科研成果

2022
XIAO K, CUI X, WANG X'an, Wang Y. A 128Kb DAC-less 6T SRAM Computing-in-Memory Macro with Prioritized Subranging ADC for AI Edge Applications. Microelectronics Journal [Internet]. 2022;126:105506. 访问链接
Jia T, Mantovani P, dos Santos MC, Giri D, Zuckerman J, Loscalzo EJ, Cochet M, Swaminathan K, Tombesi G, Zhang JJ, et al. A 12nm agile-designed SoC for swarm-based perception with heterogeneous IP blocks, a reconfigurable memory hierarchy, and an 800MHz multi-plane NoC, in European Solid-State Circuits Conference (ESSCIRC).; 2022.
张子睿 胡敏. 2013~2020年北京大气PM_(2.5)和O_3污染演变态势与典型过程特征. 科学通报 [Internet]. 2022;67(18):1995-2007. 访问链接
HU Y, ZHANG Y, WANG R, ZHANG Z, SONG J, TANG X, QIAN W, WANG Y, Wang Y, HUANG R. A 28nm 198.9 TOPS/W Fault-Tolerant Stochastic Computing Neural Network Processor. IEEE Solid-State Circuits Letters: [Internet]. 2022;5:198-201. 访问链接
PAN N, CUI X, QIAO X, XIAO K, GUO Q, Wang Y. A 28nm 64Kb SRAM based Inference-Training Tri-Mode Computing-in-Memory Macro, in 2022 IEEE International Symposium on Circuits and Systems (ISCAS). Austin TX, USA: IEEE Press; 2022:2561-2565. 访问链接
Xu X, Ye S, Gao J, Zhang Y, Shen L, Ye L. A 32-ppm/°C 0.9-nW/kHz Relaxation Oscillator with Event-Driven Architecture and Charge Reuse Technique, in 2022 IEEE International Symposium on Circuits and Systems (ISCAS).; 2022:1973-1977.
Shi W, Liu J, Mukherjee A, Yang X, TANG X, Shen L, Zhao W, Sun N. A 3.7mW 12.5MHz 81dB-SNDR 4th-Order Continuous-time DSM with Single-OTA and 2nd-Order Noise-shaping SAR. IEEE Open Journal of the Solid-State Circuits Society. 2022:1-1.Abstract
This paper presents a hybrid 4th-order delta-sigma modulator (DSM). It combines a continuous-time (CT) loop filter and a discrete-time (DT) passive 2nd-order noise-shaping SAR (NSSAR). Since the 2nd-order NS-SAR is robust against PVT variation, the stability of this 4th-order DSM is similar to that of a 2nd-order CT-DSM. The CT loop filter is based on single-amplifier bi-quad (SAB) structure. As a result, only one OTA is used to achieve 4th-order noise shaping, leading to a high power efficiency. Moreover, this work implements both excess loop delay (ELD) compensation and an input feedforward path inside the NS-SAR in the charge domain, further reducing the circuit complexity and the OTA power. Overall, this work achieves 81 dB SNDR over 12.5 MHz with 3.7 mW power, leading to a Schreier FoM of 176 dB.
SONG J, LUO H, TANG X, XU K, JI Z, Wang Y, WANG R, HUANG R. A 3T eDRAM In-Memory Physically Unclonable Function with Spatial Majority Voting Stabilization. IEEE Solid-State Circuits Letters [Internet]. 2022;5:58-61. 访问链接Abstract
This letter presents a 3T eDRAM in-memory physically unclonable function (PUF) for low-cost Internet of Things (IoT) applications. The proposed design integrates PUF to eDRAM with a small peripheral overhead. With the subthreshold leakage of the bit-cell read path exploited as the entropy source, two adjacent 3T eDRAMs (with 2 × 197 F2 = 394 F2 area) race to generate the key bit. To overcome voltage and temperature variations, the spatial majority voting (SMV) is adopted. Implemented in 65-nm CMOS, the proposed eDRAM PUF achieves <0.35% bit error rate (BER) across a voltage range of 1.0–1.2 V and temperature range of 0 ◦C–60 ◦C, presenting a low-cost and robust solution for IoT security.
