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Enhanced Hardware Implementation of Hybrid Stochastic Neural Network using FPGA 基于FPGA的混合随机神经网络增强硬件实现
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87338
R. A. Khalil, M. Salim
Most of the traditional digital implemented systems uses fixed point or floating point for representing and processing data. An alternative approach is to represent data as random bits that are distributed along the sequence . To be precise, stochastic logic can be considered as a solution for hardware size for application that consume physical area like neural networks as it uses logic gates to implement complex operations and its inherits resistance to bit flips noise. To avoid some of the problems that this type of processing suffers from, a combination of stochastic logic and classical logic (fixed point) is used to implement a neural networks (Fully connected feed-forwards) that is characterized by FPGA large size consuming. The stochastic logic is utilized have to implement part of the multiplication operations in the hidden layers of network and LFSR is used as a random generator forconversion of weights and activation functions outputs. The hardware utilization of Spartan 3E-500K FPGA results are compared with another network of the same size. A discussion of some of the issues that related to this methodology faces is also presented. Key words: Artificial neural networks, LFSR, Probabilistic computation, Stochastic arithmetic, FPGA, Stochastic logic.
传统的数字实现系统大多使用定点或浮点来表示和处理数据。另一种方法是将数据表示为沿序列分布的随机位。准确地说,随机逻辑可以被认为是神经网络等消耗物理面积的应用的硬件尺寸解决方案,因为它使用逻辑门来实现复杂的操作,并且它继承了对位翻转噪声的抵抗。为了避免这种类型的处理所遭受的一些问题,采用随机逻辑和经典逻辑(不动点)的组合来实现具有FPGA大尺寸消耗特点的神经网络(全连接前馈)。利用随机逻辑实现网络隐藏层的部分乘法运算,LFSR作为权重和激活函数输出转换的随机发生器。将Spartan 3E-500K FPGA的硬件利用率结果与相同规模的另一个网络进行了比较。本文还讨论了与该方法相关的一些问题。关键词:人工神经网络,LFSR,概率计算,随机算法,FPGA,随机逻辑
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引用次数: 0
Design and FPGA Implementation of Two-Dimensional Discrete Wavelet Transform Architectures Using Raster-Scan Method 栅格扫描二维离散小波变换体系结构的设计与FPGA实现
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87323
J. Abdul-Jabbar, Z. Al-Mokhtar
In this paper, an FPGA implementation of a 2-dimenional discrete wavelet transform (2-D DWT) is proposed to efficiently construct the corresponding two-dimensional architecture by using  the raster-scan image method for any given hardware architecture of one dimensional (1-D) wavelet transform filter. The proposed method is based on lifting scheme architecture. The resulting architectures are simple, modular and regular for computation of one or multilevel 2-D DWT. These architectures perform both low pass and high pass filter with multiplierless coefficients calculation. In addition they require a small on-chip area to download the architectures on FPGA Board (Spartan-3E). The proposed 2-D architecture consists of: external memory, Row 1-D arithmetic module, column 1-D arithmetic module and internal memory unit. The row and column 1-D arithmetic units are designed utilizing Biorthogonal filters (5/3 and 9/7). Keywords: 2-D DWT, FPGA implementation, Lifting scheme architecture, Raster-scan method .
本文提出了一种二维离散小波变换(2-D DWT)的FPGA实现方法,针对任意给定的一维(1-D)小波变换滤波器的硬件结构,采用光栅扫描图像法高效地构建相应的二维结构。该方法基于提升方案体系结构。所得到的体系结构简单、模块化和规则化,适用于单层或多层二维DWT的计算。这些架构执行低通和高通滤波器与无乘法器系数计算。此外,它们需要一个小的片上区域来下载FPGA板上的架构(Spartan-3E)。所提出的二维结构包括:外部存储器、行一维算术模块、列一维算术模块和内部存储器单元。行和列1-D算术单元采用双正交滤波器(5/3和9/7)设计。关键词:二维DWT, FPGA实现,提升方案架构,光栅扫描法
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引用次数: 0
Optimization of Power Consumption in Cloud Data Centers Using Green Networking Techniques 利用绿色网络技术优化云数据中心的功耗
Pub Date : 2014-04-28 DOI: 10.33899/rengj.2014.87317
Q. Ali, Alnawars Mohammed
In this paper, a neuro-based predictor is proposed with a prediction algorithm to estimate the required number of active servers simulating the Green Networking objectives. The inputs of such predictor are the CPU utilization of the servers in the data center and the variations of the incoming demands with the number of users’ variation. During the work, different demand profiles of ClarkNet traffic traces are simulated on OPNET14.5 Modeler to obtain the required training values of servers’ CPU utilization and clients’ throughput. Also, Green Networking objectives are defined to maintain the Power Management Criteria (PMC) which guaranteed that all CPU utilization must be greater than 30%. Taking into account that a maximum number of 100 servers are used in such local data center, an ON/OFF control algorithm is then suggested for the power management of different servers in data center to fulfill the previous Green objectives. The Power saving is finally evaluated since it has been noticed that the power saving percentage can be increased from 17.33% to 85.33% of a total power of 75 k watts when the number of the operating servers is decreased from 80% to 5% of the overall servers.
