Integration-The Vlsi Journal最新文献

筛选
英文 中文
Observability in systems with extreme multistability 极端多稳定系统的可观测性
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-04-04 DOI: 10.1016/j.vlsi.2025.102412
J.M. Rodríguez-Ornelas , R. Sevilla-Escoboza , Onofre Orozco-López , R.R. Rivera-Durón , V.P. Vera-Ávila
{"title":"Observability in systems with extreme multistability","authors":"J.M. Rodríguez-Ornelas ,&nbsp;R. Sevilla-Escoboza ,&nbsp;Onofre Orozco-López ,&nbsp;R.R. Rivera-Durón ,&nbsp;V.P. Vera-Ávila","doi":"10.1016/j.vlsi.2025.102412","DOIUrl":"10.1016/j.vlsi.2025.102412","url":null,"abstract":"<div><div>In control engineering and dynamical systems, obtaining accurate measurements of a system’s state vector can be challenging due to the inaccessibility of certain internal states or the prohibitive cost of measurement. To address these issues, observers are employed to reconstruct the system’s state. While linear observers have proven effective for linear systems, applying them to nonlinear systems presents additional challenges and opportunities. In this paper, we explored the design and implementation of a linear observer applied on a 6-variable dynamical system, namely extreme multistable Rössler system (EMRS). Our proposed methodology leverages observability indices and graphical representations to enhance the linearization process at points of maximum observability. This approach allows for generating the gain set for a Luenberger observer, thereby improving its performance in estimating the states of a complex nonlinear system such as the EMRS. Our numerical and experimental results demonstrate the effectiveness of linearization using observability coefficients for the design of a linear observer. This observer can efficiently track and reconstruct the dynamics of a multi-stable nonlinear system, enabling the use of a linear observer on a nonlinear system.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102412"},"PeriodicalIF":2.2,"publicationDate":"2025-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143768410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 low-hardware-cost scan chain architecture resilient to scanSAT attack 一种新型的低硬件成本扫描链结构,可抵御扫描卫星攻击
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-04-01 DOI: 10.1016/j.vlsi.2025.102414
Fatih Tiryakioğlu , Ahmet Unutulmaz , İhsan Çiçek , Ali Tangel
{"title":"A novel low-hardware-cost scan chain architecture resilient to scanSAT attack","authors":"Fatih Tiryakioğlu ,&nbsp;Ahmet Unutulmaz ,&nbsp;İhsan Çiçek ,&nbsp;Ali Tangel","doi":"10.1016/j.vlsi.2025.102414","DOIUrl":"10.1016/j.vlsi.2025.102414","url":null,"abstract":"<div><div>Logic locking serves to protect a hardware design from an untrusted fabrication facility. A manufacturer may bypass the protection by performing a SAT attack by making use of the scan chain structure, which was designed to increase the testability of ICs. One way to prevent such attacks is to encrypt the scan chain using a cryptographic algorithm. However, adding dedicated encryption modules into the IC increases the cost. In this study, we reduced this cost by reusing the scan chain structure to be able to implement a cryptographic algorithm, the Trivium algorithm. Our implementation allows production, functional and mission mode field tests to be performed by an unreliable tester.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102414"},"PeriodicalIF":2.2,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143776505","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 28-GHz highly efficient Class-J SiGe power amplifier with pi-type load network 具有pi型负载网络的28 ghz高效j类SiGe功率放大器
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-25 DOI: 10.1016/j.vlsi.2025.102415
Vasileios Manouras, Yannis Papananos
