Towards a massively-parallel version of the SimSEE

Marichal, Raúl - Vallejo, Damián - Dufrechou, Ernesto - Ezzatti, Pablo

Resumen:

The SimSEE is a simulation software used/designed to aid the decision-making in the electric energy generation market. It is based on Stochastic DynamicProgramming technique and allows to simulate the contribution of several energy sources, such as hydro-electric, solar, thermal or wind energy, to a specific electrical network. Uruguay’s electric generation system has considerably grown and diversified in the past decades. This evolution implies potentially more complex scenarios and also motivates a more precise modeling of some electric sources. Therefore, the computational cost of the simulations is also expected to rise and the use of HPC techniques becomes mandatory. In this work we study the performance bottlenecks in the SimSEE tool. Additionally, and considering the previously mentioned results, we design a parallelization strategy that enables its acceleration using massively-parallel devices such as GPUs.


Detalles Bibliográficos
2021
Agencia Nacional de Investigación e Innovación. Proyecto ANII FSE_1_2018_1_153060
Coarse-grained parallelism
Electric energy generation
Stochastic dynamic programming
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/36664
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Marichal, Raúl
author2 Vallejo, Damián
Dufrechou, Ernesto
Ezzatti, Pablo
author2_role author
author
author
author_facet Marichal, Raúl
Vallejo, Damián
Dufrechou, Ernesto
Ezzatti, Pablo
author_role author
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dc.contributor.filiacion.none.fl_str_mv Marichal Raúl, Universidad de la República (Uruguay). Facultad de Ingeniería.
Vallejo Damián, Universidad de la República (Uruguay). Facultad de Ingeniería
Dufrechou Ernesto, Universidad de la República (Uruguay). Facultad de Ingeniería.
Ezzatti Pablo, Universidad de la República (Uruguay). Facultad de Ingeniería.
dc.creator.none.fl_str_mv Marichal, Raúl
Vallejo, Damián
Dufrechou, Ernesto
Ezzatti, Pablo
dc.date.accessioned.none.fl_str_mv 2023-04-10T22:04:48Z
dc.date.available.none.fl_str_mv 2023-04-10T22:04:48Z
dc.date.issued.none.fl_str_mv 2021
dc.description.abstract.none.fl_txt_mv The SimSEE is a simulation software used/designed to aid the decision-making in the electric energy generation market. It is based on Stochastic DynamicProgramming technique and allows to simulate the contribution of several energy sources, such as hydro-electric, solar, thermal or wind energy, to a specific electrical network. Uruguay’s electric generation system has considerably grown and diversified in the past decades. This evolution implies potentially more complex scenarios and also motivates a more precise modeling of some electric sources. Therefore, the computational cost of the simulations is also expected to rise and the use of HPC techniques becomes mandatory. In this work we study the performance bottlenecks in the SimSEE tool. Additionally, and considering the previously mentioned results, we design a parallelization strategy that enables its acceleration using massively-parallel devices such as GPUs.
dc.description.es.fl_txt_mv 2021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443.
dc.description.sponsorship.none.fl_txt_mv Agencia Nacional de Investigación e Innovación. Proyecto ANII FSE_1_2018_1_153060
dc.format.extent.es.fl_str_mv 4 p.
dc.format.mimetype.es.fl_str_mv application/pdf
dc.identifier.citation.es.fl_str_mv Marichal, R., Vallejo, D., Dufrechou, E. y otros. Towards a massively-parallel version of the SimSEE. [Preprint]. Publicado en: 2021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443, DOI: 10.1109/URUCON53396.2021.9647142.
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/36664
dc.language.iso.none.fl_str_mv en
eng
dc.publisher.es.fl_str_mv IEEE
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.es.fl_str_mv Coarse-grained parallelism
Electric energy generation
Stochastic dynamic programming
dc.title.none.fl_str_mv Towards a massively-parallel version of the SimSEE
dc.type.es.fl_str_mv Preprint
