IEEE Transactions on Circuits and Systems II: Express Briefs最新文献

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An Ultra-Low-Power Time-Domain Level-Crossing ADC With Adaptive Sampling Rate 具有自适应采样率的超低功耗时域平交ADC
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-25 DOI: 10.1109/TCSII.2025.3592482
Nan Jiang;Mohammad Elmi;Kambiz Moez
{"title":"An Ultra-Low-Power Time-Domain Level-Crossing ADC With Adaptive Sampling Rate","authors":"Nan Jiang;Mohammad Elmi;Kambiz Moez","doi":"10.1109/TCSII.2025.3592482","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3592482","url":null,"abstract":"This brief presents a novel ultra-low-power (ULP) time-domain level-crossing (TD-LC) analog-to-digital converter (ADC) with an adaptive sampling rate. By integrating a non-uniform LC sampling technique, the proposed TD-LC ADC further reduces power consumption compared to conventional TD ADCs. A voltage-to-time converter (VTC) is employed to convert the input voltage signal into a time signal, which is then subtracted from a time signal generated by a digital-to-time converter (DTC), converting the digital output from the previous digital output. The time residue determines the necessary adjustment for the digital output. Consequently, the proposed TD-LC ADC achieves 6-bit resolution using only a 3-bit time-to-digital converter (TDC). Fabricated in TSMC’s 0.13-<inline-formula> <tex-math>$mu $ </tex-math></inline-formula>m CMOS process, the proposed TD-LC ADC achieves SNDR of 35.4 dB and SFDR of 45.25 dB at 518.31 KHz of BW, and SNDR of 33.59 dB and SFDR of 39.66 dB at 2.07 MHz of BW. The minimum power consumption is 206 nW with a supply voltage of 0.5 V.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1173-1177"},"PeriodicalIF":4.9,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914332","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
SLICENet: An FPGA-Based Efficient Semantic Segmentation Network for Edge Deployment SLICENet:基于fpga的边缘部署高效语义分割网络
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-25 DOI: 10.1109/TCSII.2025.3592480
Nadeem Atif;Saquib Mazhar;Mohammed Ameen;Shaik Rafi Ahamed;M. K. Bhuyan
{"title":"SLICENet: An FPGA-Based Efficient Semantic Segmentation Network for Edge Deployment","authors":"Nadeem Atif;Saquib Mazhar;Mohammed Ameen;Shaik Rafi Ahamed;M. K. Bhuyan","doi":"10.1109/TCSII.2025.3592480","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3592480","url":null,"abstract":"Semantic segmentation is a pixel-level visual recognition task widely used in autonomous driving. Attaining a decent trade-off between accuracy and speed is critically important for the effective physical deployment of networks on resource-constrained edge devices. Towards this challenging task, we propose an efficient basic block that is designed to leverage local, short-range, and long-range contextual information at different abstraction levels. We introduce a simple technique inside the basic block, called Iterative Context Embedding (ICE), to reinforce the short and long-range contextual details in an iterative fashion. Based on the resulting short and long-range ICE or SLICE module, we propose an ultra-lightweight network, called SLICENet. Our model is the fastest among the existing ultra-lightweight models while achieving a decent accuracy. Specifically, with only 0.3 million parameters, it achieves 69.1% mean IoUs on the cityscapes test set, making it the smallest model to achieve this accuracy. In addition, it achieves an inference speed of 224.8 frames per second (FPS) on the RTX 3090 with <inline-formula> <tex-math>$512times 1024$ </tex-math></inline-formula> resolution. To achieve a power-efficient solution meant for battery-operated devices, we also deploy our model on Xilinx’s ZCU102 development board (Zync UltraScale+ MPSoC). Despite achieving an impressive performance, its power consumption is only 950 mW; significantly lower than GPU-based inferences. Our code will be shared at <uri>https://github.com/NadeemAtif-Alig/SLICENet</uri>.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1338-1342"},"PeriodicalIF":4.9,"publicationDate":"2025-07-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914429","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Calibration-Free 12-Bit 1.5-GS/s Pipelined ADC With Merged Sub-ADC Quantization Technique 采用合并子ADC量化技术的免校准12位1.5-GS/s流水线ADC
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-24 DOI: 10.1109/TCSII.2025.3592475
Chun-Tse Su;Chao-Yen Hsu;Tai-Cheng Lee