{"title":"A 28-GHz highly efficient Class-J SiGe power amplifier with pi-type load network","authors":"Vasileios Manouras,&nbsp;Yannis Papananos","doi":"10.1016/j.vlsi.2025.102415","DOIUrl":"10.1016/j.vlsi.2025.102415","url":null,"abstract":"<div><div>This paper presents a 28-GHz, single-stage, Class-J Power Amplifier for potential use in mm-Wave 5G MIMO applications. A pi-type load network is proposed to provide the required fundamental and second harmonic impedance terminations for a Class-J operation mode. The PA is implemented in Infineon's 130 nm SiGe BiCMOS process achieving a saturation output power <span><math><mrow><msub><mi>P</mi><mrow><mi>s</mi><mi>a</mi><mi>t</mi></mrow></msub><mo>=</mo><mn>16.7</mn><mspace></mspace><mi>d</mi><mi>B</mi><mi>m</mi></mrow></math></span> and a remarkably high power-added efficiency <span><math><mrow><mi>P</mi><mi>A</mi><mi>E</mi><mo>=</mo><mn>42.8</mn><mspace></mspace><mo>%</mo></mrow></math></span> at 28 GHz. Moreover, the proposed PA exhibits an impressive average PAE of 17.2 % and 14.7 % respectively, while enabling 3 and 6 Gbps 64-QAM operation at an average output power of 8.09 and 7.15 dBm respectively. The in-band and out-of-band linearities, are &lt; -26 dB and &lt;-26.5 dBc respectively in the absence of any digital pre-distortion.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102415"},"PeriodicalIF":2.2,"publicationDate":"2025-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143715617","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of false lock in Mueller-Muller clock and data recovery system Mueller-Muller时钟及数据恢复系统中的假锁分析
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-24 DOI: 10.1016/j.vlsi.2025.102413
Yahao Fang , Deng Luo , Bin Liang , Jianjun Chen , Yaqing Chi , Hanhan Sun , Qian Sun , Jingtian Liu
{"title":"Analysis of false lock in Mueller-Muller clock and data recovery system","authors":"Yahao Fang ,&nbsp;Deng Luo ,&nbsp;Bin Liang ,&nbsp;Jianjun Chen ,&nbsp;Yaqing Chi ,&nbsp;Hanhan Sun ,&nbsp;Qian Sun ,&nbsp;Jingtian Liu","doi":"10.1016/j.vlsi.2025.102413","DOIUrl":"10.1016/j.vlsi.2025.102413","url":null,"abstract":"<div><div>As serializer/deserializer (SerDes) architectures evolve to support multi-Gbps data rates, Four-level Pulse Amplitude Modulation (PAM4) has emerged as the dominant signaling scheme owing to its superior spectral efficiency. However, the conventional Mueller-Muller Clock and Data Recovery (MMCDR) architecture exhibits critical false lock artifacts when processing PAM4 signals, leading to significant degradation in Jitter Tolerance (JTOL) and Bit Error Rate (BER). Through theoretical analysis, we demonstrate that the root cause lies in the misalignment between the sampled signal and decision values during phase detection. To address this limitation, we introduce a novel Phase Detector (PD) architecture. A comprehensive CDR behavioral model integrating the proposed PD is developed in Simulink. Simulation results demonstrate that the improved PD avoids false lock compared to conventional MMPD implementations. Furthermore, the proposed PD achieves superior jitter tolerance performance. These advancements provide a hardware-efficient and readily implementable solution for high-speed PAM4 SerDes systems operating in lossy channels.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102413"},"PeriodicalIF":2.2,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143716156","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Heuristic approaches to energy optimization in deep submicron bus design through QAP formulation 基于QAP公式的深亚微米总线设计能量优化启发式方法
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-20 DOI: 10.1016/j.vlsi.2025.102404
Konstantinos Papalamprou
{"title":"Heuristic approaches to energy optimization in deep submicron bus design through QAP formulation","authors":"Konstantinos Papalamprou","doi":"10.1016/j.vlsi.2025.102404","DOIUrl":"10.1016/j.vlsi.2025.102404","url":null,"abstract":"<div><div>As modern microprocessors become increasingly interconnected, energy dissipation within digital circuits has emerged as a critical challenge, particularly in deep submicron (DSM) technologies where parasitic effects are significant. This paper addresses the energy reduction problem in DSM bus design by formulating it as a Quadratic Assignment Problem (QAP), an NP-hard combinatorial optimization problem. By leveraging this framework, optimal wire permutations that minimize energy dissipation are systematically pursued.Given the intractability of solving large-scale QAPs exactly, we evaluate heuristic algorithms for their effectiveness in approximating near-optimal solutions within a feasible timeframe. The study compares the performance of various heuristic approaches. Results demonstrate that certain methods achieve rapid convergence and significant energy reduction, proving their suitability for real-time applications. The analysis highlights the potential of heuristic methods as practical solutions for complex energy optimization problems in DSM bus systems.