Published August 1, 2016 | Version v1
Journal article

Neutron monitor generated data distributions in quantum variational Monte Carlo

  • 1. Physics and Technology Department, al-Farabi Kazakh National University, Almaty (Kazakhstan)
  • 2. Department of Mathematics, School of Science and Technology, Nazarbayev University, Astana (Kazakhstan)

Description

We have assessed the potential applications of the neutron monitor hardware as random number generator for normal and uniform distributions. The data tables from the acquisition channels with no extreme changes in the signal level were chosen as the retrospective model. The stochastic component was extracted by fitting the raw data with splines and then subtracting the fit. Scaling the extracted data to zero mean and variance of one is sufficient to obtain a stable standard normal random variate. Distributions under consideration pass all available normality tests. Inverse transform sampling is suggested to use as a source of the uniform random numbers. Variational Monte Carlo method for quantum harmonic oscillator was used to test the quality of our random numbers. If the data delivery rate is of importance and the conventional one minute resolution neutron count is insufficient, we could always settle for an efficient seed generator to feed into the faster algorithmic random number generator or create a buffer. (paper)

Availability note (English)

Available from http://dx.doi.org/10.1088/1742-6596/738/1/012076

Additional details

Publishing Information

Journal Title
Journal of Physics. Conference Series (Online)
Journal Volume
738
Journal Issue
1
Journal Page Range
[6 p.]
ISSN
1742-6596

Conference

Title
5. international conference on mathematical modeling in physical sciences
Acronym
IC-MSquare 2016
Dates
23-26 May 2016
Place
Athens (Greece)

INIS

Country of Publication
United Kingdom
Country of Input or Organization
International Atomic Energy Agency (IAEA)
INIS RN
48100150
Subject category
S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
Resource subtype / Literary indicator
Conference
Descriptors DEI
BUFFERS; COMPUTER CODES; HARMONIC OSCILLATORS; HARMONICS; MONTE CARLO METHOD; NEUTRON MONITORS; NEUTRONS; OSCILLATORS; RANDOMNESS; RESOLUTION; SAMPLING; STOCHASTIC PROCESSES; VARIATIONAL METHODS
Descriptors DEC
BARYONS; CALCULATION METHODS; ELECTRONIC EQUIPMENT; ELEMENTARY PARTICLES; EQUIPMENT; FERMIONS; HADRONS; MEASURING INSTRUMENTS; MONITORS; NUCLEONS; OSCILLATIONS; RADIATION MONITORS