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WinoNet:Reconfigurable look-up table-based Winograd accelerator for arbitrary precision convolutional neural network inference
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作者 Wang Chengcheng Li He +3 位作者 Cao Yanpeng Song Changjun Yu Feng Tang Yongming 《Journal of Southeast University(English Edition)》 EI CAS 2022年第4期332-339,共8页
To solve the hardware deployment problem caused by the vast demanding computational complexity of convolutional layers and limited hardware resources for the hardware network inference,a look-up table(LUT)-based convo... To solve the hardware deployment problem caused by the vast demanding computational complexity of convolutional layers and limited hardware resources for the hardware network inference,a look-up table(LUT)-based convolution architecture built on a field-programmable gate array using integer multipliers and addition trees is used.With the help of the Winograd algorithm,the optimization of convolution and multiplication is realized to reduce the computational complexity.The LUT-based operator is further optimized to construct a processing unit(PE).Simultaneously optimized storage streams improve memory access efficiency and solve bandwidth constraints.The data toggle rate is reduced to optimize power consumption.The experimental results show that the use of the Winograd algorithm to build basic processing units can significantly reduce the number of multipliers and achieve hardware deployment acceleration,while the time-division multiplexing of processing units improves resource utilization.Under this experimental condition,compared with the traditional convolution method,the architecture optimizes computing resources by 2.25 times and improves the peak throughput by 19.3 times.The LUT-based Winograd accelerator can effectively solve the deployment problem caused by limited hardware resources. 展开更多
关键词 quantized neural networks look-up table(LUT)-based multiplier Winograd algorithm arbitrary precision
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格子气自动机Look-Up表的简并度
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作者 闫广武 吴凤兰 《吉林大学学报(理学版)》 CAS CSCD 北大核心 2002年第2期135-137,共3页
给出格子气自动机中具有三条守恒律的
关键词 格子气自动机 look-up 简并表 非平凡状态解 元胞自动机 状态码 流体力学
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A general purpose exact Rayleigh scattering look-up table for ocean color remote sensing 被引量:5
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作者 HE Xianqiang PAN Delu +1 位作者 BAI Yan GONG Fang 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2006年第1期48-56,共9页
The current exact Rayleigh scattering calculation of ocean color remote sensing uses the look-up table (LUT), which is usually created for a special remote sensor and cannot be applied to other sensors. For practica... The current exact Rayleigh scattering calculation of ocean color remote sensing uses the look-up table (LUT), which is usually created for a special remote sensor and cannot be applied to other sensors. For practical application, a general purpose Rayleigh scattering LUT which can be applied to all ocean color remote sensors is generated. An adding-doubling method to solve the vector radiative transfer equation in the plane-parallel atmosphere is deduced in detail. Compared with the exact Rayleigh scattering radiance derived from the MODIS exact Rayleigh scattering LUT, it is proved that the relative error of Rayleigh scattering calculation with the adding-doubling method is less than 0.25%, which meets the required accuracy of the atmospheric correction of ocean color remote sensing. Therefore, the adding-doubling method can be used to generate the exact Rayleigh scattering LUT for the ocean color remote sensors. Finally, the general purpose exact Rayleigh scattering LUT is generated using the adding-doubling method. On the basis of the general purpose LUT, the calculated Rayleigh scattering radiance is tested by comparing with the LUTs ofMODIS, SeaWiFS and the other ocean color sensors, showing that the relative errors are all less than 0.5%, and this general purpose LUT can be applied to all ocean color remote sensors. 展开更多
关键词 ocean color Rayleigh scattering look-up table radiative transfer adding-doubling method
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Fine Doppler shift acquisition algorithm for BeiDou software receiver by a look-up table 被引量:4
