Zhongkui Zhang

dblp:345/6021 · DBLP profile ↗
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5ranked-venue papers
0as first author
5since 2021 · last 2026
—ORCID · conflict

Domains — the database's venue-derived domains; a paper can count in several

Systems, architecture and hardware · 4 · 4 since 2021Artificial intelligence and machine learning · 1 · 1 since 2021Software engineering, systems software and programming languages · 1 · 1 since 2021
YearPublicationVenuePosition
2026 A Low Power and High Reliability Nonvolatile SRAM Using In-Plane VGSOT-MRAM with Pre-Charge Restore Scheme
abstract
Conventional magnetic nonvolatile-static random access memory (MNV-SRAM) suffers from large store current, which leads to low area and energy efficiency, severely limiting their development and application. This paper proposes a 10T-2MTJ NV-SRAM cell based on the in-plane voltage-gated spin-orbit torque magnetic tunnel junction (VGSOT-MTJ), which enables field-free deterministic magnetization switching and reduces the required store current by leveraging the voltage-controlled magnetic anisotropy (VCMA) effect to assist the store operation. Thereby, the proposed design achieves the smallest SRAM cell area compared to prior works, due to the relaxed transistor drive strength requirement. On the other hand, existing NV-SRAM restore schemes exhibit a substantial deterioration in restore error ratio (RSER) with increasing MTJ resistance. Targeting the high resistance characteristics of VGSOT-MTJ, we innovatively propose a pre-charge restore scheme with sensitive transistor isolation. Simulation results demonstrate that the proposed design achieves the lowest read and write energy in SRAM mode, with store energy 1.58× to 2.48× lower than other in-plane MTJ-based designs. And the proposed restore scheme significantly improves restore reliability with over 98.7% RSER enhancement, and shows superior robustness across different MTJ resistances and tunnel magnetoresistance ratio (TMR) conditions.
Zhongzhen Tong, Mingche Li, Weimeng Zhao, Zhongkui Zhang, Yaling Wang, Chao Wang 0094, Zhaohao Wang
DATE6
2026 Data-efficient trajectory tracking for underactuated autonomous underwater vehicles in ocean currents via physics-informed offline reinforcement learning
Xinmao Li, Lingbo Geng, Kaizhou Liu, Zhongkui Zhang
Eng. Appl. Artif. Intell.6
2025 Technically Feasible Robust Complementary SOT-MRAM Design for Improving the Area and Energy Efficiency
abstract
Spin-orbit torque magnetic random-access memory (SOT-MRAM), which exhibits sub-nanosecond write speed and high endurance, is a promising candidate for the future high-level cache. Nevertheless, SOT-MRAM faces challenge in meeting the high read performance requirements of cache applications due to the limited ON/OFF ratio. Consequently, extensive investigation has been conducted into robust complementary bit-cell (CBC) designs based on SOT-MRAM. However, previous designs suffer from significant technology feasibility, area and performance issues. In this paper, the feasibility and performance of the existing complementary write schemes are analyzed, and optimized U-type and toggle spin torque (TST) schemes with practicality and conciseness are presented. The previous CBC designs are evaluated and optimized in terms of circuit and layout, while the 1-word-line-3-bit-line (1WL3BL) CBC designs with both U-type and TST schemes are proposed, which can reduce the bit-cell area by 24.64%-27.54% and improve the write and read performance. In comparison to the conventional CBC design, the proposed 1WL3BL CBC design can reduce the write energy and read latency by up to 36.91% and 21.93%, respectively. Furthermore, the proposed low-voltage read scheme demonstrates the capability to enhance the read performance and conserve the read energy under the aggressive read-related process parameters.
Chao Wang 0094, Zhongkui Zhang, Xianzeng Guo, Qihang Gao, Zhaohao Wang, Weisheng Zhao 0001
IEEE Trans. Circuits Syst. I Regul. Pap.2
2024 Variation Aware Evaluation Approach and Design Methodology for SOT-MRAM
abstract
Spin-orbit torque magnetic random access memory (SOT-MRAM), which exhibits sub-nanosecond write speed and high reliability, is a promising candidate for the future high-level cache. However, SOT-MRAM faces the problem of large bit-cell layout area due to its structural characteristics and write performance requirements, therefore it is necessary to explore the bit-cell design with optimal overall performance under the unified bit-cell area. In this paper, we propose a comprehensive variation aware evaluation approach for the area, latency, and energy of SOT-MRAM under the uniform yield standard. Based on this, the mainstream SOT-MRAM bit-cell designs with high-density method and multi-finger configuration are evaluated, meanwhile bit-cell designs with excellent write performance and their optimum area ranges are identified. Moreover, the source line read (SLR) mode with higher robustness against transistor variation is proposed to improve the read performance, and the dual SL (DSL) method is proposed to further reduce the read latency and write energy. With the DSL method, the read latency and write energy of 2-word-line (WL)-type bit-cells can be reduced by up to 36.5% and 12.6%, respectively. In addition, the DSL method can solve the shunt current issue of 1WL-type bit-cells and reduce the read latency and write energy by up to 43.6% and 17.4%, respectively.
Chao Wang 0094, Zhaohao Wang, Shixing Li, Zhongkui Zhang, Youguang Zhang
IEEE Trans. Circuits Syst. I Regul. Pap.4
2023 Layout Aware Optimization Methodology for SOT-MRAM Based on Technically Feasible Top-Pinned Magnetic Tunnel Junction Process
abstract
The emerging spin-orbit torque magnetic random-access memory (SOT-MRAM) shows promising prospects in high-level cache applications due to its subnanosecond switching speed and high reliability. However, SOT-MRAM faces the issue of large bit-cell layout area, which is currently the focus of attention. Although many design and evaluation works have emerged, the lack of a unified standard for realistic SOT process has hindered the development of relevant research toward practicality. In this article, the bit-cell area of the SOT-MRAM will be evaluated and optimized based on the technically feasible process. First of all, based on the state-of-the-art top-pinned SOT nanopillar process, the SOT-MRAM design rules are proposed. On this basis, this article systematically summarizes four basic device layout modes and provides optimized layout suggestions for conventional SOT bit-cells with different types and sizes of devices. In addition, a series of area-efficient SOT bit-cell designs based on the common area (CA) and dual common (DC) solutions are proposed, which can reduce the layout area of SOT bit-cells by up to 38.4% with reasonable write latency and energy overhead.
Chao Wang 0094, Zhaohao Wang, Zhongkui Zhang, Jiagao Feng, Youguang Zhang, Weisheng Zhao 0001
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.3