GUO Q, CUI X, Zhang J, ZHANG A, GUO X, Wang Y. A 4-bit Integer-Only Neural Network Quantization Method Based on Shift Batch Normalization, in 2022 IEEE International Symposium on Circuits and Systems (ISCAS). Austin TX, USA: IEEE Press; 2022:707-711. 访问链接
QIAO X, SONG J, TANG X, LUO H, PAN N, CUI X, WANG R, Wang Y. A 65nm 73Kb SRAM-Based Computing-In-Memory Macro with Dynamic-Sparsity Controlling. IEEE Transactions on Circuits and Systems II: Brief Paper [Internet]. 2022;69(6):2977-2981. 访问链接Abstract
For neural network (NN) applications at the edge ofAI, computing-in-memory (CIM) demonstrates promising energyefficiency. However, when the network size grows while fulfillingthe accuracy requirements of increasingly complicated applicationscenarios, significant memory consumption becomes an issue.Model pruning is a typical compression approach for solvingthis problem, but it does not fully exploit the energy efficiencyadvantage of conventional CIMs, because of the dynamic distributionof sparse weights and the increased data movement energyconsumption of reading sparsity indexes from outside the chip.Therefore, we propose a vector-wise dynamic-sparsity controllingand computing in-memory structure (DS-CIM) that accomplishesboth sparsity control and computation of weights in SRAM, toimprove the energy efficiency of the vector-wise sparse pruningmodel. Implemented in a 65 nm CMOS process, the measurementresults show that the proposed DS-CIM macro can save upto 50.4% of computational energy consumption, while ensuringthe accuracy of vector-wise pruning models. The test chip canalso achieve 87.88% accuracy on the CIFAR-10 dataset at 4-bitprecision in inputs and weights, and it achieves 530.2TOPS/W(normalized to 1 bit) energy efficiency.
Zhang H, Shen L, Zhang S, Li H, Zhang Y, Tan Z, HUANG R, Ye L. A 77μW 115dB-Dynamic-Range 586fA-Sensitivity Current-Domain Continuous-Time Zoom ADC with Pulse-Width-Modulated Resistor DAC and Background Offset Compensation Scheme, in 2022 IEEE Custom Integrated Circuits Conference (CICC).; 2022:1-2. 访问链接Abstract
High-precision large dynamic-range (DR) current-sensing front-ends are widely used in biomedical applications, such as patch-clamp, molecular concentration detection, and gene sequencing. The new gene sequencers require low-noise analog front-ends capable of sensing large DR current (>100 dB) down to sub-pA-level. At this level of precision, oversampled data converters are usually used. However, given the limited oversampling ratio in high throughput applications, it is very challenging to achieve a sub-pA-level sensitivity and >100dB DR within the limited area and energy budgets [1]. In [2], a 140dB DR is achieved using a multi-bit delta-sigma modulator (DSM), but the power consumption is over 1mW and the current sensitivity is limited to 6.3pA. An hourglass ADC achieving a 100fA sensitivity and 140dB DR is presented in [3], but is limited by conversion rate and relatively high power consumption (295μW). For a 100Hz bandwidth, its noise floor increases to 18pA.
Liu Y, Wang Z, He W, Shen L, Zhang Y, Chen P, Wu M, Zhang H, Zhou P, Liu J, et al. An 82nW 0.53pJ/SOP Clock-Free Spiking Neural Network with 40µs Latency for AloT Wake-Up Functions Using Ultimate-Event-Driven Bionic Architecture and Computing-in-Memory Technique, in 2022 IEEE International Solid- State Circuits Conference (ISSCC).Vol 65.; 2022:372-374.
Du P, Liu W, Rao Z, Wang J. Accelerated Oxidation of Organic Micropollutants during Peracetic Acid Treatment in the Presence of Bromide Ions. ACS ES&T Water [Internet]. 2022;2:320-328. 访问链接Abstract
Peracetic acid (PAA), an alternative disinfectant of chlorine, has drawn increasing attention in the application of wastewater treatment. However, little is known about the influence of water matrices on PAA-induced organic micropollutant (OMP) degradation. Here, we found that the coexisting bromide ions (Br–) in water can trigger the oxidation of OMP during PAA treatment but probably result in higher ecotoxicity. Br– can efficiently decompose PAA with a species-specific rate constant (kPAAH/Br–) of 0.198 ± 0.003 M–1·s–1. The thus generated HOBr led to a significant abatement (31.8–81.3%) of OMPs (17α-ethinylestradiol, sulfamethoxazole, naproxen, and phenol) after a 1 h reaction at pH 7.1. The coexisting H2O2 component in the PAA solution can competitively consume HOBr and inhibit OMP transformation. The OMP degradation in the PAA/Br– process was highly pH-dependent and preferred acidic conditions. Furthermore, a comprehensive model was established to simulate the reaction kinetics of the OMP degradation by the PAA/Br– process with good accuracy. High-performance/electrospray ionization-triple quadrupole mass spectrometry results indicated the generation of various brominated products, with higher model-predicted toxicity than their parent compounds. This work significantly advances the understanding of the role of Br– in OMP oxidation by PAA and alerts the possible environmental health risks.
