Two-step verification method for Monte Carlo codes in biomedical optics applications.
Monte Carlo method
analytical benchmarks
biomedical optics
forward solvers
radiative transfer equation
verification procedure
Journal
Journal of biomedical optics
ISSN: 1560-2281
Titre abrégé: J Biomed Opt
Pays: United States
ID NLM: 9605853
Informations de publication
Date de publication:
04 2022
04 2022
Historique:
received:
30
12
2021
accepted:
21
03
2022
entrez:
21
4
2022
pubmed:
22
4
2022
medline:
23
4
2022
Statut:
ppublish
Résumé
Code verification is an unavoidable step prior to using a Monte Carlo (MC) code. Indeed, in biomedical optics, a widespread verification procedure for MC codes is still missing. Analytical benchmarks that can be easily used for the verification of different MC routines offer an important resource. We aim to provide a two-step verification procedure for MC codes enabling the two main tasks of an MC simulator: (1) the generation of photons' trajectories and (2) the intersections of trajectories with boundaries separating the regions with different optical properties. The proposed method is purely based on elementary analytical benchmarks, therefore, the correctness of an MC code can be assessed with a one-sample t-test. The two-step verification is based on the following two analytical benchmarks: (1) the exact analytical formulas for the statistical moments of the spatial coordinates where the scattering events occur in an infinite medium and (2) the exact invariant solutions of the radiative transfer equation for radiance, fluence rate, and mean path length in media subjected to a Lambertian illumination. We carried out a wide set of comparisons between MC results and the two analytical benchmarks for a wide range of optical properties (from non-scattering to highly scattering media, with different types of scattering functions) in an infinite non-absorbing medium (step 1) and in a non-absorbing slab (step 2). The deviations between MC results and exact analytical values are usually within two standard errors (i.e., t-tests not rejected at a 5% level of significance). The comparisons show that the accuracy of the verification increases with the number of simulated trajectories so that, in principle, an arbitrary accuracy can be obtained. Given the simplicity of the verification method proposed, we envision that it can be widely used in the field of biomedical optics.
Identifiants
pubmed: 35445592
pii: JBO-210404GRR
doi: 10.1117/1.JBO.27.8.083018
pmc: PMC9020254
doi:
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Research Support, N.I.H., Extramural
Langues
eng
Sous-ensembles de citation
IM
Subventions
Organisme : NIBIB NIH HHS
ID : R01 EB029414
Pays : United States
Organisme : NINDS NIH HHS
ID : R01 NS095334
Pays : United States
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