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Lang Zeng
dblp:154/1086
· DBLP profile ↗
9ranked-venue papers
2as first author
5since 2021 · last 2026
0000-0003-3157-1087ORCID · corroborated
Domains — the database's venue-derived domains; a paper can count in several
Systems, architecture and hardware · 8 · 2 first-author · 4 since 2021Applied, interdisciplinary, general and emerging computing · 1 · 1 since 2021
| Year | Publication | Venue | Position |
|---|---|---|---|
| 2026 | High-performance true random number generator based on SOT-MTJ spin relaxation
Jialiang Yin, Xiuye Zhang, Wenlong Cai, Ao Du, Binchao Tang, Shijian Bao, Daoqian Zhu, Kewen Shi, Lang Zeng, He Zhang 0011, Kaihua Cao, Weisheng Zhao 0001 |
Sci. China Inf. Sci. | 14 |
| 2025 | A High-Speed, Low-Power, High-Reliability and Fully Single Event Double Node Upset Tolerant Design for Magnetic Random Access MemoryabstractMagnetic Random Access Memory (MRAM) has enormous application potential in the aerospace field due to its nonvolatile, high speed, low power, and inherent radiation resistance characteristics. Due to its high sensing reliability, pre-charge differential sense amplifier (PCDSA) has been proposed and widely used in MRAM products. However, such PCDSA is based on traditional CMOS technology, and as the size of CMOS technology continues to shrink, its sensing result is easily affected by single event upset (SEU) or even the single event double node upset (SEDU). Recently, a TSC-PCDSA has been proposed to fully tolerate SEDU. However, it still suffers from slow speed, high power consumption and low reliability during normal sense operation. To address these issues, this paper proposes a novel PCDSA circuit that uses 6 three-input approximate C-elements (TACs) and 2 three-input standard C-elements (TSCs) to provide SEDU-tolerance. By reducing the number of transistors on the discharge path and increasing the difference in discharge current, the proposed PCDSA can achieve high speed, low power and high reliability. By using a physics-based STT-MTJ compact model and a commercial CMOS 40 nm design kit, hybrid simulations have been performed to demonstrate its functionality and evaluate its performance. Simulation results show that when the TMR is 150%, the width of N1-N12 is 480 nm and the$\text {V}_{\text {DD}}$is 1.1 V, the proposed PCDSA sensing error rate (SER) is close to 0% during normal sense operation, achieving a high sense speed of 123.6 ps and a low sense energy of 1.6533 fJ. Compared with the previously proposed TSC-PCDSA, the sense reliability is greatly improved, and the sense time and sense energy are reduced by 1.84 times and 1.27 times, respectively. Moreover, the proposed PCDSA can fully tolerate SEDU by optimizing the layout design. In the worst case where deposited charge$Q_{\text {inj}}$is 2 pC, it can achieve a shorter recover time of 1.28244 ns and a lower recover energy dissipation of 2.1604 pJ than the previously proposed TSC-PCDSA. Shixuan Wang, Yue Zhang 0010, Weisheng Zhao 0001, Lang Zeng, Deming Zhang |
IEEE Trans. Circuits Syst. I Regul. Pap. | 7 |
| 2025 | A 32 kb 55 nm Radiation-Hardened SRAM Chip With SEU ≤1.1 E-11 Upsets/Bit-Day, SEL >107.1 MeV ⋅ cm²/mg, and TID >100 Krad(Si) for Space ApplicationsabstractIn this paper, a 32kb radiation-hardened (RH) static random access memory (SRAM) chip, named BH55RHSRAM32K, is proposed and fabricated for space applications. The chip is hardened from the view of the circuit level, layout level, and system level and is fabricated using a 55 nm CMOS process design kit with an RH cell library. At the circuit level, the proposed RH-14T SRAM cell and radiation-hardened pre-charged sense amplifier (RH-PCSA) cell adopt a polarity hardening method, making them fully tolerant of single event upset (SEU). At the layout level, the sensitive nodes in the proposed RH-14T SRAM cell and RH-PCSA cell layouts are isolated. Furthermore, the proposed RH-14T SRAM array