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A New Design Method for Variable Digital Filter Based on Field Programmable Gate Array(FPGA) 被引量:2
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作者 胡文静 仇润鹤 李外云 《Journal of Donghua University(English Edition)》 EI CAS 2012年第2期193-196,共4页
In order to obtain variable characteristics,the digital filter's type,number of taps and coefficients should be changed constantly such that the desired frequency-domain characteristics can be obtained.This paper ... In order to obtain variable characteristics,the digital filter's type,number of taps and coefficients should be changed constantly such that the desired frequency-domain characteristics can be obtained.This paper proposes a method for self-programmable variable digital filter(VDF) design based on field programmable gate array(FPGA).We implement a digital filter system by using custom embedded micro-processor,programmable finite impulse response(P-FIR) macro module,coefficient-loader,clock manager and analog/digital(A/D) or digital/analog(D/A) controller and other modules.The self-programmable VDF can provide the best solution for realization of digital filter algorithms,which are the low-pass,high-pass,band-pass and band-stop filter algorithms with variable frequency domain characteristics.The design examples with minimum 1 to maximum 32 taps FIR filter,based on Modelsim post-routed simulation and onboard running on XUPV5-LX110T,are provided to demonstrate the effectiveness of the proposed method. 展开更多
关键词 variable digital filter(VDF) field programmable gate array(fpga) embedded micro-processor(EMP)
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一款基于新型Field Programmable Gate Array芯片的投影仪梯形校正系统研究与实现 被引量:5
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作者 曹凤莲 沈庆宏 +1 位作者 盛任农 高敦堂 《南京大学学报(自然科学版)》 CAS CSCD 北大核心 2006年第4期362-367,共6页
投影设备配备的梯形校正普遍存在校正范围小,画面的一些线条和字符边缘会出现毛刺和不平滑现象,矫正效果不理想.如果采用通用的图像处理芯片和复杂的算法,可以解决上述问题,但又会导致成本急剧上升.为了解决上述矛盾,提出一种基于FPGA(F... 投影设备配备的梯形校正普遍存在校正范围小,画面的一些线条和字符边缘会出现毛刺和不平滑现象,矫正效果不理想.如果采用通用的图像处理芯片和复杂的算法,可以解决上述问题,但又会导致成本急剧上升.为了解决上述矛盾,提出一种基于FPGA(Field Programmable Gate Array)芯片的新型梯形校正实现方案,解决了校正范围与锯齿失真的矛盾问题,并为进一步成为芯片级产品铺平了道路.图像处理采用kaiser窗函数和sinc函数相结合的方法进行插值,这样的滤波器改善了旁瓣抑制,具有较好的通带性能.介绍了梯形失真的产生和校正原理,提出了利用FPGA芯片XC3S400作为核心图像处理单元的梯形校正系统的硬件和软件实现,说明了该芯片结构、功能及特性,最后提供了校正的效果图. 展开更多
关键词 图像处理 梯形校正 field programmable gate array 锯齿失真
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Synthesis of Nonlinear Control of Switching Topologies of Buck-Boost Converter Using Fuzzy Logic on Field Programmable Gate Array (FPGA) 被引量:1
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作者 Johnson A. Asumadu Vaidhyanathan Jagannathan Arkhom Chachavalnanont 《Journal of Intelligent Learning Systems and Applications》 2010年第1期36-42,共7页
An intelligent fuzzy logic inference pipeline for the control of a dc-dc buck-boost converter was designed and built using a semi-custom VLSI chip. The fuzzy linguistics describing the switching topologies of the conv... An intelligent fuzzy logic inference pipeline for the control of a dc-dc buck-boost converter was designed and built using a semi-custom VLSI chip. The fuzzy linguistics describing the switching topologies of the converter was mapped into a look-up table that was synthesized into a set of Boolean equations. A VLSI chip–a field programmable gate array (FPGA) was used to implement the Boolean equations. Features include the size of RAM chip independent of number of rules in the knowledge base, on-chip fuzzification and defuzzification, faster response with speeds over giga fuzzy logic inferences per sec (FLIPS), and an inexpensive VLSI chip. The key application areas are: 1) on-chip integrated controllers;and 2) on-chip co-integration for entire system of sensors, circuits, controllers, and detectors for building complete instrument systems. 展开更多
