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Exponential sine chaotification model for enhancing chaos and its hardware implementation
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作者 Rui Wang Meng-Yang Li Hai-Jun Luo 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第8期337-346,共10页
Chaotic systems have been intensively studied for their roles in many applications, such as cryptography, secure communications, nonlinear controls, etc. However, the limited complexity of existing chaotic systems wea... Chaotic systems have been intensively studied for their roles in many applications, such as cryptography, secure communications, nonlinear controls, etc. However, the limited complexity of existing chaotic systems weakens chaos-based practical applications. Designing chaotic maps with high complexity is attractive. This paper proposes the exponential sine chaotification model(ESCM), a method of using the exponential sine function as a nonlinear transform model, to enhance the complexity of chaotic maps. To verify the performance of the ESCM, we firstly demonstrated it through theoretical analysis. Then, to exhibit the high efficiency and usability of ESCM, we applied ESCM to one-dimensional(1D) and multidimensional(MD) chaotic systems. The effects were examined by the Lyapunov exponent and it was found that enhanced chaotic maps have much more complicated dynamic behaviors compared to their originals. To validate the simplicity of ESCM in hardware implementation, we simulated three enhanced chaotic maps using a digital signal processor(DSP). To explore the ESCM in practical application, we applied ESCM to image encryption. The results verified that the ESCM can make previous chaos maps competitive for usage in image encryption. 展开更多
关键词 chaotic system nonlinear system image encryption hardware implementation
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Quasi-cyclic Random Projection Code and Hardware Implementation
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作者 Saifeng Shi Min Wang +1 位作者 Xinlu Lu Jun Wu 《Communications and Network》 2013年第3期86-92,共7页
Random Projection Code (RPC) is a mechanism that combines channel coding and modulation together and realizes rate adaptation in the receiving end. Random projection code’s mapping matrix has significant influences o... Random Projection Code (RPC) is a mechanism that combines channel coding and modulation together and realizes rate adaptation in the receiving end. Random projection code’s mapping matrix has significant influences on decoding performance as well as hardware implementation complexity. To reduce hardware implementation complexity, we design a quasi-cyclic mapping matrix for RPC codes. Compared with other construction approaches, our design gets rid of data filter component, thus reducing chip area 7284.95 um2, and power consumption 331.46 uW in 0.13 um fabrication. Our simulation results show that our method does not cause any performance loss and even gets 0.2 dB to 0.5 dB gain at BER 10-4. 展开更多
关键词 Quasi-cyclic MAPPING MATRIX RANDOM PROJECTION CODE hardware implementation
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Features of hardware implementation of quasi-continuous observation devices with discrete receivers
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作者 Oleksandr Maryliv Mykhailo Slonov 《Visual Computing for Industry,Biomedicine,and Art》 EI 2022年第1期71-77,共7页
This article proposes an approach to the formalization of tasks and conditions for the hardware implementation of quasi-continuous observation devices with discrete receivers in remote sensing systems.Observation devi... This article proposes an approach to the formalization of tasks and conditions for the hardware implementation of quasi-continuous observation devices with discrete receivers in remote sensing systems.Observation devices with a matrix are used in medicine,ecology,aerospace photography,and geodesy,among other fields.In the discrete receivers,the sampling of an image in the matrix receiver into pixels leads to a decrease in the spatial information of the object.In a greater extent,these disadvantages can be avoided by using photosensitive matrix with a regularly changing(controlled)density of elementary receivers-matrix(RCDOER-matrix).Currently,there is no substantiation of the tasks and conditions for the hardware implementation of RCDOER-matrix.The algorithmic formation of a quasi-continuous image of observation devices with the RCDOER-matrix is proposed.The algorithm used a formal pixel-by-pixel description