{"title":"A Calibration-Free 12-Bit 1.5-GS/s Pipelined ADC With Merged Sub-ADC Quantization Technique","authors":"Chun-Tse Su;Chao-Yen Hsu;Tai-Cheng Lee","doi":"10.1109/TCSII.2025.3592475","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3592475","url":null,"abstract":"This brief presents a calibration-free 12-bit 1.5-GS/s pipelined ADC employing a merged sub-ADC quantization (MSAQ) technique. Building upon the conventional pipelined ADC architecture, the proposed technique can extend the amplification time, thereby relaxing the design of the inner-stage residue amplifier. A prototype ADC implemented in a 28-nm CMOS technology achieves an SFDR of 70.52 dB and an SNDR of 58.03 dB at a Nyquist input, while consuming 18.5 mW from a 1-V supply. It yields Schreier and Walden figure of merits (FoM) of 164.1 dB and 18.9 fJ/conv.-step, respectively.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1168-1172"},"PeriodicalIF":4.9,"publicationDate":"2025-07-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914151","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Efficient Layer Normalization Training Module With Dynamic Quantization for Transformers 一种高效的变压器层归一化动态量化训练模块
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-22 DOI: 10.1109/TCSII.2025.3591633
Haikuo Shao;Aotao Wang;Zhongfeng Wang
{"title":"An Efficient Layer Normalization Training Module With Dynamic Quantization for Transformers","authors":"Haikuo Shao;Aotao Wang;Zhongfeng Wang","doi":"10.1109/TCSII.2025.3591633","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3591633","url":null,"abstract":"Layer normalization (LN) function is widely adopted in Transformer-based neural networks. The efficient training of Transformers on personal devices is attracting attention for data privacy and latency concerns. However, the critical LN function involves extreme outliers for quantization, as well as hardware-unfriendly square-root and division operations, posing resource challenges for training deployment on the edge. This brief proposes an efficient LN training architecture with algorithm and hardware co-optimization. Specifically, we present a dynamic quantized algorithm based on integer arithmetics to smooth outliers for sufficient training accuracy. Then, we develop a reconfigurable hardware architecture to efficiently support various operations during LN training, with a vector-wise pipelined dataflow to improve hardware efficiency further. Experimental results show that our architecture achieves up to 0.25 and 1.0 Giga input per Second (GinS) in throughput at FPGA and ASIC platforms, respectively, outperforming prior works.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1288-1292"},"PeriodicalIF":4.9,"publicationDate":"2025-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914428","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Learning-Based Scaling Scheme for Markov Jump Systems and Its Application in Operational Amplifier Circuit 基于学习的马尔可夫跳变系统标度方案及其在运放电路中的应用
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-22 DOI: 10.1109/TCSII.2025.3590998
Qing Yang;Jing Wang;Hao Shen;Ju H. Park
{"title":"Learning-Based Scaling Scheme for Markov Jump Systems and Its Application in Operational Amplifier Circuit","authors":"Qing Yang;Jing Wang;Hao Shen;Ju H. Park","doi":"10.1109/TCSII.2025.3590998","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3590998","url":null,"abstract":"This brief addresses the optimization problem for Markov jump systems (MJSs) with unknown dynamics via a novel scaling-based reinforcement learning scheme. First, by employing subsystem transformation, the optimal controller design problem for MJSs is reformulated into solving a set of parallel and decoupled algebraic Riccati equations (DAREs). Traditional learning schemes for solving these equations either require initially admissible control policies or suffer from slow convergence. To overcome these limitations, a novel scaling-based reinforcement learning algorithm is proposed. Several notable advantages are exhibited by the proposed algorithm: it eliminates the need for system dynamics during the learning process, achieves faster convergence, and relaxes the requirement for an initially admissible control policy. The effectiveness of the proposed scheme is rigorously proven through a mathematical induction method. Finally, the feasibility of the proposed scheme is verified using an operational amplifier circuit example, and its superiority is demonstrated through a series of comparative simulations.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1238-1242"},"PeriodicalIF":4.9,"publicationDate":"2025-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914142","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Compact Dual-Channel WPT System Based on Decoupled Integrated Coils for Power Enhancement 基于解耦集成线圈的小型双通道WPT系统功率增强
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-22 DOI: 10.1109/TCSII.2025.3591215
Jiawei Xie;Yandong Chen;Yuhang Zhou;Cong Luo;Jian Guo
