Verification method of Monte Carlo codes for transport processes with arbitrary accuracy.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
30 09 2021
Historique:
received: 14 05 2021
accepted: 06 09 2021
entrez: 1 10 2021
pubmed: 2 10 2021
medline: 30 12 2021
Statut: epublish

Résumé

In this work, we present a robust and powerful method for the verification, with arbitrary accuracy, of Monte Carlo codes for simulating random walks in complex media. Such random walks are typical of photon propagation in turbid media, scattering of particles, i.e., neutrons in a nuclear reactor or animal/humans' migration. Among the numerous applications, Monte Carlo method is also considered a gold standard for numerically "solving" the scalar radiative transport equation even in complex geometries and distributions of the optical properties. In this work, we apply the verification method to a Monte Carlo code which is a forward problem solver extensively used for typical applications in the field of tissue optics. The method is based on the well-known law of average path length invariance when the entrance of the entities/particles in a medium obeys to a simple cosine law, i.e., Lambertian entrance, and annihilation of particles inside the medium is absent. By using this law we achieve two important points: (1) the invariance of the average path length guarantees that the expected value is known regardless of the complexity of the medium; (2) the accuracy of a Monte Carlo code can be assessed by simple statistical tests. We will show that we can reach an arbitrary accuracy of the estimated average pathlength as the number of simulated trajectories increases. The method can be applied in complete generality versus the scattering and geometrical properties of the medium, as well as in presence of refractive index mismatches in the optical case. In particular, this verification method is reliable to detect inaccuracies in the treatment of boundaries of finite media. The results presented in this paper, obtained by a standard computer machine, show a verification of our Monte Carlo code up to the sixth decimal digit. We discuss how this method can provide a fundamental tool for the verification of Monte Carlo codes in the geometry of interest, without resorting to simpler geometries and uniform distribution of the scattering properties.

Identifiants

pubmed: 34593837
doi: 10.1038/s41598-021-98429-3
pii: 10.1038/s41598-021-98429-3
pmc: PMC8484597
doi:

Types de publication

Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

19486

Subventions

Organisme : NINDS NIH HHS
ID : R01 NS095334
Pays : United States

Informations de copyright

© 2021. The Author(s).

Références

Biomed Opt Express. 2020 Oct 08;11(11):6262-6270
pubmed: 33282488
Science. 2017 Nov 10;358(6364):765-768
pubmed: 29123064
Opt Express. 2019 Mar 18;27(6):8666-8682
pubmed: 31052680
Opt Express. 2002 Feb 11;10(3):159-70
pubmed: 19424345
Sci Rep. 2013;3:2018
pubmed: 23774820
Comput Methods Programs Biomed. 1995 Jul;47(2):131-46
pubmed: 7587160
J Biomed Opt. 2018 Jun;23(6):1-12
pubmed: 29935015
Biomed Opt Express. 2014 Jun 04;5(7):2037-53
pubmed: 25071947
Appl Opt. 1998 Nov 1;37(31):7392-400
pubmed: 18301573
Biomed Opt Express. 2010 Aug 2;1(1):165-75
pubmed: 21170299
Opt Express. 2015 Nov 30;23(24):A1472-84
pubmed: 26698795
J Opt Soc Am A Opt Image Sci Vis. 2012 Oct 1;29(10):2110-7
pubmed: 23201658
Opt Express. 2018 Oct 15;26(21):27615-27627
pubmed: 30469824
Phys Rev E Stat Nonlin Soft Matter Phys. 2011 Mar;83(3 Pt 2):036605
pubmed: 21517614
Appl Opt. 1997 Jul 1;36(19):4600-12
pubmed: 18259255
Appl Opt. 1997 Jul 1;36(19):4587-99
pubmed: 18259254
Nature. 2008 May 22;453(7194):495-8
pubmed: 18497819
J Opt Soc Am A Opt Image Sci Vis. 2012 Jul 1;29(7):1475-81
pubmed: 22751416
Rep Prog Phys. 2010 Jul;73(7):
pubmed: 26120204
Opt Express. 2013 May 6;21 Suppl 3:A460-8
pubmed: 24104434
Proc Natl Acad Sci U S A. 2014 Dec 16;111(50):17765-70
pubmed: 25425671
Biomed Opt Express. 2011 Sep 1;2(9):2461-9
pubmed: 21991540
Sci Rep. 2016 Oct 11;6:35225
pubmed: 27725755
Appl Opt. 1991 May 20;30(15):2031-41
pubmed: 20700172
Phys Med Biol. 2011 Jan 21;56(2):N21-8
pubmed: 21160111
Phys Med Biol. 2010 Feb 21;55(4):947-62
pubmed: 20090182
Opt Express. 2009 Oct 26;17(22):20178-90
pubmed: 19997242
Opt Express. 2015 Jun 29;23(13):17467-86
pubmed: 26191756
Proc Natl Acad Sci U S A. 2004 Oct 19;101(42):15124-9
pubmed: 15477600
Sci Rep. 2017 Jun 19;7(1):3819
pubmed: 28630496
Biomed Opt Express. 2017 Feb 28;8(3):1895-1910
pubmed: 28663872
J Biomed Opt. 2018 Aug;23(8):1-11
pubmed: 30098135

Auteurs

Fabrizio Martelli (F)

Dipartimento di Fisica e Astronomia dell'Università degli Studi di Firenze, via Giovanni Sansone 1, 50019, Sesto Fiorentino, Italy. fabrizio.martelli@unifi.it.

Federico Tommasi (F)

Dipartimento di Fisica e Astronomia dell'Università degli Studi di Firenze, via Giovanni Sansone 1, 50019, Sesto Fiorentino, Italy.

Angelo Sassaroli (A)

Department of Biomedical Engineering, Tufts University, 4 Colby Street, Medford, MA, 02155, USA.

Lorenzo Fini (L)

Dipartimento di Fisica e Astronomia dell'Università degli Studi di Firenze, via Giovanni Sansone 1, 50019, Sesto Fiorentino, Italy.

Stefano Cavalieri (S)

Dipartimento di Fisica e Astronomia dell'Università degli Studi di Firenze, via Giovanni Sansone 1, 50019, Sesto Fiorentino, Italy.

Articles similaires

[Redispensing of expensive oral anticancer medicines: a practical application].

Lisanne N van Merendonk, Kübra Akgöl, Bastiaan Nuijen
1.00
Humans Antineoplastic Agents Administration, Oral Drug Costs Counterfeit Drugs

Smoking Cessation and Incident Cardiovascular Disease.

Jun Hwan Cho, Seung Yong Shin, Hoseob Kim et al.
1.00
Humans Male Smoking Cessation Cardiovascular Diseases Female
Humans United States Aged Cross-Sectional Studies Medicare Part C
1.00
Humans Yoga Low Back Pain Female Male

Classifications MeSH