Chen L, Duan J, Du P, Sun W, Lai B, Liu W. Accurate identification of radicals by in-situ electron paramagnetic resonance in ultraviolet-based homogenous advanced oxidation processes. Water Research [Internet]. 2022;221:118747. 访问链接Abstract
Accurate identification of radicals in advanced oxidation processes (AOPs) is important to study the mechanisms on radical production and subsequent oxidation-reduction reaction. The commonly applied radical quenching experiments cannot provide direct evidences on generation and evolution of radicals in AOPs, while electron paramagnetic resonance (EPR) is a cutting-edge technology to identify radicals based on spectral characteristics. However, the complexity of EPR spectrum brings uncertainty and inconsistency to radical identification and mechanism clarification. This work presented a comprehensive study on identification of radicals by in-situ EPR analysis in four typical UV-based homogenous AOPs, including UV/H2O2, UV/peroxodisulfate (and peroxymonosulfate), UV/peracetic acid and UV/IO4− systems. Radical formation mechanism was also clarified based on EPR results. A reliable EPR method using organic solvents was proposed to identify alkoxy and alkyl radicals (CH3C(=O)OO·, CH3C(=O)O· and ·CH3) in UV/PAA system. Two activation pathways for radical production were proposed in UV/IO4− system, in which the produced IO3·, IO4·, ·OH and hydrated electron were precisely detected. It is interesting that addition of specific organic solvents can effectively identify oxygen-center and carbon-center radicals. A key parameter in EPR spectrum for 5,5-dimethyl-1-pyrroline N-oxide (DMPO) spin adduct, AH, is ranked as: ·CH3 (23 G) >·OH (15 G) >IO3· (12.9 G) >O2·− (11 G) ≥·OOH (9–11 G) ≥IO4· (9–10 G) ≥SO4·− (9–10 G) >CH3C(=O)OO· (8.5 G) > CH3C(=O)O· (7.5 G). This study will give a systematic method on identification of radicals in AOPs, and shed light on the insightful understanding of radical production mechanism.
Liu X, Dai H, Wada Y, Kahil T, Ni J, Chen B, Chen Y, Guo C, Pan C, Liu X, et al. Achieving carbon neutrality enables China to attain its industrial water use target. One Earth [Internet]. 2022;5(2):188-200. 访问链接
Duan J, Chen L, Ji H, Li P, Li F, Liu W. Activation of peracetic acid by metal-organic frameworks (ZIF-67) for efficient degradation of sulfachloropyridazine. Chinese Chemical Letters [Internet]. 2022;33:3172-3176. 访问链接Abstract
Peracetic acid (PAA)-based system is becoming an emerging advanced oxidation process (AOP) for effective removal of organic contaminants from water. Various approaches have been tested to activate PAA, while no previous researches reported the application of metal-organic frameworks (MOFs) materials for PAA activation. In this study, zeolitic imidazole framework (ZIF)-67, a representative MOFs, was facile synthesized via direct-mixing method at room temperature, and tested for PAA activation and sulfachloropyridazine (SCP) degradation. The as-synthesized ZIF-67 exhibited excellent performance for PAA activation and SCP degradation with 100% of SCP degraded within 3 min, owing to the specific MOFs structure and abundant Co2+ sites. The pseudo-first-order kinetic model was applied to fit the kinetic data, with rate constant k1 of ZIF-67 activated PAA system 34.2 and 156.5 times higher than those of conventional Co3O4 activated PAA and direct oxidation by PAA. Radical quenching experiments and electron paramagnetic resonance (EPR) analysis indicated that CH3C(O)OO• played a major role in this PAA activation system. Then, the Fukui index based on density functional theory (DFT) calculation was used to predict the possible reaction sites of SCP for electrophilic attack by CH3C(O)OO•. In addition, the degradation pathway of SCP was proposed based on Fukui index values and intermediates detection, which mainly included the S-N bond cleavage and SO2 extrusion and followed by further oxidation, dechlorination, and hydroxylation. Therefore, ZIF-67 activated PAA is a novel strategy and holds strong potential for the removal of emerging organic contaminants (EOCs) from water.