{"title":"A Compact Dual-Channel WPT System Based on Decoupled Integrated Coils for Power Enhancement","authors":"Jiawei Xie;Yandong Chen;Yuhang Zhou;Cong Luo;Jian Guo","doi":"10.1109/TCSII.2025.3591215","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3591215","url":null,"abstract":"The multi-coils configuration presents an effective approach for high-power wireless power transfer (WPT) systems. Among them, mitigating complex cross-coupling in magnetic couplers remains critical to achieving high efficiency and stable power delivery. Thus, this brief proposes a compact dual-channel WPT system with decoupled coils to enhance the overall power capacity. The transmitter and receiver have the same structure, with each charging pad constructed by solenoid coils wound around Q-coils and ferrite cores. Solenoid coils and Q-coils are naturally decoupled from each other, thereby eliminating additional coupling interference and only their main mutual inductance <inline-formula> <tex-math>$M_{1}$ </tex-math></inline-formula>, <inline-formula> <tex-math>$M_{2}$ </tex-math></inline-formula> are retained. Furthermore, the principle of power enhancement and constant current (CC) output is thoroughly analyzed, and a more generalized output model is derived. Finally, a 305 W experimental prototype was constructed, with results in agreement with theoretical analyses. Compared with the single-channel system, the output current (2.82 A) of the proposed system is amplified by (1+<inline-formula> <tex-math>$M_{1}$ </tex-math></inline-formula>/<inline-formula> <tex-math>${M} _{2}$ </tex-math></inline-formula>), with the peak efficiency reaching 90.5%, an improvement of about 6%.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1243-1247"},"PeriodicalIF":4.9,"publicationDate":"2025-07-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914185","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Novel Voltage-Sensorless Grid Voltage Full Feedforward Estimator-Based Current Control Strategy for a Grid-Connected Inverter 一种新的无电压传感器并网逆变器电压全前馈估计电流控制策略
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-21 DOI: 10.1109/TCSII.2025.3590699
Qifan Wang;Qiangsong Zhao;Yuanqing Xia
{"title":"A Novel Voltage-Sensorless Grid Voltage Full Feedforward Estimator-Based Current Control Strategy for a Grid-Connected Inverter","authors":"Qifan Wang;Qiangsong Zhao;Yuanqing Xia","doi":"10.1109/TCSII.2025.3590699","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3590699","url":null,"abstract":"This brief presents a novel voltage-sensorless grid voltage full feedforward estimator (GVFFE)-based current control strategy for a grid-connected inverter with an LCL filter. The grid voltage full feedforward (GVFF) signal can be directly estimated by the GVFFE using a closed-loop structure based on a repetitive controller. Furthermore, the grid voltage can be reconstructed from the estimated GVFF signal without relying on a voltage sensor. Compared with traditional GVFF methods, the GVFFE eliminates the noise amplification caused by derivative operations and compensates for computational delay. As a result, the disturbance rejection performance for grid voltage is significantly improved. The stability and harmonic suppression capabilities of the proposed strategy are comprehensively analyzed. Experimental results validate the effectiveness of the proposed control strategy, demonstrating its potential for practical applications in grid-connected inverter systems.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1233-1237"},"PeriodicalIF":4.9,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-Driven Near-Optimal Reduced Tracking Control of SPSs With Application to PMSM SPSs数据驱动的近最优简化跟踪控制及其在永磁同步电机中的应用
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-21 DOI: 10.1109/TCSII.2025.3590689
Yao Xu;Chunyu Yang;Gonghe Li;Ju H. Park
{"title":"Data-Driven Near-Optimal Reduced Tracking Control of SPSs With Application to PMSM","authors":"Yao Xu;Chunyu Yang;Gonghe Li;Ju H. Park","doi":"10.1109/TCSII.2025.3590689","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3590689","url":null,"abstract":"This brief focuses on the data-driven near-optimal reduced trackingcontrol problem of linear time-invariant (LTI) singularly perturbed systems (SPSs) from noisy data. Based on singular perturbation theory (SPT), the reduced subsystem of the SPSs is obtained, further, an augmented error system is constructed and an optimal trackingcontrol (OTC) problem is formulated. Then, the integral version of the continuous-time augmented error system is constructed to avoid the error-prone problem of derivative calculation. Next, the closed-loop augmented error system is parameterized by the system I/O data, and the data-based semi-definite program (SDP) is proposed for the OTC problem. In addition, considering that the I/O data of the virtual reduced system are actually unmeasurable, the virtual reduced system is reconstructed by the I/O data of the original system, and the system performance is analyzed. Finally, the experiment of speed tracking control of permanent magnet synchronous motor (PMSM) verifies the effectiveness of the proposed data-driven control scheme.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1228-1232"},"PeriodicalIF":4.9,"publicationDate":"2025-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914405","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A 3.9-8.2-GHz Wideband Frequency Synthesizer With an Inductive Multiplexing Output Network for SATCOM Applications 一种用于卫星通信应用的带电感复用输出网络的3.9-8.2 ghz宽带频率合成器
