Computational methods particle physics

  • Is computational physics theoretical physics?

    Occasionally, Computational physics is considered more similar to theoretical one.
    Other people consider simulation by using computer resembles computer experiments.
    But some others still consider it is a mediator between theoretical physics and experimental physics..

  • What are the computational methods of particle physics?

    The main fields of computational particle physics are: lattice field theory (numerical computations), automatic calculation of particle interaction or decay (computer algebra) and event generators (stochastic methods)..

Computational particle physics refers to the methods and computing tools developed in and used by particle physics research. Like computational chemistry or  Computing toolsHistoryComputer AlgebraLattice field theory
The main fields of computational particle physics are: lattice field theory (numerical computations), automatic calculation of particle interaction or decay (computer algebra) and event generators (stochastic methods).
The main fields of computational particle physics are: lattice field theory (numerical computations), automatic calculation of particle interaction or decay (  Computing toolsHistoryComputer AlgebraLattice field theory

Type of Monte Carlo algorithms for signal processing and statistical inference

Particle filters, or sequential Monte Carlo methods, are a set of Monte Carlo algorithms used to find approximate solutions for filtering problems for nonlinear state-space systems, such as signal processing and Bayesian statistical inference.
The filtering problem consists of estimating the internal states in dynamical systems when partial observations are made and random perturbations are present in the sensors as well as in the dynamical system.
The objective is to compute the posterior distributions of the states of a Markov process, given the noisy and partial observations.
The term particle filters was first coined in 1996 by Pierre Del Moral about mean-field interacting particle methods used in fluid mechanics since the beginning of the 1960s.
The term Sequential Monte Carlo was coined by Jun S.
Liu and Rong Chen in 1998.

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