journal article·2025-10-30

In‐Chip Mechanical Reliability Characterization and Modeling of CMOS‐Based Memristor for 3D Integration

Xusheng Liu, Ming Wang, Yang Li, Linkun Wang, Jie Qiu, Lingli Cheng, Tuo Shi, Xumeng Zhang, Xianzhe Chen, Wei Wang, Qi Liu, Ming Liu

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Abstract

Abstract 3D integration with thinned memristor dies or wafers enables energy‐efficient and lower‐latency computing in data‐intensive applications. However, mechanical stresses induced by warping, bonding, and interconnects during stacking package can critically impact device reliability. Despite this, in‐chip mechanical reliability characterization and modeling for memristor‐based chip for 3D integration remain unexplored, limiting their practical deployment. Here, a comprehensive study is performed on the in‐chip mechanical reliability of memristors based on a thinned complementary metal‐oxide‐semiconductor (CMOS)‐integrated memristor chip. Chip‐level statistical analysis demonstrates that outward mechanical stress can regulate ion/oxygen vacancy migration in conductive filaments, thus affecting forming voltage, SET/RESET voltages, and retention properties. A comprehensive mechanical stress‐related model is further developed to quantify reliability degradation of the memristor chip and evaluate its impact on in‐memory computing. These findings provide a new insight into the mechanical reliability of CMOS‐integrated memristor chip for 3D integration.
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Research context

OpenAlex topics: Advanced Memory and Neural Computing · Ferroelectric and Negative Capacitance Devices · Semiconductor materials and devices

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

State Key Laboratory of Integrated Chips and Systems Frontier Institute of Chip and System College of Integrated Circuits and Micro‐Nano Electronics Fudan University Shanghai 200433 China

Peng Cheng Laboratory Shenzhen 518000 China

Institute of Artificial Intelligence Zhejiang Laboratory Hangzhou 311122 China

Funding

National Key Research and Development Program of China · National Natural Science Foundation of China

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