关键词 Multi-Fuzzy Logic Controller (MFLC) field programmable gate array (fpga) BUCK-BOOST Converter BOOLEAN Look-Up TABLE CO-INTEGRATION
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A novel fuzzy logic direct torque controller for a permanent magnet synchronous motor with a field programmable gate array 被引量:1
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作者 陈永军 《Journal of Chongqing University》 CAS 2008年第3期228-233,共6页
A high-performance digital servo system built on the platform of a field programmable gate array (FPGA),a fully digitized hardware design scheme of a direct torque control (DTC) and a low speed permanent magnet synchr... A high-performance digital servo system built on the platform of a field programmable gate array (FPGA),a fully digitized hardware design scheme of a direct torque control (DTC) and a low speed permanent magnet synchronous motor (PMSM) is proposed. The DTC strategy of PMSM is described with Verilog hardware description language and is employed on-chip FPGA in accordance with the electronic design automation design methodology. Due to large torque ripples in low speed PMSM,the hysteresis controller in a conventional PMSM DTC was replaced by a fuzzy controller. This FPGA scheme integrates the direct torque controller strategy,the time speed measurement algorithm,the fuzzy regulating technique and the space vector pulse width modulation principle. Experimental results indicate the fuzzy controller can provide a controllable speed at 20 r min-1 and torque at 330 N m with satisfactory dynamic and static performance. Furthermore,the results show that this new control strategy decreases the torque ripple drastically and enhances control performance. 展开更多
关键词 fuzzy control direct torque control field programmable gate array permanent magnet synchronous motor
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Fault Prediction and Diagnosis of Warship Equipment Field Programmable Gate Array Software
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作者 LIU Bojiang YAN Ran +2 位作者 CHAI Haiyan HAN Xinyu TANG Longli 《Journal of Donghua University(English Edition)》 EI CAS 2018年第5期426-429,共4页
In order to solve the current high failure rate of warship equipment field programmable gate array( FPGA) software,fault detection is not timely enough and FPGA detection equipment is expensive and so on. After in-dep... In order to solve the current high failure rate of warship equipment field programmable gate array( FPGA) software,fault detection is not timely enough and FPGA detection equipment is expensive and so on. After in-depth research,this paper proposes a warship equipment FPGA software based on Xilinx integrated development environment( ISE) and ModelSim software.Functional simulation and timing simulation to verify the correctness of the logic design of the FPGA,this method is very convenient to view the signal waveform inside the FPGA program to help FPGA test engineers to achieve FPGA fault prediction and diagnosis. This test method has important engineering significance for the upgrading of warship equipment. 展开更多