of the signals in the image.This algorithm formalizes the requirements for creating a photosensitive RCDOER-matrix of a certain size,as well as for changing the mechanism for forming and saving a frame with observation results.The application of the developed method will allow multiplying the pixel size of the image relative to the pixel size of the RCDOER-matrix.Developed algorithms for RCDOER-matrix are supplemented by formalizing the tasks that arise when creating prototypes.In addition,the conditions for hardware implementation are proposed,which ensure the completeness of registration of the observation picture,and allow avoiding excessive pixel measurements.Thus,the results of the research carried out approximate the practical application of RCDOER-matrix. 展开更多
关键词 Discrete receivers Formalization of tasks Conditions of hardware implementation
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Energy Detector with Baseband Sampling for Cognitive Radio: Real-Time Implementation
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作者 Mahmood A. K. Abdulsattar Zahir A. Hussein 《Wireless Engineering and Technology》 2012年第4期229-239,共11页
Cognitive radio (CR) is a technology that provides a promising new way to improve the efficiency of the use of the electromagnetic spectrum that available. Spectrum sensing helps in the detection of spectrum holes (un... Cognitive radio (CR) is a technology that provides a promising new way to improve the efficiency of the use of the electromagnetic spectrum that available. Spectrum sensing helps in the detection of spectrum holes (unused channels of the band), and instantly move into vacant channels while avoiding occupied ones. An energy detector with baseband sampling for CR is presented with mathematical analyses for an additive white Gaussian noise (AWGN) channels. A brief overview of the energy detection based spectrum sensing for CR technology is introduced. Practical implementation issues on Texas Instruments TMS320C6713 floating point DSP board are presented. Novelties of this work came from a derivation of probability of detection and probability of false alarm for the baseband energy detector without including the sampling theorems and the associated approximation. 展开更多
关键词 real-time implementation COGNITIVE RADIO (CR) Energy Detection
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Dynamic Power Dissipation Control Method for Real-Time Processors Based on Hardware Multithreading
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作者 罗新强 齐悦 +1 位作者 王磊 王沁 《China Communications》 SCIE CSCD 2013年第5期156-166,共11页
In order to eliminate the energy waste caused by the traditional static hardware multithreaded processor used in real-time embedded system working in the low workload situation, the energy efficiency of the hardware m... In order to eliminate the energy waste caused by the traditional static hardware multithreaded processor used in real-time embedded system working in the low workload situation, the energy efficiency of the hardware multithread is discussed and a novel dynamic multithreaded architecture is proposed. The proposed architecture saves the energy wasted by removing idle threads without manipulation on the original architecture, fulfills a seamless switching mechanism which protects active threads and avoids pipeline stall during power mode switching. The report of an implemented dynamic multithreaded processor with 45 nm process from synthesis tool indicates that the area of dynamic multithreaded architecture is only 2.27% higher than the static one in achieving dynamic power dissipation, and consumes 1.3% more power in the same peak performance. 展开更多
关键词 dynamic power dissipation control real-time processor hardware multithread low power design energy efficiency
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A High Efficiency Hardware Implementation of S-Boxes Based on Composite Field for Advanced Encryption Standard
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作者 Yawen Wang Sini Bin +1 位作者 Shikai Zhu Xiaoting Hu 《Journal of Computer and Communications》 2024年第4期228-246,共19页
