Multi-Level Operation of Ferroelectric FET Memory Arrays for Compute-In-Memory Applications

F. Müller, S. De, M. Lederer, R. Hoffmann, R. Olivo, T. Kämpfe, K. Seidel, T. Ali, H. Mulaosmanovic, Stefan Dünkel, J. Müller, S. Beyer, G. Gerlach
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Abstract

We report on the multi-level-cell (MLC) operation of AND-connected ferroelectric FET (FeFET) arrays and their suitability for Compute-in-Memory (CiM) applications. The switching behavior and device variation of FeFETs in a passive AND array test-structure configuration is investigated. From this, we derive suitable write schemes and inhibit schemes capable of protecting any FeFET state. This enables the MLC operation of the AND arrays, yielding a performance suitable for CiM applications. We investigate the impact of the obtained bit-error-rate (BER) of 4% in inference-only operation, which shows only a 1% degradation from the floating-point (FP) accuracy for CIFAR-10 datasets with LeNET.
用于内存中计算应用的铁电场效应晶体管存储阵列的多级操作
我们报告了和连接的铁电场效应管(FeFET)阵列的多层单元(MLC)操作及其在内存计算(CiM)应用中的适用性。研究了无源与阵列测试结构中效应场效应管的开关行为和器件变化。在此基础上,我们推导出了合适的写入方案和抑制方案,可以保护任何场效应晶体管的状态。这使与阵列的MLC操作成为可能,从而产生适合CiM应用的性能。我们研究了在纯推理操作中获得的误码率(BER)为4%的影响,这表明使用LeNET的CIFAR-10数据集的浮点(FP)精度仅下降1%。
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