Author

Qi-Quan Li

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Review Open access Aug 2026

Ferroelectric Hafnium Oxide for In-Memory Computing: Advancing Devices, Circuit Architectures, and System-Level Integration

This review establishes a device-to-system perspective on HfO2-based and Hf0.5Zr0.5O2-based ferroelectric memories for in-memory computing and outlines a cross-layer roadmap in which ferroelectric stack engineering, variability-tolerant arrays, precision-scalable architectures, and SoC-level integration are co-optimize...

Chen He, Wei Li, Jianjun Li et al. · Micromachines · 0 citations

Open access Aug 2026

Robust Hybrid Computing-in-Memory System Based on 2T-2C and 4T-2C FRAM Cells

This paper proposes a computing-in-memory (CiM) architecture based on a hybrid 2T-2C/4T-2C ferroelectric random-access memory (FRAM) array that provides ADC-free bitwise computing with binary inputs and outputs, reducing peripheral-circuit overhead and power consumption.

Chen He, Jianjun Li, Wei Li et al. · Electronics · 0 citations