adopts a bit-interleaved design, effectively reducing single event double upsets (SEDU). At the system level, an error correction coding (ECC) circuit is implemented to enhance SEU tolerance. Experimental results show that the proposed 32kb RH-SRAM chip can not only obtains superior radiation tolerance, i.e., the SEU ≤ 1.1E-11 upsets/bit-day, the SEL > 107.1 MeV⋅cm2/mg, and the TID > 100 Krad(Si), but also a faster access speed of < 10 ns and a lower write power consumption of 14.664 mW in comparison with the related products. Deming Zhang, Dingyi Luo, Lang Zeng, Bi Wang 0002, Yue Zhang 0010, Weisheng Zhao 0001 |
IEEE Trans. Circuits Syst. I Regul. Pap. | 5 |
| 2023 | A Novel 9T1C-SRAM Compute-In-Memory Macro With Count-Less Pulse-Width Modulation Input and ADC-Less Charge-Integration-Count OutputabstractThis paper presents a novel compute-in-memory (CIM) macro, which mainly consists of three modules: input generator, 9T1C-SRAM CIM array and charge-integration-count output (CICO) circuit. For the input generator, it can achieve the pulse-width modulation mapping scheme without counts, leading to a small area overhead. For the CIM array, one row-cascade current mirror circuit instead of a bias voltage source is shared by all CIM cells in one row. And in each CIM cell, its multiply result is characterized by the charge on its capacitor. Based on the charge-sharing principle, the accumulated result is represented by the charge ($\text{Q}_{\text {CBL}}$) on the charge-bit-line (CBL). In this way, the voltage on the CBL is limited regardless of the number of rows of the CIM array, allowing the large-scale CIM array. For the CICO circuit, it is proposed to quantify the$\text{Q}_{\text {CBL}}$without the ADC, aiming to achieve high area efficiency. With the 14nm FinFET design kit, the design specification of the proposed CIM macro is introduced in detail and its performance is evaluated. Simulation results show that the proposed CIM macro can achieve 4–1370 TOPS/W energy efficiency with IN/W/OUT precision of 6/1/6b and 98.48%/84.56% test accuracy on MNIST and CIFAR-10. Deming Zhang, Zhipeng Guo 0006, You Wang 0002, Yue Zhang 0010, Lang Zeng |
IEEE Trans. Circuits Syst. I Regul. Pap. | 8 |
| 2021 | Fully Single Event Double Node Upset Tolerant Design for Magnetic Random Access MemoryabstractBenefitting from its non-volatility, high speed, low power and inherent radiation hardened characteristic, magnetic random access memory (MRAM) has been used in aerospace and avionic electronics. Owing to its high sensing reliability, precharge differential sense amplifier (PCDSA) has been proposed and widely used in MRAM products. However, such PCDSA is based on the conventional CMOS technology and its sensing result is prone to be affected by the single event upset (SEU) and even the single event double node upset (SEDU) when the CMOS technology node shrinks into the nanometer scale. In this paper, we propose a novel PCDSA to tolerate the SEDU, in which the special three-input C-element that behaves as an inverter when its inputs have the same logic value and holds its previous value when its inputs have the different logic values is employed. By using a physics-based STT-MTJ compact model and a commercial CMOS 40 nm design kit, hybrid simulations have been performed to demonstrate its functionality and evaluate its performance. Simulation results show that it can fully tolerate the SEDU when the amount of the deposited charge (Qinj) reaches up to 2 pC. In the worst case where the Qinjis 2 pC, it can achieve a small recover time of 1.3368 ns and low recover energy dissipation of 1.967 pJ with the optimized VDDof 1 V. Deming Zhang, Lang Zeng, You Wang 0002, Bi Wang 0002, Erya Deng, Chuanjie Wang, Youguang Zhang, Weisheng Zhao 0001 |
ISCAS | 4 |