关键词 field programmable gate array(fpga) FAULT prediction DIAGNOSIS
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Implimentations of SIMD machine using programmable gate array
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作者 胡铭曾 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第3期10-13,共4页
Field Programmable Gate Array(FPGA) and Single Instruction Multiple Data(SIMD) processing array share many architecture features. In both architectures, an array is employed to provide high speed computation. In this ... Field Programmable Gate Array(FPGA) and Single Instruction Multiple Data(SIMD) processing array share many architecture features. In both architectures, an array is employed to provide high speed computation. In this paper we show that the implementation of a Single Instruction Multiple Data (SIMD) machine the ABC 90 using the Field Programmable Gate Array (FPGA) is not completely suitable because of its characteristics. The comparison between the programmable gate arrays show that, they have many architectures features in common. Within this framework, we examine the differences and similarities between these array structures and touch upon techniques and lessons which can be done between these architectures in order to choose the appropriate Programmable gate array to implement a general purpose parallel computer. In this paper we introduce the principal of the Dynamically Programmable Date Array(DPGA) which combines the best feature of the FPGA and the SIMD arrays into a single array architecture. By the same way we show that the DPGA is more appropriate then the FPGA for wiring, hardwiring the general purpose parallel computers: SIMD and its implementation. 展开更多
关键词 field programmable gate array Single INSTRUCTION Multiple DATA Dynamically programmable DATA array
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MIXED-GRAINED CMOS FIELD PROGRAMMABLE ANALOG ARRAY FOR SMART SENSORY APPLICATIONS
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作者 Cheng Xiaoyan Yang Haigang +3 位作者 Yin Tao Wu Qisong Zhi Tian Liu Fei 《Journal of Electronics(China)》 2014年第2期129-142,共14页
The drive towards shorter design cycles for analog integrated circuits has given impetus to the development of Field Programmable Analog Arrays(FPAAs),which are the analogue counterparts of Field Programmable Gate Arr... The drive towards shorter design cycles for analog integrated circuits has given impetus to the development of Field Programmable Analog Arrays(FPAAs),which are the analogue counterparts of Field Programmable Gate Arrays(FPGAs).In this paper,we present a new design methodology which using FPAA as a powerful analog front-end processing platform in the smart sensory microsystem.The proposed FPAA contains 16 homogeneous mixed-grained Configurable Analog Blocks(CABs) which house a variety of processing elements especially the proposed fine-grained Core Configurable Amplifiers(CCAs).The high flexible CABs allow the FPAA operating in both continuous-time and discrete-time approaches suitable to support variety of sensors.To reduce the nonideal parasitic effects and save area,the fat-tree interconnection network is adopted in this FPAA.The functionality of this FPAA is demonstrated through embedding of voltage and capacitive sensor signal readout circuits and a configurable band pass filter.The minimal detectable voltage and capacitor achieves 38 uV and 8.3 aF respectively within 100 Hz sensor bandwidth.The power consumption comparison of CCA in three applications shows that the FPAA has high power efficiency.And the simulation results also show that the FPAA has good tolerance with wide PVT variations. 展开更多