The SubBytes (S-box) transformation is the most crucial operation in the AES algorithm, significantly impacting the implementation performance of AES chips. To design a high-performance S-box, a segmented optimization... The SubBytes (S-box) transformation is the most crucial operation in the AES algorithm, significantly impacting the implementation performance of AES chips. To design a high-performance S-box, a segmented optimization implementation of the S-box is proposed based on the composite field inverse operation in this paper. This proposed S-box implementation is modeled using Verilog language and synthesized using Design Complier software under the premise of ensuring the correctness of the simulation result. The synthesis results show that, compared to several current S-box implementation schemes, the proposed implementation of the S-box significantly reduces the area overhead and critical path delay, then gets higher hardware efficiency. This provides strong support for realizing efficient and compact S-box ASIC designs. 展开更多
关键词 Advanced Encryption Standard (AES) S-BOX Tower Field hardware implementation Application Specific Integration Circuit (ASIC)
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Optimizing AES S-Box Implementation:A SAT-Based Approach with Tower Field Representations
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作者 Jingya Feng Ying Zhao +1 位作者 Tao Ye Wei Feng 《Computers, Materials & Continua》 2025年第4期1515-1531,共17页
The efficient implementation of the Advanced Encryption Standard(AES)is crucial for network data security.This paper presents novel hardware implementations of the AES S-box,a core component,using tower field represen... The efficient implementation of the Advanced Encryption Standard(AES)is crucial for network data security.This paper presents novel hardware implementations of the AES S-box,a core component,using tower field representations and Boolean Satisfiability(SAT)solvers.Our research makes several significant contri-butions to the field.Firstly,we have optimized the GF(24)inversion,achieving a remarkable 31.35%area reduction(15.33 GE)compared to the best known implementations.Secondly,we have enhanced multiplication implementa-tions for transformation matrices using a SAT-method based on local solutions.This approach has yielded notable improvements,such as a 22.22%reduction in area(42.00 GE)for the top transformation matrix in GF((24)2)-type S-box implementation.Furthermore,we have proposed new implementations of GF(((22)2)2)-type and GF((24)2)-type S-boxes,with the GF(((22)2)2)-type demonstrating superior performance.This implementation offers two variants:a small area variant that sets new area records,and a fast variant that establishes new benchmarks in Area-Execution-Time(AET)and energy consumption.Our approach significantly improves upon existing S-box implementations,offering advancements in area,speed,and energy consumption.These optimizations contribute to more efficient and secure AES implementations,potentially enhancing various cryptographic applications in the field of network security. 展开更多
关键词 AES S-box SAT optimization tower field hardware implementation area efficiency energy consumption
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List-Serial Pipelined Hardware Architecture for SCL Decoding of Polar Codes 被引量:3
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作者 Zhongxiu Feng Cong Niu +3 位作者 Zhengyu Zhang Jiaxi Zhou Daiming Qu Tao Jiang 《China Communications》 SCIE CSCD 2023年第3期175-184,共10页
For polar codes,the performance of successive cancellation list(SCL)decoding is capable of approaching that of maximum likelihood decoding.However,the existing hardware architectures for the SCL decoding suffer from h... For polar codes,the performance of successive cancellation list(SCL)decoding is capable of approaching that of maximum likelihood decoding.However,the existing hardware architectures for the SCL decoding suffer from high hardware complexity due to calculating L decoding paths simultaneously,which are unfriendly to the devices with limited logical resources,such as field programmable gate arrays(FPGAs).In this paper,we propose a list-serial pipelined hardware architecture with low complexity for the SCL decoding,where the serial calculation and the pipelined operation are elegantly combined to strike a balance between the complexity and the latency.Moreover,we employ only one successive cancellation(SC)decoder core without L×L crossbars,and reduce the number of inputs of the metric sorter from 2L to L+2.Finally,the FPGA implementations show that the hardware resource consumption is significantly reduced with negligible decoding performance loss. 展开更多
关键词 successive cancellation list decoding po-lar codes hardware implementation pipelined archi-tecture
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Implementation of an 8-bit bit-slice AES S-box with rapid single flux quantum circuits 被引量:1