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102404"},"PeriodicalIF":2.2,"publicationDate":"2025-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143679061","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Spherical chaotic trajectory tracking and formation of unmanned aerial vehicles in master–slave configuration with intermediary system 带有中介系统的主从构型无人机球面混沌轨迹跟踪与形成
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-19 DOI: 10.1016/j.vlsi.2025.102405
A. Durán-Covarrubias , A. Arellano-Delgado , C. Cruz-Hernández , J.J. Cetina-Denis , R.M. López-Gutiérrez
{"title":"Spherical chaotic trajectory tracking and formation of unmanned aerial vehicles in master–slave configuration with intermediary system","authors":"A. Durán-Covarrubias ,&nbsp;A. Arellano-Delgado ,&nbsp;C. Cruz-Hernández ,&nbsp;J.J. Cetina-Denis ,&nbsp;R.M. López-Gutiérrez","doi":"10.1016/j.vlsi.2025.102405","DOIUrl":"10.1016/j.vlsi.2025.102405","url":null,"abstract":"<div><div>This proposal addresses the problem of tracking spherical chaotic trajectories using quadcopters. The backstepping control is used to stabilizes and individually controls the quadcopters. Subsequently, using a master–slave configuration, dynamic coupling is used as an intermediary system in conjunction with backstepping control in order to achieve synchronization and formation of quadcopters. In addition, an anti-collision calculation is implemented to avoid possible collisions between the quadcopters. The chaotic trajectory to be followed is generated using a hybrid dynamic system with a chaotic attractor, which generates pseudo-random values allowing the creation of chaotic trajectories of sphere type. The proposed control, coupling and trajectory tracking schemes are implemented in MATLAB and Julia. Experiments are implemented where the results show that the quadcopters achieve synchronization and formation of the proposed spherical chaotic trajectories.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102405"},"PeriodicalIF":2.2,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143678988","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
High-Precision Spatial Filtering with AI-driven control and multicolor laser testing for interferometric application 高精度空间滤波与人工智能驱动控制和多色激光测试干涉应用
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-19 DOI: 10.1016/j.vlsi.2025.102406
Gregorio A. Oropeza-Gomez, J. Onofre Orozco-López, Francisco J. Casillas-Rodríguez, Francisco G. Peña-Lecona, Jesus Muñoz-Maciel, Miguel Mora-Gonzalez
{"title":"High-Precision Spatial Filtering with AI-driven control and multicolor laser testing for interferometric application","authors":"Gregorio A. Oropeza-Gomez,&nbsp;J. Onofre Orozco-López,&nbsp;Francisco J. Casillas-Rodríguez,&nbsp;Francisco G. Peña-Lecona,&nbsp;Jesus Muñoz-Maciel,&nbsp;Miguel Mora-Gonzalez","doi":"10.1016/j.vlsi.2025.102406","DOIUrl":"10.1016/j.vlsi.2025.102406","url":null,"abstract":"<div><div>This study presents a novel automated spatial filtering system designed for high-precision alignment and operation across multiple laser wavelengths. Spatial filtering has been a cornerstone of optical research and applications, playing a critical role in beam quality improvement, noise reduction, and the mitigation of back reflections. Building upon the advancements in pinhole designs, external-cavity configurations, and beam alignment methods, our system integrates a laser diode, a <span><math><mrow><mn>10</mn><mspace></mspace><mi>μ</mi><mi>m</mi></mrow></math></span> pinhole, servomotors for micrometric adjustments, and a CCD camera for real-time feedback. Robust testing was conducted with red, green, and