Towards a massively-parallel version of the SimSEE
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.
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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collection | COLIBRI |
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 |
format | preprint |
id | COLIBRI_230a3e4a090da0d3eedc83c7a80372f9 |
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 |
network_name_str | COLIBRI |
oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/36664 |
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. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)Coarse-grained parallelismElectric energy generationStochastic dynamic programmingTowards a massively-parallel version of the SimSEEPreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaMarichal, RaúlVallejo, DamiánDufrechou, ErnestoEzzatti, PabloLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/36664/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-850http://localhost:8080/xmlui/bitstream/20.500.12008/36664/2/license_urla006180e3f5b2ad0b88185d14284c0e0MD52license_textlicense_texttext/html; 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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 |