Result Details

Optimisation of Water Management Systems Using a GPU-Accelerated Differential Evolution

JAROŠ, J.; MAREK, J.; MENŠÍK, P. Optimisation of Water Management Systems Using a GPU-Accelerated Differential Evolution. In Proceedings - 2015 IEEE Symposium Series on Computational Intelligence, SSCI 2015. Cape Town: IEEE Computer Society, 2015. p. 1727-1734. ISBN: 978-1-4799-7560-0.
Type
conference paper
Language
English
Authors
Jaroš Jiří, prof. Ing., Ph.D., DCSY (FIT)
Marek Jan, Ing., MBA
Menšík Pavel, Ing., Ph.D., AdMaS VP2 EGAR (FCE), VHK (FCE)
Abstract

The aim of this paper is to present a tool that could optimise water levels in dams to provide the inhabitants and industry with enough fresh water while keeping a reasonable flood protection and river navigability. Since the water systems may be quite complicated and the outflow plans have to be precise, we developed a GPU-accelerated algorithm based on the differential evolution to solve this task. The experimental results show that a high quality annual outflow plans can be obtained within a minute, almost 18 times faster than on a hex-core CPU.

Keywords

Differential evolution, water management system, GPU-acceleration, optimisation

Published
2015
Pages
1727–1734
Proceedings
Proceedings - 2015 IEEE Symposium Series on Computational Intelligence, SSCI 2015
Conference
IEEE Symposium Series on Computational Intelligence 2015
ISBN
978-1-4799-7560-0
Publisher
IEEE Computer Society
Place
Cape Town
DOI
10.1109/SSCI.2015.266
UT WoS
000380431500235
EID Scopus
2-s2.0-84964955846
BibTeX 
@inproceedings{BUT119882,
  author="Jiří {Jaroš} and Jan {Marek} and Pavel {Menšík}",
  title="Optimisation of Water Management Systems Using a GPU-Accelerated Differential Evolution",
  booktitle="Proceedings - 2015 IEEE Symposium Series on Computational Intelligence, SSCI 2015",
  year="2015",
  pages="1727--1734",
  publisher="IEEE Computer Society",
  address="Cape Town",
  doi="10.1109/SSCI.2015.266",
  isbn="978-1-4799-7560-0",
  url="https://www.fit.vut.cz/research/publication/10926/"
}
Files
Projects
Architektury paralelních a vestavěných počítačových systémů, BUT, Vnitřní projekty VUT, FIT-S-14-2297, start: 2014-01-01, end: 2016-12-31, completed
Centrum excelence IT4Innovations, MŠMT, Operační program Výzkum a vývoj pro inovace, ED1.1.00/02.0070, start: 2011-01-01, end: 2015-12-31, completed
Research groups
Applied Evolutionary Algorithms Research Group (RG EVA)
Supercomputing Technologies Research Group SC@FIT (RG SC@FIT)
Departments
Department of Computer Systems (DCSY)
Faculty of Civil Engineering (FCE)
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