Design of Experiment Using Simulation of a Discrete Dynamical System

Design of Experiment Using Simulation of a Discrete Dynamical System

The topic of the presented paper is a promising approach to achieve optimal Design of Experiment (DoE), i.e. spreading of points within a design domain, using a simulation of a discrete dynamical system of interacting particles within an n-dimensional design space. The system of mutually repelling p...

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Main Authors: Mašek Jan, Frantík Petr, Vořechovský Miroslav
Format: Article
Language:English
Published: Sciendo 2016-12-01
Series:Transactions of the VŠB: Technical University of Ostrava, Civil Engineering Series
Subjects:
Design of Experiment (DoE)
design space
discrete dynamical system
pseudo-particles
massive parallelization
Online Access:http://www.degruyter.com/view/j/tvsb.2016.16.issue-2/tvsb-2016-0023/tvsb-2016-0023.xml?format=INT
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spelling doaj-ad64fe0a4be747b1a8f5fe62f3a905772020-11-24T21:35:46ZengSciendoTransactions of the VŠB: Technical University of Ostrava, Civil Engineering Series1804-48242016-12-0116212513410.1515/tvsb-2016-0023tvsb-2016-0023Design of Experiment Using Simulation of a Discrete Dynamical SystemMašek Jan0Frantík Petr1Vořechovský Miroslav2Department of Structural Mechanics, Faculty of Civil Engineering, Brno University of Technology, Veveří 331/95 602 00 Brno, aPh.D., Department of Structural Mechanics, Faculty of Civil Engineering, Brno University of Technology, Veveří 331/95 602 00 Brno, aPh.D., Department of Structural Mechanics, Faculty of Civil Engineering, Brno University of Technology, Veveří 331/95 602 00 Brno, aThe topic of the presented paper is a promising approach to achieve optimal Design of Experiment (DoE), i.e. spreading of points within a design domain, using a simulation of a discrete dynamical system of interacting particles within an n-dimensional design space. The system of mutually repelling particles represents a physical analogy of the Audze-Eglājs (AE) optimization criterion and its periodical modification (PAE), respectively. The paper compares the performance of two approaches to implementation: a single-thread process using the JAVA language environment and a massively parallel solution employing the nVidia CUDA platform.http://www.degruyter.com/view/j/tvsb.2016.16.issue-2/tvsb-2016-0023/tvsb-2016-0023.xml?format=INTDesign of Experiment (DoE)design spacediscrete dynamical systempseudo-particlesmassive parallelization
collection DOAJ
language English
format Article
sources DOAJ
author Mašek Jan
Frantík Petr
Vořechovský Miroslav
spellingShingle Mašek Jan
Frantík Petr
Vořechovský Miroslav
Design of Experiment Using Simulation of a Discrete Dynamical System
Transactions of the VŠB: Technical University of Ostrava, Civil Engineering Series
Design of Experiment (DoE)
design space
discrete dynamical system
pseudo-particles
massive parallelization
author_facet Mašek Jan
Frantík Petr
Vořechovský Miroslav
author_sort Mašek Jan
title Design of Experiment Using Simulation of a Discrete Dynamical System
title_short Design of Experiment Using Simulation of a Discrete Dynamical System
title_full Design of Experiment Using Simulation of a Discrete Dynamical System
title_fullStr Design of Experiment Using Simulation of a Discrete Dynamical System
title_full_unstemmed Design of Experiment Using Simulation of a Discrete Dynamical System
title_sort design of experiment using simulation of a discrete dynamical system
publisher Sciendo
series Transactions of the VŠB: Technical University of Ostrava, Civil Engineering Series
issn 1804-4824
publishDate 2016-12-01
description The topic of the presented paper is a promising approach to achieve optimal Design of Experiment (DoE), i.e. spreading of points within a design domain, using a simulation of a discrete dynamical system of interacting particles within an n-dimensional design space. The system of mutually repelling particles represents a physical analogy of the Audze-Eglājs (AE) optimization criterion and its periodical modification (PAE), respectively. The paper compares the performance of two approaches to implementation: a single-thread process using the JAVA language environment and a massively parallel solution employing the nVidia CUDA platform.
topic Design of Experiment (DoE)
design space
discrete dynamical system
pseudo-particles
massive parallelization
url http://www.degruyter.com/view/j/tvsb.2016.16.issue-2/tvsb-2016-0023/tvsb-2016-0023.xml?format=INT
work_keys_str_mv AT masekjan designofexperimentusingsimulationofadiscretedynamicalsystem
AT frantikpetr designofexperimentusingsimulationofadiscretedynamicalsystem
AT vorechovskymiroslav designofexperimentusingsimulationofadiscretedynamicalsystem
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