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作者 Ruo-Ting Yang Xin-Yi Xue +4 位作者 Shu-Cheng Yang Xiao-Ping Gao Jie Ren Wei Yan Zhen Wang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第9期604-610,共7页
Rapid single flux quantum(RSFQ)circuits are a kind of superconducting digital circuits,having properties of a natural gate-level pipelining synchronous sequential circuit,which demonstrates high energy efficiency and ... Rapid single flux quantum(RSFQ)circuits are a kind of superconducting digital circuits,having properties of a natural gate-level pipelining synchronous sequential circuit,which demonstrates high energy efficiency and high throughput advantage.We find that the high-throughput and high-speed performance of RSFQ circuits can take the advantage of a hardware implementation of the encryption algorithm,whereas these are rarely applied to this field.Among the available encryption algorithms,the advanced encryption standard(AES)algorithm is an advanced encryption standard algorithm.It is currently the most widely used symmetric cryptography algorithm.In this work,we aim to demonstrate the SubByte operation of an AES-128 algorithm using RSFQ circuits based on the SIMIT Nb0_(3) process.We design an AES S-box circuit in the RSFQ logic,and compare its operational frequency,power dissipation,and throughput with those of the CMOS-based circuit post-simulated in the same structure.The complete RSFQ S-box circuit costs a total of 42237 Josephson junctions with nearly 130 Gbps throughput under the maximum simulated frequency of 16.28 GHz.Our analysis shows that the frequency and throughput of the RSFQ-based S-box are about four times higher than those of the CMOS-based S-box.Further,we design and fabricate a few typical modules of the S-box.Subsequent measurements demonstrate the correct functioning of the modules in both low and high frequencies up to 28.8 GHz. 展开更多
关键词 RSFQ AES S-BOX hardware implementation
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FPGA Implementation of Extended Kalman Filter for Parameters Estimation of Railway Wheelset 被引量:1
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作者 Khakoo Mal Tayab Din Memon +1 位作者 Imtiaz Hussain Kalwar Bhawani Shankar Chowdhry 《Computers, Materials & Continua》 SCIE EI 2023年第2期3351-3370,共20页
It is necessary to know the status of adhesion conditions between wheel and rail for efficient accelerating and decelerating of railroad vehicle.The proper estimation of adhesion conditions and their real-time impleme... It is necessary to know the status of adhesion conditions between wheel and rail for efficient accelerating and decelerating of railroad vehicle.The proper estimation of adhesion conditions and their real-time implementation is considered a challenge for scholars.In this paper,the development of simulation model of extended Kalman filter(EKF)in MATLAB/Simulink is presented to estimate various railway wheelset parameters in different contact conditions of track.Due to concurrent in nature,the Xilinx®System-on-Chip Zynq Field Programmable Gate Array(FPGA)device is chosen to check the onboard estimation ofwheel-rail interaction parameters by using the National Instruments(NI)myRIO®development board.The NImyRIO®development board is flexible to deal with nonlinearities,uncertain changes,and fastchanging dynamics in real-time occurring in wheel-rail contact conditions during vehicle operation.The simulated dataset of the railway nonlinear wheelsetmodel is tested on FPGA-based EKF with different track conditions and with accelerating and decelerating operations of the vehicle.The proposed model-based estimation of railway wheelset parameters is synthesized on FPGA and its simulation is carried out for functional verification on FPGA.The obtained simulation results are aligned with the simulation results obtained through MATLAB.To the best of our knowledge,this is the first time study that presents the implementation of a model-based estimation of railway wheelset parameters on FPGA and its functional verification.The functional behavior of the FPGA-based estimator shows that these results are the addition of current knowledge in the field of the railway. 展开更多
关键词 Adhesion force extended kalman filter FPGA implementation railway wheelset real-time estimation wheel-rail interaction
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High Speed Digital Oscillator Implementations Based on Advanced Arithmetic and Architecture Techniques 被引量:1
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作者 Ali Shatnawi Mufleh Shatnawi 《Circuits and Systems》 2013年第3期252-263,共12页