| 2020 | Voltage-Gated Spin-Hall Effect Based Magnetic Non-Volatile Flip-Flop for High Speed, Low Power and Compact Cell AreaabstractIn this paper, we present a novel magnetic nonvolatile flip-flop (MNV-FF) for fast and low-power backup operation with a compact cell area. It employs perpendicular magnetic tunnel junctions (p-MTJs) as its non-volatile data backup storage units and exploits the voltage-gated spin-hall effect (VGSHE) for data backup operation. Benefitting from the assistance of the voltage-controlled magnetic anisotropy (VCMA) effect, the critical write current for 1-ns backup operation can be reduced to 3 μA or even lower, thus resulting in high speed and low power consumption. Moreover, such small write current allows to be driven by the cross-coupled inverters in the master latch, instead of a dedicated write driver, leading to a low cell area overhead. Additionally, by using an antiferromagnetic (AFM) metal that can provide both an exchange bias and the SHE instead of the heavy metal, no external magnetic field is required, making it suitable for practical applications. Our simulation results show that our proposed VGSHE-based MNV-FF can achieve 58.2× less backup energy, 1.85× less backup delay and 1.625× less cell area overhead than the previous SHE-based MNV-FF. Deming Zhang, Lang Zeng, Weisheng Zhao 0001 |
ISCAS | 4 |
| 2019 | Modulation and Demodulation of Digital Frequency Shift Keying System Based on Spin Torque Nano Oscillator with Voltage Controlled Magnetic Anisotropy EffectabstractIn this work, a spin torque nano oscillator (STNO) device whose frequency can be tuned by Voltage Controlled Magnetic Anisotropy effect (VCMA) is proposed. The requirement of magnetic bias field in previous STNO devices is eliminated by the introduction of VCMA effect. Based on VCMA-STNO, a novel architecture is proposed which can compose of a modulation/demodulation digital frequency shift keying (DFSK) communication system. The proposed architecture utilizes VCMA-STNO as core devices and is much simpler comparing with its CMOS counterpart. The proposed VCMA-STNO modulation/demodulation architecture will help to design next generation spintronics DFSK communication system. Lang Zeng, Zuodong Zhang, Haoxuan Chen, Tianqi Gao, Deming Zhang, Mingzhi Long, Youguang Zhang, Weisheng Zhao 0001 |
ISCAS | 1 |
| 2016 | Spin wave based synapse and neuron for ultra low power neuromorphic computation systemabstractIn this work, we have proposed that the neural synapses and neurons can be realized by utilizing spin waves (SWs) as information carrier. The SWs is excited by spin torque nano-oscillator (STNO), and detected with several different physical mechanisms: 1) tunneling magnetic-resistance 2) spin pumping and 3) inverse spin hall effect. The proposed SWs based synapses and neurons can be further combined together to form a neuromorphic computation system with crossbar structure. Possible ultra low power consumption and ultra high speed are the advantage of our proposed SWs based synapses and neurons. Lang Zeng, Deming Zhang, Youguang Zhang, Fanghui Gong, Tianqi Gao, Sa Tu, Haiming Yu, Weisheng Zhao 0001 |
ISCAS | 1 |
| 2015 | Energy-efficient neuromorphic computation based on compound spin synapse with stochastic learningabstractRecently, magnetic tunnel junction with in-plane magnetization (i-MTJ) has been exploited to behave as a binary stochastic synapse. However, it suffers from its limited level of synaptic weight, resulting in an inaccurate learning. In this work, a compound synapse that employs multiple perpendicular MTJs (p-MTJs) in series is proposed. It possesses an analog-like synaptic weight under weak programming conditions, which leads to a stochastic learning rule and low power consumption per synaptic event. By performing system-level simulations on the MNIST database, it has been demonstrated that such compound spin synapses can realize stochastic neuromorphic computation with high accuracy and low energy consumption. Deming Zhang, Lang Zeng, Yuanzhuo Qu, Youguang Zhang, Mengxing Wang 0001, Weisheng Zhao 0001, Tianqi Tang 0001, Yu Wang 0002 |
ISCAS | 2 |