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作者 QIU Wenqi ZENG Qingxi +1 位作者 GAO Chang LYU Chade 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2020年第3期612-625,共14页
The BeiDou software receiver uses the fast Fourier transform(FFT)to perform the acquisition.The Doppler shift estimation accuracy should be less than 500 Hz to ensure satellite signals to enter a locked state in the t... The BeiDou software receiver uses the fast Fourier transform(FFT)to perform the acquisition.The Doppler shift estimation accuracy should be less than 500 Hz to ensure satellite signals to enter a locked state in the tracking loop.Since the frequency step is usually 500 Hz or larger,the Doppler shift estimation accuracy cannot guarantee that satellite signals are brought into a stable tracking state.The straightforward solutions consist in increasing the sampling time and using zero-padding to improve the frequency resolution of the FFT.However,these solutions intensify the complexity and amount of computation.The contradiction between the acquisition accuracy and the computational load leads us to research for a more simple and effective algorithm,which achieves fine acquisition by a look-up table.After coarse acquisition using the parallel frequency acquisition(PFA)algorithm,the proposed algorithm optimizes the Doppler shift estimation through the look-up table method based on the FFT results to improve the acquisition accuracy of the Doppler shift with a minimal additional computing load.When the Doppler shift is within the queryable range of the table,the proposed algorithm can improve the Doppler shift estimation accuracy to 50 Hz for the BeiDou B1I signal. 展开更多
关键词 fine acquisition fast Fourier transform(FFT) table look-up parallel frequency acquisition(PFA) BEIDOU
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Performance of global look-up table strategy in digital image correlation with cubic B-spline interpolation and bicubic interpolation 被引量:5
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作者 Zhiwei Pan Wei Chen +3 位作者 Zhenyu Jiang Liqun Tang Yiping Liu Zejia Liu 《Theoretical & Applied Mechanics Letters》 CAS CSCD 2016年第3期126-130,共5页
Global look-up table strategy proposed recently has been proven to be an efficient method to accelerate the interpolation, which is the most time-consuming part in the iterative sub-pixel digital image correlation (... Global look-up table strategy proposed recently has been proven to be an efficient method to accelerate the interpolation, which is the most time-consuming part in the iterative sub-pixel digital image correlation (DIC) algorithms. In this paper, a global look-up table strategy with cubic B-spline interpolation is developed for the DIC method based on the inverse compositional Gauss-Newton (IC-GN) algorithm. The performance of this strategy, including accuracy, precision, and computation efficiency, is evaluated through a theoretical and experimental study, using the one with widely employed bicubic interpolation as a benchmark. The global look-up table strategy with cubic B-spline interpolation improves significantly the accuracy of the IC-GN algorithm-based DIC method compared with the one using the bicubic interpolation, at a trivial price of computation efficiency. 展开更多
关键词 Digital image correlation Inverse compositional Gauss-Newton algorithm Cubic B-spline interpolation Bicubic interpolation Global look-up table
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Accelerated generation of holograms with ultra-low memory symmetrically high-compressed look-up table
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作者 杨燕 朱建英 +1 位作者 孙敏远 毕勇 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第4期466-471,共6页
Computer-generated holography technology has been widely applied,and as research in this field deepens,the demand for memory and computational power in small AR and VR devices continues to increase.This paper presents... Computer-generated holography technology has been widely applied,and as research in this field deepens,the demand for memory and computational power in small AR and VR devices continues to increase.This paper presents a hologram generation method,i.e.,a symmetrically high-compressed look-up table method,which can reduce memory usage by50%.In offline computing,half of the basic horizontal and vertical modulation factors are stored,halving the memory requirements without affecting inline speed.Currently,its potential extends to various holographic applications,including the production of optical diffraction elements. 展开更多
