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A Proposal for Hybrid Memories Management Exploring Fuzzy-Based Page Migration Policy

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Artificial Intelligence and Soft Computing (ICAISC 2021)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 12854))

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Abstract

This work presents the Intf-HybridMem architecture, a proposal for page migration in hybrid memories using fuzzy systems to support decision making. The fuzzy approach is explored to model the uncertainties of the data access profile and the characteristics of the memory modules. Additionally, the Intf-HybridMem evaluation was carried out, identifying the limit of its accuracy when comparing with the Oracle mechanism.

This work was supported by Brazilian Funding Agencies CAPES and CNPq; PQ Grants (310106/ 2016-8); PqG/FAPERGS 02/2017 (17/2551-0001207-0) and FAPERGS/CNPq 12/2014 - PRONEX (16/2551-0000488-9): Green-Cloud and Sustainable Computing.

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Authors and Affiliations

  1. Federal University of Pelotas (UFPEL), Gomes Carneiro, 1, Pelotas, 96010-610, Brazil

    Lizandro de Souza Oliveira, Rodrigo Costa de Moura, Guilherme Bayer Schneider, Adenauer Correa Yamin & Renata Hax Sander Reiser

Authors
  1. Lizandro de Souza Oliveira
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  2. Rodrigo Costa de Moura
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  3. Guilherme Bayer Schneider
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  4. Adenauer Correa Yamin
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  5. Renata Hax Sander Reiser
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Corresponding author

Correspondence to Lizandro de Souza Oliveira .

Editor information

Editors and Affiliations

  1. Czestochowa University of Technology, Częstochowa, Poland

    Leszek Rutkowski

  2. Częstochowa University of Technology, Częstochowa, Poland

    Rafał Scherer

  3. Częstochowa University of Technology, Częstochowa, Poland

    Marcin Korytkowski

  4. Edmonton, AB, Canada

    Witold Pedrycz

  5. AGH University of Science and Technology, Krakow, Poland

    Ryszard Tadeusiewicz

  6. Electrical and Computer Engineering, University of Louisville, Louisville, KY, USA

    Jacek M. Zurada

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Oliveira, L.d.S., Moura, R.C.d., Schneider, G.B., Yamin, A.C., Reiser, R.H.S. (2021). A Proposal for Hybrid Memories Management Exploring Fuzzy-Based Page Migration Policy. In: Rutkowski, L., Scherer, R., Korytkowski, M., Pedrycz, W., Tadeusiewicz, R., Zurada, J.M. (eds) Artificial Intelligence and Soft Computing. ICAISC 2021. Lecture Notes in Computer Science(), vol 12854. Springer, Cham. https://doi.org/10.1007/978-3-030-87986-0_31

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  • DOI: https://doi.org/10.1007/978-3-030-87986-0_31

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  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-030-87985-3

  • Online ISBN: 978-3-030-87986-0

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