The advances of digital arithmetic techniques permit computer designers to implement high speed application specific chips. The currently produced digital circuits have demonstrated high performance in terms of severa... The advances of digital arithmetic techniques permit computer designers to implement high speed application specific chips. The currently produced digital circuits have demonstrated high performance in terms of several criteria, such as, high clock rate, short input/output delay, small silicon area, and low power dissipation. In this paper, we implement several sinusoidal generation methods to optimize their performance and output using advanced digital arithmetic techniques. In this paper, the implementations of advanced digital oscillator structures with and without pipelining are proposed. The synthesis results of the implementation with pipelining have proven that it is superior to other sinusoidal generation methods in terms of the maximum frequency and signal resolution. Hence, this method is used in the design of the proposed digital oscillator chip. 展开更多
关键词 DIGITAL OSCILLATOR Single-Output DIGITAL OSCILLATOR Multiple-Output DIGITAL OSCILLATOR ADVANCED ARITHMETIC TECHNIQUES hardware implementation
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THE DESIGN AND IMPLEMENTATION OF THE IEEE 802.11 MAC BASED ON SOFT-CORE PROCESSOR AND RTOS 被引量:1
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作者 Xiao Wan'ang Fang Zhi Shi Yin 《Journal of Electronics(China)》 2007年第2期232-237,共6页
The implementation method of the IEEE 802.11 Medium Access Control (MAC) protocol is mainly based on DSP (Digital Signal Processor)/ ARM (Advanced Reduced instruction set computer Machine) processor or DSP/ARM IP (Int... The implementation method of the IEEE 802.11 Medium Access Control (MAC) protocol is mainly based on DSP (Digital Signal Processor)/ ARM (Advanced Reduced instruction set computer Machine) processor or DSP/ARM IP (Intellectual Property) core. This paper presents a method based on Nios II soft-core processor embedded in Altera’s Cyclone FPGA (Field Programmable Gate Array) and MicroC/OS-II RTOS (Real-Time Operation System). The benefits and drawbacks of above methods are compared, and then the method presented in this paper is described. The hardware and software partitioning are discussed; the hardware architecture is also illustrated and the MAC software programming is described in detail. The presented method has some advantages, such as low cost, easy-implementation and very suitable for the implementation of IEEE 802.11 MAC in research stage. 展开更多
关键词 IEEE 802.11 Medium Access Control (MAC) Design and implementation real-time Operation System (RTOS) Soft-core processor
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A Novel Medium Access Control Protocol for Real-Time Wireless Communications in Industrial Automation 被引量:1
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作者 Klaus Tittelbach-Helmrich Najib Odhah Zoran Stamenkovic 《International Journal of Communications, Network and System Sciences》 2017年第11期282-298,共17页
In this paper, a novel Medium Access Control (MAC) protocol for industrial Wireless Local Area Networks (WLANs) is proposed and studied. The main challenge in industry automation systems is the ultra-low network laten... In this paper, a novel Medium Access Control (MAC) protocol for industrial Wireless Local Area Networks (WLANs) is proposed and studied. The main challenge in industry automation systems is the ultra-low network latency with a target upper bound in the order of 1 ms while maintaining high network reliability and availability. The novelty of the proposed wireless MAC protocol resides in its similar latency performance as its counterpart in wired industrial LAN. First, the functional design of the MAC protocol is introduced. Then its performance results gained from hardware implementation (SystemC and VHDL) on an FPGA platform are presented. Finally, a real-time communication module which achieves the ultra-low latency required in industrial automation is described. 展开更多
关键词 MAC WLAN LATENCY Reliability real-time Communications Industry Automation hardware implementation SYSTEMC VHDL
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High-performance hardware architecture of elliptic curve cryptography processor over GF(2^(163))
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作者 Yong-ping DAN Xue-cheng ZOU +2 位作者 Zheng-lin LIU Yu HAN Li-hua YI 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2009年第2期301-310,共10页
