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Simulating the Behaviour of the Human Brain on NVIDIA GPU: cuHinesBatch & cuThomasBatch implementations

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Title: Simulating the Behaviour of the Human Brain on NVIDIA GPU: cuHinesBatch & cuThomasBatch implementations
Authors: Martínez Pérez, Ivan
Contributors: Peña Monferrer, Antonio José, Valero Lara, Pedro
Publisher Information: Universitat Politècnica de Catalunya
Publication Year: 2018
Collection: Universitat Politècnica de Catalunya, BarcelonaTech: UPCommons - Global access to UPC knowledge
Subject Terms: Àrees temàtiques de la UPC::Informàtica, Parallel processing (Electronic computers), Multiprocessors, Neurona, Algoritme de Hines, GPUs, Multiprocessador, Sistema Tri-diagonal Lineal, Escalabilitat, Algoritme de Thomas, PCR, CR, Processament Paral·lel, cuSPARSE, CUDA, Human Brain, Neuron, Hines Algorithm, Parallel Computing, Multicore, Tridiagonal Linear Systems, Scalability, Thomas Algorithm, Parallel Processing, Processament en paral·lel (Ordinadors), Multiprocessadors
Description: Understand the human brain is one of the century challenges. On this work we are going to achieve a small step towards this objective presenting a novel data layout in order to compute more efficiently the Hines algorithm on GPU. A more general tridiagonal solver is going to be presented too.
Document Type: master thesis
File Description: application/pdf
Language: English
Relation: https://hdl.handle.net/2117/117810; 131442
Availability: https://hdl.handle.net/2117/117810
Rights: Open Access
Accession Number: edsbas.2EA121B5
Database: BASE
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  – Url: https://hdl.handle.net/2117/117810#
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  Data: Simulating the Behaviour of the Human Brain on NVIDIA GPU: cuHinesBatch & cuThomasBatch implementations
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  Data: <searchLink fieldCode="AR" term="%22Martínez+Pérez%2C+Ivan%22">Martínez Pérez, Ivan</searchLink>
– Name: Author
  Label: Contributors
  Group: Au
  Data: Peña Monferrer, Antonio José<br />Valero Lara, Pedro
– Name: Publisher
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  Data: Universitat Politècnica de Catalunya
– Name: DatePubCY
  Label: Publication Year
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  Data: 2018
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  Label: Collection
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  Data: Universitat Politècnica de Catalunya, BarcelonaTech: UPCommons - Global access to UPC knowledge
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  Data: <searchLink fieldCode="DE" term="%22Àrees+temàtiques+de+la+UPC%3A%3AInformàtica%22">Àrees temàtiques de la UPC::Informàtica</searchLink><br /><searchLink fieldCode="DE" term="%22Parallel+processing+%28Electronic+computers%29%22">Parallel processing (Electronic computers)</searchLink><br /><searchLink fieldCode="DE" term="%22Multiprocessors%22">Multiprocessors</searchLink><br /><searchLink fieldCode="DE" term="%22Neurona%22">Neurona</searchLink><br /><searchLink fieldCode="DE" term="%22Algoritme+de+Hines%22">Algoritme de Hines</searchLink><br /><searchLink fieldCode="DE" term="%22GPUs%22">GPUs</searchLink><br /><searchLink fieldCode="DE" term="%22Multiprocessador%22">Multiprocessador</searchLink><br /><searchLink fieldCode="DE" term="%22Sistema+Tri-diagonal+Lineal%22">Sistema Tri-diagonal Lineal</searchLink><br /><searchLink fieldCode="DE" term="%22Escalabilitat%22">Escalabilitat</searchLink><br /><searchLink fieldCode="DE" term="%22Algoritme+de+Thomas%22">Algoritme de Thomas</searchLink><br /><searchLink fieldCode="DE" term="%22PCR%22">PCR</searchLink><br /><searchLink fieldCode="DE" term="%22CR%22">CR</searchLink><br /><searchLink fieldCode="DE" term="%22Processament+Paral·lel%22">Processament Paral·lel</searchLink><br /><searchLink fieldCode="DE" term="%22cuSPARSE%22">cuSPARSE</searchLink><br /><searchLink