Influence of Parameters of Crossbars with STT-MRAM on the Accuracy of Analog Neural Network

Matrices of STT-MRAM cells assembled into a 3 × 3 crossbar architecture were studied. We experimentally found how interconnect resistance affects the fidelity of the combined multiply-accumulate operations. The results obtained were compared with the simulation results in the CAD Cadence. The results of the work allow us to evaluate how the fidelity of combined MAC operations contributes to training analog neural networks.

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Publication Details

Journal
Bulletin of the Russian Academy of Sciences Physics
Published
2025-05-01
DOI
https://doi.org/10.1134/s1062873825711122
Primary Topic
Neural Networks and Applications
Type
article
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article

Influence of Parameters of Crossbars with STT-MRAM on the Accuracy of Analog Neural Network

К.В. Киселева, К. А. Звездин, В.В. Антонов, G. A. Kichin et al.
Bulletin of the Russian Academy of Sciences Physics
Neural Networks and Applications
article

Influence of Parameters of Crossbars with STT-MRAM on the Accuracy of Analog Neural Network

К.В. Киселева, К. А. Звездин, В.В. Антонов, G. A. Kichin, D. A. Cherkasov
article en

Abstract

Matrices of STT-MRAM cells assembled into a 3 × 3 crossbar architecture were studied. We experimentally found how interconnect resistance affects the fidelity of the combined multiply-accumulate operations. The results obtained were compared with the simulation results in the CAD Cadence. The results of the work allow us to evaluate how the fidelity of combined MAC operations contributes to training analog neural networks.

Bulletin of the Russian Academy of Sciences PhysicsVol. 89(5)
Skolkovo Institute of Science and Technology (RU), Skolkovo Foundation (RU)
Openalex Percentile: Top 93%
Neural Networks and Applications
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