blue lasers (635, 520, and 405 nm) to ensure consistent performance across varying wavelengths. The control mechanism employs a two-stage approach: coarse alignment using a back-propagation artificial neural network for efficient displacement estimation, followed by fine-tuning with an enhanced proportional–integral–derivative (PID) controller to achieve sub-micrometric precision. This hybrid approach addresses the limitations of traditional manual methods and standalone controllers, significantly reducing alignment time and improving accuracy. The software architecture, implemented in Python, LabVIEW, and MySQL, ensures cross-platform compatibility and modular integration into embedded systems. This automated solution is particularly suitable for holographic and interferometric experiments that demand continuous and precise spatial filtering. By achieving high reproducibility and adaptability across multiple wavelengths, this advancement offers a scalable and reliable solution to enhance experimental precision in optical research and engineering applications.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102406"},"PeriodicalIF":2.2,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143678963","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 locally active memristive autapse-coupled Hopfield neural network under electromagnetic radiation 电磁辐射下一种新的局部有源忆阻autapase耦合Hopfield神经网络
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-19 DOI: 10.1016/j.vlsi.2025.102410
Qiuzhen Wan , Simiao Chen , Tieqiao Liu , Haixiang Lan , Kun Shen
{"title":"A novel locally active memristive autapse-coupled Hopfield neural network under electromagnetic radiation","authors":"Qiuzhen Wan ,&nbsp;Simiao Chen ,&nbsp;Tieqiao Liu ,&nbsp;Haixiang Lan ,&nbsp;Kun Shen","doi":"10.1016/j.vlsi.2025.102410","DOIUrl":"10.1016/j.vlsi.2025.102410","url":null,"abstract":"<div><div>In this paper, a memristive Hopfield neural network (HNN) model in complex electromagnetic environment is established by introducing a novel locally active memristor as a connected autapse in neural network, where the effect of electromagnetic radiation is described by a quadratic nonlinear memristor. The non-volatile and locally active characteristics of the proposed locally active memristor are demonstrated by the power-off curve and DC <em>V</em>-<em>I</em> plot respectively. With the autapse connection weight and electromagnetic radiation considered,the memristive HNN model is investigated in detail by theoretical and numerical analysis. Compared with the other neural networks, the abundant dynamics can be observed in the proposed memristive HNN model when the appropriate system parameters are chosen, including stable points, periodic attractors, chaotic attractors, period doubling bifurcation, chaos crisis, coexistence multiple attractors, and so on. Besides, an analog circuit on PSIM and a digital hardware platform on FPGA are implemented to confirm the feasibility of the memristive HNN model and the experimental results are highly consistent with the numerical ones.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102410"},"PeriodicalIF":2.2,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143678990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Optimizing value prediction for ILP processors: A design space exploration approach 优化值预测的ILP处理器:设计空间探索方法
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-17 DOI: 10.1016/j.vlsi.2025.102402
Ling Yang, Zhong Zheng, Libo Huang, Run Yan, Sheng Ma, Yongwen Wang, Weixia Xu
