Technology-array-algorithm co-optimization of RRAM for storage and neuromorphic computing: Device non-idealities and thermal cross-talk
Y Cai, Z Wang, Z Yu, Y Ling, Q Chen… - 2020 IEEE …, 2020 - ieeexplore.ieee.org
2020 IEEE International Electron Devices Meeting (IEDM), 2020•ieeexplore.ieee.org
The device non-idealities and array thermal cross-talk will inevitably impair the performance
of RRAM-based storage and neuromorphic systems. In this paper, we present the modeling
of device non-idealities, including parameter variations and time-dependent fluctuation
(TDV), and the simulation of array thermal crosstalk. We also investigate the impact of non-
idealities and thermal issues on storage and neuromorphic computing from the device,
array, and algorithm perspectives, providing guidelines for the technology-array-algorithm …
of RRAM-based storage and neuromorphic systems. In this paper, we present the modeling
of device non-idealities, including parameter variations and time-dependent fluctuation
(TDV), and the simulation of array thermal crosstalk. We also investigate the impact of non-
idealities and thermal issues on storage and neuromorphic computing from the device,
array, and algorithm perspectives, providing guidelines for the technology-array-algorithm …
The device non-idealities and array thermal cross-talk will inevitably impair the performance of RRAM-based storage and neuromorphic systems. In this paper, we present the modeling of device non-idealities, including parameter variations and time-dependent fluctuation (TDV), and the simulation of array thermal crosstalk. We also investigate the impact of non-idealities and thermal issues on storage and neuromorphic computing from the device, array, and algorithm perspectives, providing guidelines for the technology-array-algorithm co-optimization.
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