dc.type.none.fl_str_mv info:eu-repo/semantics/preprint
dc.type.version.none.fl_str_mv info:eu-repo/semantics/submittedVersion
description 2021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443.
eu_rights_str_mv openAccess
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identifier_str_mv Marichal, R., Vallejo, D., Dufrechou, E. y otros. Towards a massively-parallel version of the SimSEE. [Preprint]. Publicado en: 2021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443, DOI: 10.1109/URUCON53396.2021.9647142.
instacron_str Universidad de la República
institution Universidad de la República
instname_str Universidad de la República
language eng
language_invalid_str_mv en
network_acronym_str COLIBRI
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publishDate 2021
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling Marichal Raúl, Universidad de la República (Uruguay). Facultad de Ingeniería.Vallejo Damián, Universidad de la República (Uruguay). Facultad de IngenieríaDufrechou Ernesto, Universidad de la República (Uruguay). Facultad de Ingeniería.Ezzatti Pablo, Universidad de la República (Uruguay). Facultad de Ingeniería.2023-04-10T22:04:48Z2023-04-10T22:04:48Z2021Marichal, R., Vallejo, D., Dufrechou, E. y otros. Towards a massively-parallel version of the SimSEE. [Preprint]. Publicado en: 2021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443, DOI: 10.1109/URUCON53396.2021.9647142.https://hdl.handle.net/20.500.12008/366642021 IEEE URUCON, Montevideo, Uruguay, 2021, pp. 440-443.The SimSEE is a simulation software used/designed to aid the decision-making in the electric energy generation market. It is based on Stochastic DynamicProgramming technique and allows to simulate the contribution of several energy sources, such as hydro-electric, solar, thermal or wind energy, to a specific electrical network. Uruguay’s electric generation system has considerably grown and diversified in the past decades. This evolution implies potentially more complex scenarios and also motivates a more precise modeling of some electric sources. Therefore, the computational cost of the simulations is also expected to rise and the use of HPC techniques becomes mandatory. In this work we study the performance bottlenecks in the SimSEE tool. Additionally, and considering the previously mentioned results, we design a parallelization strategy that enables its acceleration using massively-parallel devices such as GPUs.Submitted by Machado Jimena (jmachado@fing.edu.uy) on 2023-04-10T19:20:33Z No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) MVDE21.pdf: 470708 bytes, checksum: 459c7916e3263ff8beda8255e01d2fea (MD5)Approved for entry into archive by Machado Jimena (jmachado@fing.edu.uy) on 2023-04-10T20:03:00Z (GMT) No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) MVDE21.pdf: 470708 bytes, checksum: 459c7916e3263ff8beda8255e01d2fea (MD5)Made available in DSpace by Seroubian Mabel (mabel.seroubian@seciu.edu.uy) on 2023-04-10T22:04:48Z (GMT). No. of bitstreams: 2 license_rdf: 23149 bytes, checksum: 1996b8461bc290aef6a27d78c67b6b52 (MD5) MVDE21.pdf: 470708 bytes, checksum: 459c7916e3263ff8beda8255e01d2fea (MD5) Previous issue date: 2021Agencia Nacional de Investigación e Innovación. Proyecto ANII FSE_1_2018_1_1530604 p.application/pdfenengIEEELas obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. 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- Universidad de la Repúblicafalse
spellingShingle Towards a massively-parallel version of the SimSEE
Marichal, Raúl
Coarse-grained parallelism
Electric energy generation
Stochastic dynamic programming
status_str submittedVersion
title Towards a massively-parallel version of the SimSEE
title_full Towards a massively-parallel version of the SimSEE
title_fullStr Towards a massively-parallel version of the SimSEE
title_full_unstemmed Towards a massively-parallel version of the SimSEE
title_short Towards a massively-parallel version of the SimSEE
title_sort Towards a massively-parallel version of the SimSEE
topic Coarse-grained parallelism
Electric energy generation
Stochastic dynamic programming
url https://hdl.handle.net/20.500.12008/36664