13 research outputs found
Applicability of Quasi-Monte Carlo for lattice systems
This project investigates the applicability of quasi-Monte Carlo methods to
Euclidean lattice systems in order to improve the asymptotic error scaling of
observables for such theories. The error of an observable calculated by
averaging over random observations generated from ordinary Monte Carlo
simulations scales like , where is the number of observations. By
means of quasi-Monte Carlo methods it is possible to improve this scaling for
certain problems to , or even further if the problems are regular
enough. We adapted and applied this approach to simple systems like the quantum
harmonic and anharmonic oscillator and verified an improved error scaling of
all investigated observables in both cases.Comment: on occasion of the 31st International Symposium on Lattice Field
Theory - LATTICE 2013, July 29 - August 3, 2013, Mainz, Germany, 7 Pages, 4
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A first look at quasi-Monte Carlo for lattice field theory problems
In this project we initiate an investigation of the applicability of Quasi-Monte Carlo methods to lattice field theories in order to improve the asymptotic error behavior of observables for such theories. In most cases the error of an observable calculated by averaging over random observations generated from an ordinary Monte Carlo simulation behaves like Nâ1/2, where N is the number of observations. By means of Quasi-Monte Carlo methods it is possible to improve this behavior for certain problems to up to Nâ1. We adapted and applied this approach to simple systems like the quantum harmonic and anharmonic oscillator and verified an improved error scaling.Peer Reviewe
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