关键词 field programmable gate array(fpga) field programmable Analog array(FPAA) Sensor Mixed-grained Configurable Analog Block(CAB) Correlated Double Sampling(CDS)
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Implementation of Synchronization Technology in Orthogonal Frequency Division Multiplex System Based on Field Programming Gate Array
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作者 YI Qing-ming XIE Sheng-li 《Semiconductor Photonics and Technology》 CAS 2008年第1期32-36,共5页
In this paper,analyzed is the symbol synchronization algorithm in orthogonal frequency division multiplex(OFDM)system,and accomplished are the hardware circuit design of coarse and elaborate synchronization algorithms... In this paper,analyzed is the symbol synchronization algorithm in orthogonal frequency division multiplex(OFDM)system,and accomplished are the hardware circuit design of coarse and elaborate synchronization algorithms.Based on the analysis of coarse and elaborate synchronization algorithms,multiplexed are,the module accumulator,division and output judgement,which can evidently save the hardware resource cost.The analysis of circuit sequence and wave form simulation of the design scheme shows that the proposed method efficiently reduce system resources and power consumption. 展开更多
关键词 orthogonal frequency division multiplex timing synchronization field programmable gate array
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FPGA-Based Efficient Programmable Polyphase FIR Filter 被引量:3
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作者 陈禾 熊承欢 +1 位作者 仲顺安 王华 《Journal of Beijing Institute of Technology》 EI CAS 2005年第1期4-8,共5页
The modelling, design and implementation of a high-speed programmable polyphase finite impulse response (FIR) filter with field programmable gate array (FPGA) technology are described. This FIR filter can run automati... The modelling, design and implementation of a high-speed programmable polyphase finite impulse response (FIR) filter with field programmable gate array (FPGA) technology are described. This FIR filter can run automatically according to the programmable configuration word including symmetry/asymmetry, odd/even taps, from 32 taps up to 256 taps. The filter with 12 bit signal and 12 bit coefficient word-length has been realized on a Xilinx VirtexⅡ-v1500 device and operates at the maximum sampling frequency of (160 MHz.) 展开更多
关键词 finite impulse response (FIR) filter POLYPHASE field programmable gate array (fpga)
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An alternative approach of the programmable arrays and applications
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作者 胡铭曾 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2000年第3期5-9,共5页
There is an increasing interest of using the Programmable arrays for performing different hardware. In this paper we give an alternative approach and the applications of the Programmable Gate Arrays. We show the field... There is an increasing interest of using the Programmable arrays for performing different hardware. In this paper we give an alternative approach and the applications of the Programmable Gate Arrays. We show the field and the domain where they are more adequate and wihch kind of Programmable array is more efficient to apply. The DPGA and the FPGA