Addition of biochar as thin preamble layer into sand filtration columns could improve the microplastics removal from water
Hsieh L, He L, Zhang M, Lv W, Yang K, Tong M. Addition of biochar as thin preamble layer into sand filtration columns could improve the microplastics removal from water. Water Research [Internet]. 2022;221:118783. 访问链接Abstract
The release of microplastics (MPs) especially those with sizes less than 10 μm from effluent of wastewater treatment plants (WWTPs) is one of the major sources of plastics into aquatic environment. To reduce the discharge of MPs into environment, it is essential to further enhance their removal efficiencies in WWTPs. In present study, to boost the removal performance of MPs in sand filtration systems (units that commonly employed in WWTPs to remove colloidal pollutants), six types of biochar fabricated from three raw biomass materials (i.e. lignin, cellulose, and woodchips) at two pyrolysis temperatures (400 °C and 700 °C) was respectively amended into sand columns as thin permeable layer. We found that adding all six types of biochar into sand columns as thin permeable layer could greatly improve the retention of MPs with the diameter of 1 μm under either slow (4 m/d) or fast flow rates (160 m/d) due to the high adsorption capability of biochar. Woodchip-derived biochar exhibited the highest MPs retention performance, which was followed by cellulose-derived biochar and then lignin-derived biochar. Moreover, for biochar derived from three raw biomasses, increasing pyrolysis temperature could improve MPs retention performance. The direct observation of real-time plastics retention processes on different types of biochar via a visible flow chamber showed that woodchip-derived biochar especially that fabricated at 700 °C exhibited more MPs trapping processes relative to lignin and cellulose-derived biochar due to their more complex surface morphology. Thus, the highest MPs retention performance was achieved in sand columns with amendment by 1 wt% woodchip-derived biochar fabricated at 700 °C. More importantly, we found that for these modified sand filtration column systems, complete MPs removal could be achieved in real river water and actual sewage water, in multiple filtration cycles, longtime filtration process (100 pore volumes injection) as well as with interval flow conditions. Moreover, biochar could be regenerated and reused as thin permeable layer to effectively remove MPs. The results of this study clearly showed that biochar especially woodchip-derived biochar fabricated at 700 °C had the potential to immobilize MPs especially those with small sizes in WWTPs.
Aggregation of varied organic coated magnetite nanoparticles: Adsorbed mass and thickness of coatings and interactions with natural organic matter
Liu J, Louie SM, Zhao J, Gao X, Hu Y*. Aggregation of varied organic coated magnetite nanoparticles: Adsorbed mass and thickness of coatings and interactions with natural organic matter. Science of The Total Environment [Internet]. 2022;831:154976. LinkAbstract
Magnetite nanoparticles (MNPs) with varied organic coatings (OCs) which improved their stability have broad environmental applications. However, the adsorbed amounts and layer thickness of varied OCs onto MNPs during the synthesis were generally not or poorly characterized, and their interactions with natural organic matter (NOM) were still in progress. In this study, acetic (HAc), citric (CA), and polyacrylic acid (PAA) were selected as model OCs, the adsorption behaviors of OCs on MNPs were characterized under varied aqueous C/Fe ratios, and the aggregation behaviors of MNPs with varied OCs (OC-MNPs) at neutral pH (7.0 ± 0.2) with NaCl (5–800 mM) in the presence/absence of NOM were systematically investigated. Under low aqueous C/Fe ratio, the adsorbed amounts of model OCs as –COOH/Fe ratio followed the order: CA ≈ PAA >> HAc. With high aqueous C/Fe ratio, the maximum adsorbed masses of OC-MNPs were similar. The adsorbed layer thicknesses of OC-MNPs were thoroughly characterized using three different methods, all showing that the adsorbed layer of PAA was thicker than that of CA and HAc. Derjaguin–Landau–Verwey–Overbeek (DLVO) and extended DLVO (EDLVO) calculations showed that electrostatic and van der Waals forces were dominant for CA-MNPs and HAc-MNPs stabilization; while steric repulsion played major roles in stabilizing PAA-MNPs, probably due to a thicker PAA layer. In the presence of NOM, stability behaviors of all OC-MNPs were similar, ascribing to the much greater amounts of NOM adsorbed than the OCs, causing greater steric repulsion. This study provides new mechanistic insights which could help better understand the effects of varied OCs on MNPs' colloidal stability.
Zhu Y, Sulaymon ID, Xie X, Mao J, Guo S, Hu M, Hu J. Airborne particle number concentrations in China: A critical review. Environmental PollutionEnvironmental Pollution. 2022;307.

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