关键词 computergenerated hologram look-up table HOLOGRAPHY
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Research of NO_(2) vertical profiles with look-up table method based on MAX-DOAS
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作者 Yingying Guo Suwen Li +2 位作者 Fusheng Mou Hexiang Qi Qijin Zhang 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第1期332-338,共7页
Obtaining the vertical distribution profile of trace gas is of great significance for studying the diffusion procedure of air pollution.In this article,a look-up table method based on multi-axis differential optical a... Obtaining the vertical distribution profile of trace gas is of great significance for studying the diffusion procedure of air pollution.In this article,a look-up table method based on multi-axis differential optical absorption spectroscopy(MAX-DOAS)technology is established for retrieving the tropospheric NO_(2) vertical distribution profiles.This method retrieves the aerosol extinction profiles with minimum cost function.Then,the aerosol extinction profiles and the atmospheric radiation transfer model(RTM)are employed to establish the look-up table for retrieving the NO_(2) vertical column densities(VCDs)and profiles.The measured NO_(2) differential slant column densities(DSCDs)are compared with the NO_(2) DSCDs simulated by the atmospheric RTM,and the NO_(2) VCDs,the weight factor of NO_(2) in the boundary layer,and the boundary layer height are obtained by the minimization process.The look-up table is established to retrieve NO_(2) VCDs based on MAX-DOAS measurements in Huaibei area,and the results are compared with the data from Copernicus Atmospheric Monitoring Service(CAMS)model.It is found that there are nearly consistent and the correlation coefficient R2 is more than 0.86.The results show that this technology provides a more convenient and accurate retrieval method for the stereoscopic monitoring of atmospheric environment. 展开更多
关键词 multi-axis differential optical absorption spectroscopy look-up table method the cost function NO_(2)vertical profile
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A Nonspherical Cloud Scattering Database Using Aggregates of Roughened Bullet Rosettes Model for the Advanced Radiative Transfer Modeling System(ARMS) 被引量:1
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作者 Ziyue HUANG Hanyu LU +4 位作者 Ziqiang MA Yining SHI Yang HAN Hao HU Jun YANG 《Advances in Atmospheric Sciences》 2025年第7期1483-1498,共16页
Accurate satellite data assimilation under all-sky conditions requires enhanced parameterization of scattering properties for frozen hydrometeors in clouds.This study aims to develop a nonspherical scattering look-up ... Accurate satellite data assimilation under all-sky conditions requires enhanced parameterization of scattering properties for frozen hydrometeors in clouds.This study aims to develop a nonspherical scattering look-up table that contains the optical properties of five hydrometeor types—rain,cloud water,cloud ice,graupel,and snow—for the Advanced Radiative Transfer Modeling System(ARMS)at frequencies below 220 GHz.The discrete dipole approximation(DDA)method is employed to compute the single-scattering properties of solid cloud particles,modeling these particles as aggregated roughened bullet rosettes.The bulk optical properties of the cloud layer are derived by integrating the singlescattering properties with a modified Gamma size distribution,specifically for distributions with 18 effective radii.The bulk phase function is then projected onto a series of generalized spherical functions,applying the delta-M method for truncation.The results indicate that simulations using the newly developed nonspherical scattering look-up table exhibit significant consistency with observations under deep convection conditions.In contrast,assuming spherical solid cloud particles leads to excessive scattering at mid-frequency channels and insufficient scattering at high-frequency channels.This improvement in radiative transfer simulation accuracy for cloudy conditions will better support the assimilation of allsky microwave observations into numerical weather prediction models.·Frozen cloud particles were modeled as aggregates of bullet rosettes and the optical properties at microwave range were computed by DDA.·A complete process and technical details for constructing a look-up table of ARMS are provided.·The ARMS simulations generally show agreement with observations of MWTS and MWHS under typhoon conditions using the new look-up table. 展开更多