are both Programmable Gate Array. They have more possibilities then the conventional devices such as 64 bits microprocessor, however a microprocessor coupled with a programmable array has more opportunity and their implementation is increasing. It is impossible to enumerate all possible uses of Programmable Gate Array. However we use the parameters Latency and throughput. Finite State Machine(FSM), control of data path, processor coupled with a programmable array to build up an alternative approach of the devices and their applications. 展开更多
关键词 LATENCY throughtput fpga DPGA programmable gate array FSM
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基于FPGA的电能表通信可靠性测试系统
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作者 徐长煌 《通信电源技术》 2025年第1期77-79,共3页
在电网运行过程中,确保电能表数据通信的高度可靠性,对保障电表计量的精准性和电网的稳定运行至关重要。文章设计并实现了基于现场可编程门阵列(Field Programmable Gate Array,FPGA)的电能表通信可靠性测试系统,通过模拟仿真内部集成电... 在电网运行过程中,确保电能表数据通信的高度可靠性,对保障电表计量的精准性和电网的稳定运行至关重要。文章设计并实现了基于现场可编程门阵列(Field Programmable Gate Array,FPGA)的电能表通信可靠性测试系统,通过模拟仿真内部集成电路(Inter-Integrated Circuit,I2C)接口,代替真实的I2C接口模块与电能表微控制单元(Micro Controller Unit,MCU)相连。上位机生成并发送测试指令,FPGA芯片承担指令传递的任务,并把电能表MCU返回的数据传送回上位机进行分析处理。该方法解决了电能表通信可靠性测试领域中I2C接口在故障注入、通信帧监听以及多设备连接测试方面灵活性不足等问题。 展开更多
关键词 内部集成电路(I2C)接口 电能表 现场可编程门阵列(fpga)
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Design of IP core for IIC bus controller based on FPGA 被引量:1
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作者 黄晓敏 张志杰 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第1期13-18,共6页
The intellectual property (IP) core for inter-integrated circuit (IIC) bus controller is designed using finite state machine (FSM) based on field programmable gate array (FPGA). Not only the data from AT 24C02... The intellectual property (IP) core for inter-integrated circuit (IIC) bus controller is designed using finite state machine (FSM) based on field programmable gate array (FPGA). Not only the data from AT 24C02C can be read automatically after power on, but also the data from upper computer can be written into AT24C02C immediately under the control of the IIC bus controller. When it is applied to blast wave overpressure test system, the IIC bus controller can read and store working parameters automatically. In a laboratory environment, the IP core simulation is carried out and the result is accurate. In the explosion field test, by analyzing the obtained valid data, it can be concluded that the designed IP core has good reliability. 展开更多
关键词 field programmable gate array (fpga IIC bus intellectual property(IP) core test system
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Design of IRIG-B(AC) encoder based on FPGA 被引量:3
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作者 周彩亲 李世中 梁国强 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第3期291-295,共5页
InterRange Instrumentation Group(IRIG-B(AC))code is usually used in the shooting range test for time information transmission and systems time synchronization.According to IRIG-B(AC)code format and modulation pr... InterRange Instrumentation Group(IRIG-B(AC))code is usually used in the shooting range test for time information transmission and systems time synchronization.According to IRIG-B(AC)code format and modulation principle,this paper presents IRIG-B(AC)coding circuit design scheme based on field programmable gate array(FPGA).The B(AC)code signal is generated by AD7245,a digital-to-analog(D/A)converter.After amplified,the signal can be used directly for system time synchronization,and the amplitude of the signal can be adjusted according to different requirements.The IRIG-B(AC)encoder designed has been verified by test.The test results show that it can output accurate time information and has higher practicality. 展开更多