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-18 DOI: 10.1109/TCSII.2025.3590593
Xiaofei Liao;Dixian Zhao;Chenyu Xu;Hao Gong;Wendi Chen;Xiaohu You
{"title":"A 3.9-8.2-GHz Wideband Frequency Synthesizer With an Inductive Multiplexing Output Network for SATCOM Applications","authors":"Xiaofei Liao;Dixian Zhao;Chenyu Xu;Hao Gong;Wendi Chen;Xiaohu You","doi":"10.1109/TCSII.2025.3590593","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3590593","url":null,"abstract":"This brief presents a wideband frequency synthesizer with 3.9 to 8.2 GHz continuous frequency coverage for satellite communication applications. The core fractional-N phase locked loop utilizes four LC-VCOs achieving a 4.3 GHz tuning range with a 50-MHz reference frequency. The frequency mapping of the four VCOs, along with module-level parameter optimization, is performed to maintain a stable figure of merit and minimize loop jitter across the entire tuning range. A high-isolation low-loss inductive multiplexing output technique is proposed, which uses only one active buffer to drive both the internal loop and the external load, significantly reducing power consumption. Moreover, an on-chip active loop filter is implemented, reducing the capacitance area by 80% and enhancing chip integration. Fabricated in a 65-nm CMOS technology, the frequency synthesizer occupies a chip area of 2.28 mm2 while consumes power of 25–33.5 mW. The phase noise reaches –123.72 dBc/Hz and –116.31 dBc/Hz at 1-MHz offset under 3.9- and 8.2-GHz carriers, respectively. Measured reference and fractional spurs remain below –65 and –55 dBc.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1163-1167"},"PeriodicalIF":4.9,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914407","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Hybrid CAM-SRAM Processing-in-Memory Architecture With Feature Level Sparsity for Attention Mechanisms 一种用于注意力机制的特征级稀疏的CAM-SRAM混合内存处理架构
IF 4.9 2区 工程技术
IEEE Transactions on Circuits and Systems II: Express Briefs Pub Date : 2025-07-18 DOI: 10.1109/TCSII.2025.3590432
Haiqiu Huang;Mingyu Wang;Xiaojie Li;Baiqing Zhong;Zeqi Yang;Tao Lu;Yicong Zhang;Zhiyi Yu
{"title":"A Hybrid CAM-SRAM Processing-in-Memory Architecture With Feature Level Sparsity for Attention Mechanisms","authors":"Haiqiu Huang;Mingyu Wang;Xiaojie Li;Baiqing Zhong;Zeqi Yang;Tao Lu;Yicong Zhang;Zhiyi Yu","doi":"10.1109/TCSII.2025.3590432","DOIUrl":"https://doi.org/10.1109/TCSII.2025.3590432","url":null,"abstract":"The attention mechanism has become increasingly popular due to its ability to capture complex dependencies, enabling models like transformers to achieve remarkable performance in large language models (LLMs), computer vision, and other domains. However, the mechanism faces challenges such as low arithmetic intensity, leading to frequent data movement, and long sequence lengths, which introduce a large amount of redundant information. To mitigate both data movement and computational overhead in attention mechanisms, we propose a hybrid CAM-SRAM processing-in-memory architecture. By leveraging the parallel search and sort capabilities of content-addressable memory (CAM) arrays, we achieve dynamic fine-grained sparsification on features with varying variance, reducing the number of multiply-accumulate (MAC) operations in the matrix multiplication (MatMul). Furthermore, an approximate booth encoding is employed in our MAC unit to reduce the number of partial products and maintain the consistency of their signs. This eliminates the need for negation operations, simplifying the logic design. Experimental results show that, in different configurations, our feature-level sparsification scheme achieves over 80% sparsity with an acceptable accuracy drop. With sparsity up to 80%, our design achieves a performance of 0.252-1.26 TOPS and a power efficiency of 4.71-21.72 TOPS/W, operating at 1000 MHz on the TSMC 40nm process.","PeriodicalId":13101,"journal":{"name":"IEEE Transactions on Circuits and Systems II: Express Briefs","volume":"72 9","pages":"1283-1287"},"PeriodicalIF":4.9,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144914403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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