Nonvolatile Capacitive Crossbar Array for In‐Memory Computing. (25th February 2022)

• Record Type: Journal Article
• Authors: Hur, Jae; Luo, Yuan-Chun; Lu, Anni; Wang, Tzu-Han; Li, Shaolan; Khan, Asif Islam; Yu, Shimeng
• Is Part Of: Advanced intelligent systems. Volume 4:Number 8(2022)
• Page Start: n/a
• Page End: n/a
• Publication Date: 2022-02-25
• Subjects: compute-in-memory -- device reliability -- ferroelectric field-effect transistors -- ferroelectric random access memory -- Hf0.5Zr0.5O2 (HZO); Artificial intelligence -- Periodicals; Robotics -- Periodicals; Control theory -- Periodicals; 006.3
• DOI: 10.1002/aisy.202100258
• Languages: English
• ISSNs: 2640-4567

Abstract

Abstract : Conventional resistive crossbar array for in‐memory computing suffers from high static current/power, serious IR drop, and sneak paths. In contrast, the "capacitive" crossbar array that harnesses transient current and charge transfer is gaining attention as it 1) only consumes dynamic power, 2) has no DC sneak paths and avoids severe IR drop (thus, selector‐free), and 3) can be fabricated on top of complementary metal–oxide–semiconductor (CMOS) circuits for 3D‐stacking. For the first time, ferroelectric Hf0.5 Zr0.5 O2 (HZO) capacitive crossbar arrays are experimentally demonstrated. Asymmetry of the HZO electrode interfaces leads to small‐signal capacitance on/off ratio >110% that can achieve read‐disturb‐free operation. The vector matrix multiplication (VMM) experiments are conducted on the fabricated capacitive crossbar array, showing a linear weighted sum versus numbers of input or on‐state weight. The array‐level VMM operation could maintain weight pattern reprogramming after 1) thousands of 1 ms/3 V pulses and 2) an extrapolated 10‐year retention at 85 °C. Array‐level circuit simulation at 22 nm node shows the energy consumption of a capacitive crossbar array is 20–200× lower than the resistive crossbar array counterpart. Moreover, analog‐shift‐and‐add circuits are designed for multibit weight summation, achieving 16.6% less area and 26.9% lower energy consumption than digital‐shift‐and‐add circuits. Abstract : Proposed capacitive crossbar array based on ferroelectric HZO layer consumes low power and avoids serious IR drop across wires due to transient current and charge transfer mechanism with the nature of the capacitor structure. Moreover, 3D‐stacking with selector‐free scheme is possible in the capacitive crossbar array. Finally, it is free from read‐disturb as readout occurs at DC 0 V.