关键词 nonspherical particles scattering look-up table discrete dipole approximation Advanced Radiative Transfer Modeling System
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Device and circuit analysis of a sub 20 nm double gate MOSFET with gate stack using a look-up-table-based approach
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作者 S Chakraborty A Dasgupta +3 位作者 R Das M Kar A Kundu C K Sarkar 《Journal of Semiconductors》 EI CAS CSCD 2017年第12期37-41,共5页
In this paper, we explore the possibility of mapping devices designed in TCAD environment to its modeled version developed in cadence virtuoso environment using a look-up table (LUT) approach. Circuit simu- lation o... In this paper, we explore the possibility of mapping devices designed in TCAD environment to its modeled version developed in cadence virtuoso environment using a look-up table (LUT) approach. Circuit simu- lation of newly designed devices in TCAD environment is a very slow and tedious process involving complex scripting. Hence, the LUT based modeling approach has been proposed as a faster and easier alternative in ca- dence environment. The LUTs are prepared by extracting data from the device characteristics obtained from device simulation in TCAD. A comparative study is shown between the TCAD simulation and the LUT-based alternative to showcase the accuracy of modeled devices. Finally the look-up table approach is used to evaluate the perform- ance of circuits implemented using 14 nm nMOSFET. 展开更多
关键词 14 nm double gate MOSFET look-up table VerilogA
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de Bruijn序列间的映射及升级算法 被引量:7
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作者 谢深泉 《计算机工程与应用》 CSCD 北大核心 2007年第22期12-14,27,共4页
通过由n级de Bruijn序列找出n+1级de Bruijn序列的look-up表标签,并由相应的look-up表求出n+1级de Bruijn序列,从而建立起n级de Bruijn序列到n+1级de Bruijn序列的映射,发现de Bruijn序列间的一种内在联系,导出一类任意元de Bruijn序列... 通过由n级de Bruijn序列找出n+1级de Bruijn序列的look-up表标签,并由相应的look-up表求出n+1级de Bruijn序列,从而建立起n级de Bruijn序列到n+1级de Bruijn序列的映射,发现de Bruijn序列间的一种内在联系,导出一类任意元de Bruijn序列的升级算法。 展开更多
关键词 DE Bruijn序列 M序列 look-up look-up表标签 映射
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生成de Bruijn序列的加元算法 被引量:3
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作者 谢深泉 《计算机工程与应用》 CSCD 北大核心 2008年第2期38-41,53,共5页
提出一种加元算法,通过对给定的一个m+1元的de Buijn序列添加一元来产生m+2元de Bruijn序列。实现的方法是通过由一个m+1元de Bruijn序列找出它的Look-up表标签,并由该Look-up表标签产生多个m+1元Look-up表标签,然后合成这些Look-up表... 提出一种加元算法,通过对给定的一个m+1元的de Buijn序列添加一元来产生m+2元de Bruijn序列。实现的方法是通过由一个m+1元de Bruijn序列找出它的Look-up表标签,并由该Look-up表标签产生多个m+1元Look-up表标签,然后合成这些Look-up表标签产生一个m+2元Look-up表标签,再由它产生m+2元de Bruijn序列。 展开更多
关键词 DE Bruijn序列 look-up look-up表标签 节点链 加元
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de Bruijn序列间的映射及降级算法 被引量:1
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作者 谢深泉 《计算机工程与应用》 CSCD 北大核心 2007年第28期21-24,91,共5页
通过由一个n级deBruijn序列找出它的LOOK-UP表标签,并由该LOOK-UP表标签经修正找出n-1级LOOK-UP表标签,再由它计算出n-1级deBruijn序列,从而建立起n级deBruijn序列到n-1级deBruijn序列的映射,发现deBruijn序列间的一种内在联系,导出一... 通过由一个n级deBruijn序列找出它的LOOK-UP表标签,并由该LOOK-UP表标签经修正找出n-1级LOOK-UP表标签,再由它计算出n-1级deBruijn序列,从而建立起n级deBruijn序列到n-1级deBruijn序列的映射,发现deBruijn序列间的一种内在联系,导出一类任意元deBruijn序列的降级算法。 展开更多
关键词 deBruijn序列 M序列 look-up look-up表标签 映射
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The establishment of crystal position look-up table for positron emission tomography with block detectors
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作者 CHAI Pei SHAN BaoCi 《Science China(Technological Sciences)》 SCIE EI CAS 2009年第8期2418-2423,共6页
A method has been developed to establish the crystal position look-up table for positron emission tomography with block detectors.It is based on the principle that the counts in crystal position histogram obey the Gau... A method has been developed to establish the crystal position look-up table for positron emission tomography with block detectors.It is based on the principle that the counts in crystal position histogram obey the Gaussian mixture model(GMM).This method has taken full consideration of the characteristics of the GMM and the detector itself.The experimental results have proved that it is simple,reliable,and universal. 展开更多
