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Drift Compensation in Multilevel PCM for in-Memory Computing Accelerators | IEEE Conference Publication | IEEE Xplore

Drift Compensation in Multilevel PCM for in-Memory Computing Accelerators


Abstract:

Phase change memory (PCM) has emerged as a scalable, reliable technology for high-temperature environments, demonstrated for consumer- and automotive-grade applications w...Show More

Abstract:

Phase change memory (PCM) has emerged as a scalable, reliable technology for high-temperature environments, demonstrated for consumer- and automotive-grade applications with Ge-rich GeSbTe (GST). However, critical challenges for PCM are variability and drift, limiting the precision of the multilevel cell (MLC) and thus the accuracy of in-memory computing (IMC) accelerators. This work presents a novel multilevel programming scheme based on gradual crystallization from weak reset, which improves the programming precision by preventing instabilities at threshold switching. This precise MLC-PCM is adopted in a differential cell, capable of inherent drift compensation. Results are validated by matrix-vector multiplication (MVM) on a 20 kb test chip, showing excellent accuracy even after annealing up to 1 day at 180°C.
Date of Conference: 14-18 April 2024
Date Added to IEEE Xplore: 16 May 2024
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Conference Location: Grapevine, TX, USA

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