Ferroelectric and Negative Capacitance DevicesAdvanced Memory and Neural ComputingAdvancements in Semiconductor Devices and Circuit Design

M. S. Yadav, Sukesh Gupta, A. Gupta, Brajesh Rawat

2026.6.1IEEE Journal on Emerging and Selected Topics in Circuits and Systems

DOI: 10.1109/jetcas.2026.3683734

Abstract

The transistor–memristor (1T-1M) integration has been recognized as an effective strategy to suppress crosstalk between neighboring cells for the development of a practical crossbar architecture, though its adoption for in-memory Boolean logic gate implementation is still missing. In this regard, we systematically investigate HfOX-based 1T-1M cell for in-memory logic gates implementation employing the Memristor-Aided loGIC (MAGIC) design style. This performance analysis is carried out using a fully calibrated and physics-based Stanford-PKU model, which captures full I–V switching dynamics, including temperature and stochastic effects. Our results show that the 1T-1M cell with the Gate and Source-controlled Off-State RESET (GSOSR) scheme substantially increases the high resistance state (HRS), which enables nearly $2.2\times $ higher on-off resistance ratio compared to the 1M cell and achieves significant energy saving in execution operation for AND, NAND, XOR, and XNOR gates. Despite the 1T-1M cell exhibiting a slight increase in delay due to additional capacitances, the associated energy reduction and improved reliability outweigh this penalty. Variability analysis further reveals that the XOR gate with 1T-1M cell suppresses resistance fluctuation in both low resistance state (LRS) and HRS by up to $3\times $ under worst-case corners, which ensures more robust operation over 1M cell. Overall, our findings demonstrate that the 1T-1M cell offers a viable path toward a scalable, energy-efficient, robust, and crossbar-compatible in-memory computing system, surpassing the widely employed 1M cell architecture.

Citation format

YADAV, M. S., et al. Performance investigation of hfox-based 1-transistor–1-memristor cell for in-memory logic gates implementation. IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2026, 16(2): 169–179.