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Mitigating Process Variability for Non-Volatile Cache Resilience and Yield

Research output: Contribution to journalArticlepeer-review

Abstract

While inclusion of emerging technology-based Non-Volatile Memory (NVM) devices in on-chip memory subsystems offers excellent potential for energy savings and scalability, their sensing vulnerability creates Process Variation (PV) challenges. This paper presents a circuit-architecture cross-layer solution to realize a radically-different approach to leveraging as-built variations via specific Sense Amplifier (SA) design and use. This novel approach, referred to as a Self-Organized Sub-bank (SOS) design, assigns the preferred SA to each Sub-Bank (SB) based on a PV assessment, resulting in energy consumption reduction and increased read access reliability. To improve the PV immunity of SAs, two reliable and power efficient SAs, called the Merged SA (MSA) and the Adaptive SA (ASA) are introduced herein for use in the SOS scheme. Furthermore, we propose a dynamic PV and energy-aware cache block migration policy that utilizes mixed SRAM and STT-MRAM banks in Last Level Cache (LLC) to maximize the SOS bandwidth. Our experimental results indicate that SOS can alleviate the sensing vulnerability by 89 percent on average, which significantly reduces the risk of application contamination by fault propagation. Furthermore, in the light of the proposed block migration policy, write performance is improved by 12.4 percent on average compared to the STT-MRAM-only design.

Original languageEnglish (US)
Article number8269802
Pages (from-to)724-737
Number of pages14
JournalIEEE Transactions on Emerging Topics in Computing
Volume8
Issue number3
DOIs
StatePublished - Jul 1 2020
Externally publishedYes

Keywords

  • last level cache (LLC)
  • Magnetic tunneling junction (MTJ)
  • process variation
  • read/write reliability
  • reliability
  • self-referencing MTJ
  • sense amplifier (SA) design
  • spin-transfer torque storage elements
  • STT-MRAM
  • sub-banking

ASJC Scopus subject areas

  • Computer Science (miscellaneous)
  • Information Systems
  • Human-Computer Interaction
  • Computer Science Applications

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