Xingsheng Wang
·Paper Publications
Indexed by: Journal paper
First Author: Menghua Huang,Pinfeng Jiang
Correspondence Author: Xingsheng Wang
Co-author: Chengxu Wang,Meiqing Wang,Yinghao Ma,Zhouchao Gan,Yifan Yang,Xiangshui Miao
Journal: IEEE Transactions on Electron Devices
Included Journals: SCI、EI
Volume: 71
Issue: 8
Page Number: 4613-4618
Key Words: Analogy memristor, back-end-of-line (BEOL) integration, CMOS, one transistor one memristor (1T1M), synaptic device, temperature
DOI number: 10.1109/TED.2024.3406310
Date of Publication: 2024-06-12
Abstract: The memristor is a promising candidate for multilevel memory and neuromorphic computing. This study successfully integrated HfO x /AlO y superlattice-like (SLL) memristors in the 0.18/0.5 μ m CMOS back-end-of-line (BEOL) process and statistically analyzed their performance. We identified that BEOL annealing (400 ∘ C/30 min) can cause oxygen diffusion and short-circuiting, but reducing Ti electrode thickness mitigates this issue. Furthermore, low post-forming resistance is discussed and solved by one transistor one memristor (1T1M) structure. Finally, we fabricate a 1T1M crossbar array with a size of 1 Kb in the 0.18 μ m CMOS process. We demonstrated the multilevel characteristics and endurance of 1T1M. Furthermore, the stable and precise multilevel conductance programming of memristors is achieved by a specific writing method and we simulated the effect of conductance of failure bits on classification accuracy in a four-layer MLP network on the MNIST dataset.
Links to published journals: https://ieeexplore.ieee.org/document/10555550