator discretization in Eulerian meshless collocation methods improves their robustness in complex geometriesComputers & Fluids, 2016
- Discretization correction of general integral PSE Operators for particle methodsJournal of Computational Physics, 2010
- A General Deterministic Treatment of Derivatives in Particle MethodsJournal of Computational Physics, 2002
- Smoothed particle hydrodynamics: theory and application to non-spherical starsMonthly Notices of the Royal Astronomical Society, 1977
- A numerical approach to the testing of the fission hypothesisThe Astronomical Journal, 1977
- Three models for the description of languageIEEE Transactions on Information Theory, 1956
- CohesionProceedings of the Physical Society (1926-1948), 1931
- The Problem of the Random WalkNature, 1905