关键词 positron emission tomography position look-up table 2-D position histogram
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Vertical profile of aerosol extinction based on the measurement of O4 of multi-elevation angles with MAX-DOAS 被引量:4
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作者 Fusheng Mou Jing Luo +2 位作者 Suwen Li Wei Shan Lisha Hu 《Chinese Physics B》 SCIE EI CAS CSCD 2019年第8期195-200,共6页
A method for aerosol extinction profile retrieval using ground-based multi-axis differential optical absorption spectroscopy(MAX-DOAS)is studied,which is based on a look-up table algorithm.The algorithm uses parametri... A method for aerosol extinction profile retrieval using ground-based multi-axis differential optical absorption spectroscopy(MAX-DOAS)is studied,which is based on a look-up table algorithm.The algorithm uses parametric method to represent aerosol extinction profiles and simulate different atmospheric aerosol states through atmospheric radiation transfer model.Based on the method,aerosol extinction profile was obtained during six cloud-free days.The O4 differential air mass factor(dAMF)measured by MAX-DOAS is compared with the corresponding model results under different atmospheric conditions(R^2=0.78).The aerosol optical thickness,aerosol weight factor in boundary layer,and the height of the boundary layer are obtained after the process of minimization and look-up table method.The retrieved aerosol extinction in boundary layer is compared with PM2.5 data measured by ground point instrument.The diurnal variation trends of the two methods are in good agreement.The correlation coefficients of the two methods are 0.71 when the aerosol optical thickness is smaller than 0.5.The results show that the look-up table method can obtain the aerosol state of the troposphere and provide validation for other instrument data. 展开更多
关键词 vertical profile of AEROSOL EXTINCTION look-up TABLE O4 DIFFERENTIAL air mass factor MULTI-AXIS DIFFERENTIAL optical ABSORPTION spectroscopy
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Large Prismatic Lithium Iron Phosphate Battery Cell Model Using PSCAD 被引量:1
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作者 Garo Yessayan Dipesh D. Patel Ziyad M. Salameh 《Journal of Power and Energy Engineering》 2014年第2期21-26,共6页
Presently, there are mainly two problems that prevent Electric Vehicles (EVs) from becoming popular against the Internal Combustion Engine Vehicles (ICEVs), namely: short range and too long to recharge the battery pac... Presently, there are mainly two problems that prevent Electric Vehicles (EVs) from becoming popular against the Internal Combustion Engine Vehicles (ICEVs), namely: short range and too long to recharge the battery pack of the EV. Due to this, battery development is a crucial aspect to improve the performance of EVs. This progress requires dependable computer aided designs to model the characteristics of a battery accurately and reliably. This paper uses Power Systems Computer Aided Design (PSCAD) to create an equivalent runtime circuit model to observe the qualities of the Lithium Iron Phosphate battery cell under discharge at different temperatures. The model is a 3-R-C branch runtime equivalent circuit model. In order to find the fixed parameters of the circuit, MATLAB was used to implement basic current voltage characteristics. 3-D tables have been used in PSCAD to implement the State of Charge (SOC) and temperature dependent circuit parameters of the model. Once the simulations for all temperatures were completed, the average marginal error between measured and simulated terminal voltage came to be 2.1%, therefore making PSCAD an accurate simulation tool for modeling equivalent circuits of different batteries. 展开更多
关键词 PSCAD MATLAB CURVE-FITTING look-up TABLE DISCHARGE RATE Temperature
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Laser triangulation measurement of the level in a coal silo 被引量:2
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作者 Sun Jiping Jiang Jing 《Mining Science and Technology》 EI CAS 2011年第6期881-884,共4页