We propose a novel high-performance hardware architecture of processor for elliptic curve scalar multiplication based on the Lopez-Dahab algorithm over GF(2^163) in polynomial basis representation. The processor can... We propose a novel high-performance hardware architecture of processor for elliptic curve scalar multiplication based on the Lopez-Dahab algorithm over GF(2^163) in polynomial basis representation. The processor can do all the operations using an efficient modular arithmetic logic unit, which includes an addition unit, a square and a carefully designed multiplication unit. In the proposed architecture, multiplication, addition, and square can be performed in parallel by the decomposition of computation. The point addition and point doubling iteration operations can be performed in six multiplications by optimization and solution of data dependency. The implementation results based on Xilinx VirtexⅡ XC2V6000 FPGA show that the proposed design can do random elliptic curve scalar multiplication GF(2^163) in 34.11 μs, occupying 2821 registers and 13 376 LUTs. 展开更多
关键词 Elliptic curve cryptography (ECC) Scalar multiplication hardware implementation
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Two Methods of AES Implementation Based on CPLD/FPGA
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作者 刘常澍 彭艮鹏 王晓卓 《Transactions of Tianjin University》 EI CAS 2004年第4期285-290,共6页
This paper describes two single-chip——complex programmable logic devices/field programmable gate arrays(CPLD/FPGA)——implementations of the new advanced encryption standard (AES) algorithm based on the basic iterat... This paper describes two single-chip——complex programmable logic devices/field programmable gate arrays(CPLD/FPGA)——implementations of the new advanced encryption standard (AES) algorithm based on the basic iteration architecture (design [A]) and the hybrid pipelining architecture (design [B]). Design [A] is an encryption-and-decryption implementation based on the basic iteration architecture. This design not only supports 128-bit, 192-bit, 256-bit keys, but saves hardware resources because of the iteration architecture and sharing technology. Design [B] is a method of the 2×2 hybrid pipelining architecture. Based on the AES interleaved mode of operation, the design successfully accomplishes the algorithm, which operates in the feedback mode (cipher block chaining). It not only guarantees security of encryption/decryption, but obtains high data throughput of 1.05 Gb/s. The two designs have been realized on Aitera′s EP20k300EBC652-1 devices. 展开更多
关键词 advanced encryption standard (AES) ENCRYPTION DECRYPTION feedback mode hybrid pipelining hardware implementation
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一种用于FMCW雷达系统全维度数据的压缩方法及其硬件实现
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作者 尹志新 刘颖 +2 位作者 邢贝贝 黄磊磊 张润曦 《华东师范大学学报(自然科学版)》 北大核心 2026年第2期164-175,共12页
提出了一种应用于调频连续波(FMCW)雷达处理系统的全维度数据压缩方法及其硬件实现方案.随着FMCW雷达在测量精度与分辨能力方面的需求不断提升,系统所产生的数据量急剧增长,对数据传输带宽与存储资源造成了显著压力.为应对这一挑战,本... 提出了一种应用于调频连续波(FMCW)雷达处理系统的全维度数据压缩方法及其硬件实现方案.随着FMCW雷达在测量精度与分辨能力方面的需求不断提升,系统所产生的数据量急剧增长,对数据传输带宽与存储资源造成了显著压力.为应对这一挑战,本文设计了一种基于k阶指数哥伦布编码(EGE)的雷达数据压缩算法.该算法首先利用指数哥伦布编码对原始数据进行预压缩,以降低数据的统计冗余;随后采用自适应有效位截断策略,对预压缩后的数据进一步处理,实现位宽对齐与压缩优化.该方法适用于FMCW雷达系统中的全维度数据格式,具备良好的适应性与较高的压缩效率,能够满足实时数据处理的要求,并且结构简单、易于硬件实现.实验结果表明,所提出的压缩算法可实现存储消耗降低50%以上,在基本保持数据质量的前提下,显著提升了系统的数据处理效率与传输能力,具有良好的工程应用前景. 展开更多
关键词 调频连续波(FMCW)雷达 指数哥伦布编码 数据压缩 硬件实现
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可控多双涡卷忆阻Hopfield神经网络建模及其动力学分析
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作者 刘嵩 李子涵 +2 位作者 邱达 罗敏 赖强 《电子与信息学报》 北大核心 2026年第1期417-428,共12页
忆阻Hopfield神经网络是一种类脑神经网络,能够产生丰富的动力学行为。该文提出一种新型包含反正切函数序列的忆阻器,将忆阻器耦合至神经网络中,可构建出一类包含电磁辐射与忆阻突触权重的忆阻全连接Hopfield神经网络。理论分析和数值... 忆阻Hopfield神经网络是一种类脑神经网络,能够产生丰富的动力学行为。该文提出一种新型包含反正切函数序列的忆阻器,将忆阻器耦合至神经网络中,可构建出一类包含电磁辐射与忆阻突触权重的忆阻全连接Hopfield神经网络。理论分析和数值仿真结果均表明,该模型可在相空间内生成单向、双向和3向多双涡旋混沌吸引子。进一步研究还发现,通过改变初始条件,发现该模型存在多个具有初始偏移增强特征的多双涡卷混沌吸引子,它们形状相同但位置不同,并且吸引子的数量以及双涡卷的个数均可控。此外改变忆阻突触耦合强度,结合分岔图和Lyapunov指数谱,发现该系统还存在丰富的共存对称吸引子,包括对称的周期吸引子与单涡卷混沌吸引子。最后基于FPGA平台完成了该系统的硬件实现,验证了该系统的物理存在性与可行性。 展开更多
关键词 忆阻Hopfield神经网络 多双涡卷混沌吸引子 初始偏移增强 FPGA硬件实现
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Dual-function electro-optical modulation for fully hardware-implemented photonic restricted Boltzmann machine
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作者 Chengwang YANG Chengyan ZHONG +3 位作者 Yapeng ZHANG Wenbin SHEN Lingfei LI Yu LIU 《Science China(Technological Sciences)》 2025年第12期306-314,共9页