关键词 IRIG-B(AC)code field programmable gate array(fpga amplitude modulation time synchronization
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基于FPGA的新能源低压直流配电系统暂态实时仿真研究
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作者 王守相 张春雨 赵倩宇 《电工技术学报》 EI CSCD 北大核心 2024年第17期5365-5378,5393,共15页
对新能源低压直流配电系统开展暂态实时仿真研究对优化其运行控制具有重要作用。由于现场可编程门阵列(FPGA)内部集成了大量具有不同功能的电路,FPGA正成为电力系统暂态实时仿真领域主要的计算载体之一。该文面向新能源低压直流配电系... 对新能源低压直流配电系统开展暂态实时仿真研究对优化其运行控制具有重要作用。由于现场可编程门阵列(FPGA)内部集成了大量具有不同功能的电路,FPGA正成为电力系统暂态实时仿真领域主要的计算载体之一。该文面向新能源低压直流配电系统的暂态实时仿真需求,开发了一种基于FPGA的包含小型分布式风力发电、光伏发电以及蓄电池储能单元的新能源低压直流配电系统暂态实时仿真器。首先,研究构建了分布式发电单元和典型控制回路的计算模块,利用FPGA的并行计算特性并结合“算法-结构-有效匹配(AAA)”理念建立了底层模块串并联混合求解结构;然后,在节点分析法的框架下,建立了一种结合矩阵LDU分解和有向无环图(DAG)的电气系统节点电导矩阵并行求解方法;最后,在建立电气系统与控制系统并行求解架构的基础上,开发了一种基于FPGA的新能源低压直流配电系统暂态实时仿真器,通过将其仿真结果与PSCAD/EMTDC离线仿真平台的计算结果进行对比,验证了所开发暂态实时仿真器的有效性和准确性。 展开更多
关键词 现场可编程门阵列(fpga) 实时仿真 分布式发电 低压直流配电系统 并行计算
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基于FPGA的PMLSM三矢量模型预测电流控制IP核设计及硬件在环验证
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作者 谭会生 卿翔 肖鑫凯 《半导体技术》 CAS 北大核心 2024年第11期988-997,共10页
为了提升永磁直线同步电机(PMLSM)电流控制的稳态性能和执行速度,同时降低资源消耗,基于现场可编程门阵列(FPGA)设计了一个三矢量模型预测电流控制(TV-MPCC)知识产权(IP)核,并利用FPGA在环可视化验证方法,建立了一个PMLSM的TV-MPCC IP... 为了提升永磁直线同步电机(PMLSM)电流控制的稳态性能和执行速度,同时降低资源消耗,基于现场可编程门阵列(FPGA)设计了一个三矢量模型预测电流控制(TV-MPCC)知识产权(IP)核,并利用FPGA在环可视化验证方法,建立了一个PMLSM的TV-MPCC IP核验证系统。通过Simulink对TV-MPCC策略进行算法级仿真,并优化了基本电压矢量的作用顺序;采用并行与资源共享硬件优化技术设计并封装了一个TV-MPCC IP核,并对其进行了功能仿真;将设计部署在FPGA芯片XC7Z020CLG400-2上,利用FPGA在环可视化验证平台进行实验研究。结果表明,TV-MPCC策略下d、q轴电流跟踪误差和电流脉动均降低90%以上;FPGA工作在100 MHz下,实现一次算法的时间为0.62μs,仅为软件PyCharm执行时间的0.414%。 展开更多
关键词 永磁直线同步电机(PMLSM) 三矢量模型预测电流控制(TV-MPCC) 现场可编程门阵列(fpga) 电流跟踪误差 电流脉动
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基于FPGA的小信号高精度采集系统设计 被引量:1
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作者 李小龙 江虹 +2 位作者 罗颖 陈逸飞 杨永健 《传感器与微系统》 CSCD 北大核心 2024年第5期79-82,共4页
针对激光打靶实验中对靶心温度和光照强度的高精度采集需求,以现场可编程门阵列(FPGA)为核心,实现了一种多路高精度采集系统。系统通过对信号源输出的模拟K型热电偶的信号进行采集,将采集的信号作为样本,估计出每个通道的增益误差和偏移... 针对激光打靶实验中对靶心温度和光照强度的高精度采集需求,以现场可编程门阵列(FPGA)为核心,实现了一种多路高精度采集系统。系统通过对信号源输出的模拟K型热电偶的信号进行采集,将采集的信号作为样本,估计出每个通道的增益误差和偏移量,借助最小二乘法得到每个通道修正误差所需要的系数,最后再通过配置AD7768实现对误差的修正。实验结果表明:在修正前增益误差为0.207 8%,修正之后增益误差为0.002 7%,采用修正方法后,实现采集误差在10μV以内,有效地提高了系统对微小信号的采集精度。 展开更多
关键词 现场可编程门阵列 高精度采集 AD7768 数据修正
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Design of a Radar Signal Simulator Based on Virtex-Ⅱ Series FPGA 被引量:1
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作者 郑哲 李加琪 吴嗣亮 《Journal of Beijing Institute of Technology》 EI CAS 2006年第1期106-110,共5页
A simulation method to simulate the pseudorandom code P. M PP radar' s echo signal is proposed that makes use of the pre-generated Doppler simulation data, according to the relative movement parameter of the radar an... A simulation method to simulate the pseudorandom code P. M PP radar' s echo signal is proposed that makes use of the pre-generated Doppler simulation data, according to the relative movement parameter of the radar and the target. It resolves the problem of the high precision distance simulation and the high speed digital shift phase. At the same time, the radar dynamic digital video frequency target signal simulator is designed. Simulation results of the critical unit and the output waveform are given. The result of the test satisfies the system's request. 展开更多
