On the Importance of Simulated Annealing Algorithms for Stochastic Reconstruction Constrained by Low-Order Microstructural Descriptors

Kód výsledku v IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F60461373%3A22310%2F18%3A43915973" target="_blank" >RIV/60461373:22310/18:43915973 - isvavai.cz</a>

Nalezeny alternativní kódy

RIV/60461373:22810/18:43915973

Výsledek na webu

<a href="https://link.springer.com/article/10.1007/s11242-018-1008-3" target="_blank" >https://link.springer.com/article/10.1007/s11242-018-1008-3</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/s11242-018-1008-3" target="_blank" >10.1007/s11242-018-1008-3</a>

Jazyk výsledku

angličtina

Název v původním jazyce

On the Importance of Simulated Annealing Algorithms for Stochastic Reconstruction Constrained by Low-Order Microstructural Descriptors

Popis výsledku v původním jazyce

In the past two decades, simulated annealing has played an important role in stochastic reconstruction of porous media. In this study, we compare simulated annealing algorithms constrained by low-order microstructural descriptors and controlled by four annealing schedules that use different ways of temperature reduction. Besides the plain exponential decay of temperature, three adaptive schedules deducing the optimum cooling speed from statistical measures, such as mean system energy and standard deviation of energy, are investigated. Unlike the first three schedules, which modify temperature by a stepwise manner, the fourth one takes into account the effect of move generation strategies and decreases temperature continuously maintaining quasi-equilibrium. The performance of the algorithms is exemplified by reconstructing pore structures of five porous samples. The fourth annealing schedule can significantly reduce the total time required for the reconstruction process itself and for parameter tuning because the same values of annealing parameters are used for both 2D and 3D reconstruction. None of the schedules affects the quality of the reconstructed pore structures.

Název v anglickém jazyce

On the Importance of Simulated Annealing Algorithms for Stochastic Reconstruction Constrained by Low-Order Microstructural Descriptors

Popis výsledku anglicky

In the past two decades, simulated annealing has played an important role in stochastic reconstruction of porous media. In this study, we compare simulated annealing algorithms constrained by low-order microstructural descriptors and controlled by four annealing schedules that use different ways of temperature reduction. Besides the plain exponential decay of temperature, three adaptive schedules deducing the optimum cooling speed from statistical measures, such as mean system energy and standard deviation of energy, are investigated. Unlike the first three schedules, which modify temperature by a stepwise manner, the fourth one takes into account the effect of move generation strategies and decreases temperature continuously maintaining quasi-equilibrium. The performance of the algorithms is exemplified by reconstructing pore structures of five porous samples. The fourth annealing schedule can significantly reduce the total time required for the reconstruction process itself and for parameter tuning because the same values of annealing parameters are used for both 2D and 3D reconstruction. None of the schedules affects the quality of the reconstructed pore structures.

Druh

J_imp - Článek v periodiku v databázi Web of Science

CEP obor

—

OECD FORD obor

10302 - Condensed matter physics (including formerly solid state physics, supercond.)

Projekt

<a href="/cs/project/LO1613" target="_blank" >LO1613: Výzkum nových materiálů pro chemický průmysl</a><br>

Návaznosti

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Rok uplatnění

2018

Kód důvěrnosti údajů

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Název periodika

Transport in Porous Media

ISSN

0169-3913

e-ISSN

—

Svazek periodika

125

Číslo periodika v rámci svazku

1

Stát vydavatele periodika

US - Spojené státy americké

Počet stran výsledku

22

Strana od-do

59-80

Kód UT WoS článku

000444322300005

EID výsledku v databázi Scopus

2-s2.0-85053175834