{"title":"Optimizing value prediction for ILP processors: A design space exploration approach","authors":"Ling Yang,&nbsp;Zhong Zheng,&nbsp;Libo Huang,&nbsp;Run Yan,&nbsp;Sheng Ma,&nbsp;Yongwen Wang,&nbsp;Weixia Xu","doi":"10.1016/j.vlsi.2025.102402","DOIUrl":"10.1016/j.vlsi.2025.102402","url":null,"abstract":"<div><div>Value prediction is a microarchitectural technique that enhances processor performance by speculatively breaking true data dependencies. It has demonstrated improved performance in both single-threaded and multi-threaded workloads, rendering it an appealing microarchitectural approach. While high-performance value predictors can achieve impressive accuracy, they may also incur significant costs in terms of area, power consumption, and complexity. Therefore, there is a demand for lightweight value prediction techniques capable of striking a favorable balance between performance and overhead. However, designing value predictors with superior performance using limited resources presents an urgent challenge, as inappropriate parameter configurations may result in cost overruns and degraded processor performance. Consequently, this work proposes a design space exploration framework for the state-of-the-art EVES value predictor, aiming to efficiently configure the design parameters of the value predictor within constrained RAM resources. Additionally, the article evaluates the performance of the explored value predictor across a wide range of workloads. The explored value predictors exhibit high efficiency across RAM sizes ranging from 2KB to 16KB while maintaining acceptable computational complexity. Furthermore, the results indicate that the explored value predictor achieves optimal efficiency under the 2KB constraint, with the highest acceleration-to-cost ratio reaching 8.74% per KB, approximately three times greater than that of the current state-of-the-art value predictor.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102402"},"PeriodicalIF":2.2,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143644357","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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 neuromorphic hardware architecture based on TTFS coding with temporal quantization for spiking neural networks 一种基于时间量化的脉冲神经网络TTFS编码的神经形态硬件结构
IF 2.2 3区 工程技术
Integration-The Vlsi Journal Pub Date : 2025-03-17 DOI: 10.1016/j.vlsi.2025.102403
Yuxuan Yang , Qihu Xie , Zihao Xuan , Song Chen , Yi Kang
{"title":"A neuromorphic hardware architecture based on TTFS coding with temporal quantization for spiking neural networks","authors":"Yuxuan Yang ,&nbsp;Qihu Xie ,&nbsp;Zihao Xuan ,&nbsp;Song Chen ,&nbsp;Yi Kang","doi":"10.1016/j.vlsi.2025.102403","DOIUrl":"10.1016/j.vlsi.2025.102403","url":null,"abstract":"<div><div>In recent years, spiking neural networks (SNNs) have gained significant attention due to their biologically realistic and event-driven properties. Time-to-First-Spike (TTFS) coding is a coding scheme for SNNs where neurons are fired only once throughout the inference process, reducing the number of spikes and improving energy efficiency. However, the SNNs with TTFS coding have an issue of low classification accuracy. This paper first introduces TQ-TTFS, a temporal quantization on the TTFS neuron model to address this issue. TQ-TTFS significantly alleviates overfitting caused by early firing and improves the classification accuracy of SNNs. Based on TQ-TTFS, we design a hardware architecture with a new inference scheme called Hybrid Priority Inference (HPI) which greatly reduces the frequency of weight access and supports temporal parallel computation. To further decrease storage overhead, we also introduce shared storage and membrane potential quantization. The proposed temporal quantization neuron model and hardware architecture demonstrate excellent performance. Our simulations show that TQ-TTFS achieves classification accuracy of 98.6% on the MNIST dataset, 90.2% on the FashionMNIST dataset, and 80.54% on the CIFAR-10 dataset, which are better than SOTA among temporal coded SNNs. Our FPGA implementation of the proposed hardware architecture has inference time of only 4.4 <span><math><mi>μ</mi></math></span>s per image on the MNIST dataset and 24 <span><math><mi>μ</mi></math></span>s per image on the FashionMNIST dataset. The energy consumption for these inferences is only 4 <span><math><mi>μ</mi></math></span>J and 32 <span><math><mi>μ</mi></math></span>J, respectively.</div></div>","PeriodicalId":54973,"journal":{"name":"Integration-The Vlsi Journal","volume":"103 ","pages":"Article 102403"},"PeriodicalIF":2.2,"publicationDate":"2025-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143678987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信