关键词 radar signal simulator field programmable gate arrays(fpga synchronous DRAM(SDRAM) controller simulation
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基于FPGA的两阶段配电网拓扑实时辨识算法 被引量:1
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作者 王冠淇 裴玮 +2 位作者 李洪涛 郝良 马丽 《电力系统自动化》 EI CSCD 北大核心 2024年第12期100-108,共9页
对配电网拓扑进行准确的实时辨识是电力系统安全稳定运行的基础,但随着新能源的接入以及配电网规模不断增大,配电网拓扑结构的动态变化愈加频繁且难以辨识。然而,现有配电网拓扑辨识算法所使用的历史数据需要人工对其进行拓扑标注,且拓... 对配电网拓扑进行准确的实时辨识是电力系统安全稳定运行的基础,但随着新能源的接入以及配电网规模不断增大,配电网拓扑结构的动态变化愈加频繁且难以辨识。然而,现有配电网拓扑辨识算法所使用的历史数据需要人工对其进行拓扑标注,且拓扑辨识时间长,难以实现配电网拓扑实时辨识。因此,文中提出了一种基于现场可编程逻辑门阵列(FPAG)的两阶段配电网拓扑结构实时辨识算法。该算法不需要预先给出配电网拓扑类别的数量,即可对已有历史数据进行相应的拓扑标注及分类,并且基于FPGA实现了对配电网拓扑的实时辨别。该算法分为2个阶段:第1阶段采用变分贝叶斯高斯混合模型,对已有历史数据进行相应的拓扑标注及分类;第2阶段采用麻雀搜索算法,使得支持向量机快速收敛得到最优参数,以实现对配电网拓扑结构的精准辨识。基于该算法,利用FPGA并行架构以及高速高密度特性建立了实时拓扑结构辨识平台。最后,通过算例分析验证了所提辨识方法的有效性和优越性。 展开更多
关键词 配电网 拓扑辨识 现场可编程逻辑门阵列(fpga) 变分贝叶斯高斯混合模型 麻雀搜索算法 支持向量机
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ARCHITECTURE MODEL AND RESOURCE GRAPH BUILDING ALGORITHM FOR DETAILED FPGA ARCHITECTURE DESIGN 被引量:1
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作者 Li Zhihua Yang Haigang +2 位作者 Yang Liqun Li Wei Huang Juan 《Journal of Electronics(China)》 2014年第6期505-512,共8页
This paper addresses the issue of designing the detailed architectures of Field-Programmable Gate Arrays(FPGAs), which has a great impact on the overall performances of an FPGA in practice. Firstly, a novel FPGA archi... This paper addresses the issue of designing the detailed architectures of Field-Programmable Gate Arrays(FPGAs), which has a great impact on the overall performances of an FPGA in practice. Firstly, a novel FPGA architecture description model is proposed based on an easy-to-use file format known as YAML. This format permits the description of any detailed architecture of hard blocks and channels. Then a general algorithm of building FPGA resource graph is presented. The proposed model is scalable and capable of dealing with detailed architecture design and can be used in FPGA architecture evaluation system which is developed to enable detailed architecture design. Experimental results show that a maximum of 16.36% reduction in total wirelength and a maximum of 9.34% reduction in router effort can be obtained by making very little changes to detailed architectures, which verifies the necessity and effectiveness of the proposed model. 展开更多
关键词 field-programmable gate arrays(fpgas) architecture model Detailed architecture design Architecture evaluation system
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基于FPGA的卷积神经网络和视觉Transformer通用加速器
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作者 李天阳 张帆 +2 位作者 王松 曹伟 陈立 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第6期2663-2672,共10页
针对计算机视觉领域中基于现场可编程逻辑门阵列(FPGA)的传统卷积神经网(CNN)络加速器不适配视觉Transformer网络的问题,该文提出一种面向卷积神经网络和Transformer的通用FPGA加速器。首先,根据卷积和注意力机制的计算特征,提出一种面... 针对计算机视觉领域中基于现场可编程逻辑门阵列(FPGA)的传统卷积神经网(CNN)络加速器不适配视觉Transformer网络的问题,该文提出一种面向卷积神经网络和Transformer的通用FPGA加速器。首先,根据卷积和注意力机制的计算特征,提出一种面向FPGA的通用计算映射方法;其次,提出一种非线性与归一化加速单元,为计算机视觉神经网络模型中的多种非线性和归一化操作提供加速支持;然后,在Xilinx XCVU37P FPGA上实现了加速器设计。实验结果表明,所提出的非线性与归一化加速单元在提高吞吐量的同时仅造成很小的精度损失,ResNet-50和ViT-B/16在所提FPGA加速器上的性能分别达到了589.94 GOPS和564.76 GOPS。与GPU实现相比,能效比分别提高了5.19倍和7.17倍;与其他基于FPGA的大规模加速器设计相比,能效比有明显提高,同时计算效率较对比FPGA加速器提高了8.02%~177.53%。 展开更多
关键词 计算机视觉 卷积神经网络 TRANSFORMER fpga 硬件加速器
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