Traditional optical neural networks necessitate separate components for linear operations and nonlinear activations,increasing system complexity and energy consumption.Here,we demonstrate a dual-function electro-optic... Traditional optical neural networks necessitate separate components for linear operations and nonlinear activations,increasing system complexity and energy consumption.Here,we demonstrate a dual-function electro-optical modulator based on graphene-coated silicon waveguides that simultaneously performs both weight mapping and nonlinear activation functions within a single device.By exploiting the voltage-dependent optical transmission characteristics of graphene,our modulator achieves a transmission range from 0.14 to 1.0 with a voltage-response curve that closely approximates a sigmoid function(fitting error<±6%).Assessment analysis on standard machine learning datasets reveals reconstruction accuracies of approximately 86.7%after 60 training iterations,with accuracy remaining above 80%under significant noise perturbations.This approach substantially reduces hardware complexity and energy overhead,representing a significant advancement toward practical integrated photonic neural computing systems. 展开更多
关键词 optical neural network GRAPHENE electro-optical modulation fully hardware implementation restricted Boltzmann machine
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Flatness predictive model based on T-S cloud reasoning network implemented by DSP 被引量:4
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作者 ZHANG Xiu-ling GAO Wu-yang +1 位作者 LAI Yong-jin CHENG Yan-tao 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第10期2222-2230,共9页
The accuracy of present flatness predictive method is limited and it just belongs to software simulation. In order to improve it, a novel flatness predictive model via T-S cloud reasoning network implemented by digita... The accuracy of present flatness predictive method is limited and it just belongs to software simulation. In order to improve it, a novel flatness predictive model via T-S cloud reasoning network implemented by digital signal processor(DSP) is proposed. First, the combination of genetic algorithm(GA) and simulated annealing algorithm(SAA) is put forward, called GA-SA algorithm, which can make full use of the global search ability of GA and local search ability of SA. Later, based on T-S cloud reasoning neural network, flatness predictive model is designed in DSP. And it is applied to 900 HC reversible cold rolling mill. Experimental results demonstrate that the flatness predictive model via T-S cloud reasoning network can run on the hardware DSP TMS320 F2812 with high accuracy and robustness by using GA-SA algorithm to optimize the model parameter. 展开更多
关键词 T-S CLOUD reasoning neural NETWORK CLOUD MODEL FLATNESS predictive MODEL hardware implementation digital signal PROCESSOR genetic ALGORITHM and simulated annealing ALGORITHM (GA-SA)
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Real-time pre-processing system with hardware accelerator for mobile core networks 被引量:1
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作者 Mian CHENG Jin-shu SU Jing XU 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第11期1720-1731,共12页
With the rapidly increasing number of mobile devices being used as essential terminals or platforms for communication, security threats now target the whole telecommunication infrastructure and become increasingly ser... With the rapidly increasing number of mobile devices being used as essential terminals or platforms for communication, security threats now target the whole telecommunication infrastructure and become increasingly serious. Network probing tools, which are deployed as a bypass device at a mobile core network gateway, can collect and analyze all the traffic for security detection. However, due to the ever-increasing link speed, it is of vital importance to offioad the processing pressure of the detection system. In this paper, we design and evaluate a real-time pre-processing system, which includes a hardware accelerator and a multi-core processor. The implemented prototype can quickly restore each encapsulated packet and effectively distribute traffic to multiple back-end detection systems. We demonstrate the prototype in a well-deployed network environment with large volumes of real data. Experimental results show that our system can achieve at least 18 Gb/s with no packet loss with all kinds of communication protocols. 展开更多
关键词 Mobile network real-time processing hardware acceleration
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