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Statistics of Resistance Drift Due to Structural Relaxation in Phase-Change Memory Arrays
Abstract
The phase-change memory (PCM), based on the reversible phase transition in a chalcogenide material, is among the most attractive memory concepts for next-generation nonvolatile memories. Due to the metastable nature of the amorphous state, the memory can exhibit a time variation of resistance after programming as a result of two main mechanisms: 1) structural relaxation (SR), which is an atomic rearrangement to minimize the defect density, and 2) crystallization of the amorphous chalcogenide. SR has been mostly studied at the single-cell level, whereas a statistical analysis and modeling is necessary for device reliability estimation and prediction. This work studies the statistical behavior of SR in PCM devices, through experimental and modeling approaches. Statistical SR data from PCM arrays are shown, and a Monte Carlo model for SR statistics is proposed, based on previous physical modeling of the SR process. This model allows for long-term, physics-based, and array-level reliability extrapolations in large PCM arrays.
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Conductances can evolve over time after programming.
“Worse yet, conductances can evolve over time after programming35–37.”
From Hardware-aware training for large-scale and diverse deep learning inference workloads using in-memory computing-based accelerators (2023) · cites this paper as [35]
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References 27 · Cited by 106
Research works printed but not linked: 26
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Metadata
- Authors
- Boniardi, M., Ielmini, D., Lavizzari, S., Lacaita, A. L., Redael, A., & Pirovano, A.
- Affiliations
- Politecnico di Milano (IT)
- Micron (Italy) (IT)
- Istituto di Fotonica e Nanotecnologie (IT)
- Venue
- IEEE Transactions on Electron Devices
- Published
- 2010-10
- Volume
- 57
- Issue
- 10
- Pages
- 2690-2696
- ISSN
- 0018-9383 (ISSN-L)
- OpenAlex
- W2158464944
- Cited by
- 106
- References
- 27
- Citations by year
- 2026: 2 · 2025: 11 · 2024: 18 · 2023: 7 · 2022: 15 · 2021: 7 · 2020: 9 · 2019: 7 · 2018: 6 · 2017: 3 · 2016: 4 · 2015: 2 · 2014: 3 · 2013: 5 · 2012: 6
- FWCI
- 1.89
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- IEEE Transactions on Electron Devices (publishedVersion)
- Virtual Community of Pathological Anatomy (University of Castilla La Mancha) (submittedVersion)
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Phase-change materials and chalcogenides
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced Memory and Neural Computing
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Semiconductor materials and devices
- Keywords
- phase-change memory, structural relaxation, resistance drift, chalcogenides, amorphous phase, crystallization, non-volatile memory, device reliability, Monte Carlo simulation, statistical modeling, memory arrays, defect density
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