fieldCode="DE" term="%22CUDA%22">CUDA</searchLink><br /><searchLink fieldCode="DE" term="%22Human+Brain%22">Human Brain</searchLink><br /><searchLink fieldCode="DE" term="%22Neuron%22">Neuron</searchLink><br /><searchLink fieldCode="DE" term="%22Hines+Algorithm%22">Hines Algorithm</searchLink><br /><searchLink fieldCode="DE" term="%22Parallel+Computing%22">Parallel Computing</searchLink><br /><searchLink fieldCode="DE" term="%22Multicore%22">Multicore</searchLink><br /><searchLink fieldCode="DE" term="%22Tridiagonal+Linear+Systems%22">Tridiagonal Linear Systems</searchLink><br /><searchLink fieldCode="DE" term="%22Scalability%22">Scalability</searchLink><br /><searchLink fieldCode="DE" term="%22Thomas+Algorithm%22">Thomas Algorithm</searchLink><br /><searchLink fieldCode="DE" term="%22Parallel+Processing%22">Parallel Processing</searchLink><br /><searchLink fieldCode="DE" term="%22Processament+en+paral·lel+%28Ordinadors%29%22">Processament en paral·lel (Ordinadors)</searchLink><br /><searchLink fieldCode="DE" term="%22Multiprocessadors%22">Multiprocessadors</searchLink>
– Name: Abstract
  Label: Description
  Group: Ab
  Data: Understand the human brain is one of the century challenges. On this work we are going to achieve a small step towards this objective presenting a novel data layout in order to compute more efficiently the Hines algorithm on GPU. A more general tridiagonal solver is going to be presented too.
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  Data: https://hdl.handle.net/2117/117810; 131442
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  Data: https://hdl.handle.net/2117/117810
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  Data: edsbas.2EA121B5
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RecordInfo BibRecord:
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    Languages:
      – Text: English
    Subjects:
      – SubjectFull: Àrees temàtiques de la UPC::Informàtica
        Type: general
      – SubjectFull: Parallel processing (Electronic computers)
        Type: general
      – SubjectFull: Multiprocessors
        Type: general
      – SubjectFull: Neurona
        Type: general
      – SubjectFull: Algoritme de Hines
        Type: general
      – SubjectFull: GPUs
        Type: general
      – SubjectFull: Multiprocessador
        Type: general
      – SubjectFull: Sistema Tri-diagonal Lineal
        Type: general
      – SubjectFull: Escalabilitat
        Type: general
      – SubjectFull: Algoritme de Thomas
        Type: general
      – SubjectFull: PCR
        Type: general
      – SubjectFull: CR
        Type: general
      – SubjectFull: Processament Paral·lel
        Type: general
      – SubjectFull: cuSPARSE
        Type: general
      – SubjectFull: CUDA
        Type: general
      – SubjectFull: Human Brain
        Type: general
      – SubjectFull: Neuron
        Type: general
      – SubjectFull: Hines Algorithm
        Type: general
      – SubjectFull: Parallel Computing
        Type: general
      – SubjectFull: Multicore
        Type: general
      – SubjectFull: Tridiagonal Linear Systems
        Type: general
      – SubjectFull: Scalability
        Type: general
      – SubjectFull: Thomas Algorithm
        Type: general
      – SubjectFull: Parallel Processing
        Type: general
      – SubjectFull: Processament en paral·lel (Ordinadors)
        Type: general
      – SubjectFull: Multiprocessadors
        Type: general
    Titles:
      – TitleFull: Simulating the Behaviour of the Human Brain on NVIDIA GPU: cuHinesBatch & cuThomasBatch implementations
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          Name:
            NameFull: Martínez Pérez, Ivan
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            NameFull: Peña Monferrer, Antonio José
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            NameFull: Valero Lara, Pedro
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              Type: published
              Y: 2018
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