Laser triangulation theory was used to develop a novel contact-free method for measuring the coal level in a silo under harsh environmental conditions found in coal mines, such as the presence of dense dust, high humi... Laser triangulation theory was used to develop a novel contact-free method for measuring the coal level in a silo under harsh environmental conditions found in coal mines, such as the presence of dense dust, high humidity, and low illumination. A laser source and a camera were mounted at the top of the silo. The laser spot projected into the silo was imaged by the camera. The pinhole imaging principle allows the level to be found from the lateral shift of the spot image on the sensor. A pre-calibrated look-up table of the coal depth versus spot position was used to obtain the depth. The measurement accuracy depends on the step size used during pre-calibration. The actual application of a device designed according to these principles shows that it is easy to implement. The detection of the coal level in a silo at the low illumination level found in coal mines is demonstrated. 展开更多
关键词 Laser triangulation measurement Coal level of coal silo Image segmentation look-up table
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PERFORMANCE IMPROVEMENT FOR A WCDMA RADIO OVER FIBER SYSTEM USING DIGITAL PRE-DISTORTER 被引量:1
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作者 Ying Xiangyue Xu Tiefeng +1 位作者 Liu Taijun Nie Qiuhua 《Journal of Electronics(China)》 2012年第1期27-32,共6页
In this paper,a Radio Over Fiber (ROF) system with a Digital Pre-Distorter (DPD) for WCDMA signal transmission is investigated.A Look-Up Table (LUT) based DPD and a Memory Polynomial (MP) DPD are applied in the ROF li... In this paper,a Radio Over Fiber (ROF) system with a Digital Pre-Distorter (DPD) for WCDMA signal transmission is investigated.A Look-Up Table (LUT) based DPD and a Memory Polynomial (MP) DPD are applied in the ROF link so as to suppress the out-of-band spurious spectrum and improve the transmission performance.The experimental results show that the out-of-band emission due to existence of the third-order Inter-Modulation Distortion (IMD3) is obviously sup-pressed by these two DPD.An Adjacent Channel Power Ratio (ACPR) improvement of 8 dB is ob-tained for a single-carrier WCDMA signal transmission.These two DPD have equal ability in lin-earization of the ROF system for a three-carrier WCDMA signal transmission.There is no apparent memory effects exist in the ROF link. 展开更多
关键词 Radio Over Fiber (ROF) Digital Pre-Distorter (DPD) look-up Table (LUT) Memory Polynomial (MP) WCDMA
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用于流体力学的FHP-II格子气自动机的碰撞规则数字电路实现
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作者 李婷 王博宇 +1 位作者 陈建华 闫广武 《流体动力学》 2018年第4期143-149,共7页
本文给出了用于模拟不可压缩流动的FHP-II格子气自动机模型中演化规则的数字电路。利用这个电路,生成了FHP-II的Look-Up表。作为算例,我们模拟了小雷诺数的方腔流动,再现了经典的数值结果。
关键词 格子气自动机 FHP-II模型 look-up 数字电路
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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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The Real Time Mixing Module Design for HDTV Data of SMPTE 274M and PC Video Data
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作者 魏江力 赵保军 韩月秋 《Journal of Beijing Institute of Technology》 EI CAS 2003年第4期416-419,共4页
A real time mixing module for high definition television (HDTV) data of SMPTE 274M and PC video data is designed. The hardware implementation, algorithm and simulation of the mixing module are given. In order to impro... A real time mixing module for high definition television (HDTV) data of SMPTE 274M and PC video data is designed. The hardware implementation, algorithm and simulation of the mixing module are given. In order to improve the capability of data processing, an anti-fuse FPGA chip and a mechanism of pipelining and modularization are adopted. With 6 parallel LUTs and a fast algorithm, it can mix 4∶2∶2 component signals in luminance and chrominance space respectively in real time. According to the simulation, the module has the ability to mix the uncompressed HDTV data with PC video data in real time, which can not be fulfilled by current ASIC chips. Furthermore, it can be extended to multi-stage mixing with the thoughts implied by the design. The mixing module can be widely used in HDTV production systems. 展开更多
关键词 high definition television(HDTV) production system look-up table(LUT) video mixing
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