本文提出了一种基于神经网络的预测器,并提出了一种预测算法来估计模拟绿色网络目标所需的活动服务器数量。该预测器的输入是数据中心服务器的CPU利用率和输入需求随用户数量变化的变化。在工作过程中,在OPNET14.5 Modeler上对ClarkNet流量轨迹的不同需求曲线进行仿真,得到服务器CPU利用率和客户端吞吐量所需的训练值。此外,绿色网络目标被定义为维护电源管理标准(PMC),保证所有CPU利用率必须大于30%。考虑到该本地数据中心最多使用100台服务器,建议采用ON/OFF控制算法对数据中心内不同服务器的电源进行管理,以实现前面的Green目标。由于注意到当运行服务器的数量从总体服务器的80%减少到5%时,在总功率为75 k瓦的情况下,节电百分比可以从17.33%增加到85.33%,因此最终对节电进行了评估。
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引用次数: 2
Architectural Design of Random Number Generators and Their Hardware Implementations 随机数生成器的体系结构设计及其硬件实现
Pub Date : 2014-04-28 DOI: 10.33899/rengj.2014.87322
B. S. Mahmood, Sarmad F. Ismael
The architectural design of the random number generators for uniform distribution, normal distribution, exponential distribution and Rayleigh distribution using Box-Muller and inverse transformation method has been hardware implemented on FPGA. Any of the random number generators can generate one sample every clock cycle. The generators have been implemented on Xilinx Spartan 3E XC3S500E FPGA. The designed generators work properly up to maximum frequency of 418.41MHz .The outcome results of the generators have been tested by the chi-square test at a 5% level of significance which provided the correct required distributions. Keyword: Box-mulle, Chi-square, Inverse transformation, FPGA. ةيئاوشعلا ماقرلاا ديلوتل ةيرامعم ميمصت ايدام اهذيفنتو ليعامسإ نيدلا رخف دمرس .د دومحم ركش لساب بوساحلا ةسدنه مسق / لصوملا ةعماج تاينورتكللأأ ةسدنه ةيلك صخلملا ا ديلوتل ةممصملا ةيرامعملا و يعيبط عيزوتو مظتنم عيزوتب ةيئاوشعلا ماقرلا عيزوتو يسا عيزوت لا ةقيرط مادختساب ) يليار( ـ ( Box-muller لا مادختساب ايدام اهءانب مت يسكعلا ليوحتلا ةقيرطو ) FPGA . ىلع اهءانب مت تادلوملا .ةرود لك يف دحاو مقر دلوت نا نكمم ةيئاوشعلا ماقرلاا تادلوم نم دحاو يا Xilinx Spartan 3E XC3S500E FPGA . هرادقم ددرتب لمعلل ةبسانم ةممصملا تادلوملا 418.41MHz ىوتسمب ياك عبرم صحف ةطساوب اهرابتخا مت تادلوملا نم اهيلع لوصحلا مت يتلا جئاتنلا ةيمها اهرادقم 5 .بولطملا عيزوتلا تققح يتلاو % Received: 9 – 5 2013 Accepted: 10 – 10 2013 Al-Rafidain Engineering Vol.22 No. 2 March 2014 51
使用box muller和inplation模式的随机数字生成格式一直是FPGA上的硬件。任何随机的数字生成单位都能在任何时间循环中生成一个样本。发电机已经部署在斯巴达3E XC3S500E FPGA上。设计出来的专利性质达到了418.41MHz的最大频率。Box-mulle, Chi-square,变形,FPGA。ةيئاوشعلاماقرلااديلوتلةيرامعمميمصتايداماهذيفنتوليعامسإنيدلارخفدمرسد。دومحمركشلساببوساحلاةسدنهمس-لقصوملاةعماجتاينورتكللأأةسدنهةيلكصخلملااديلوتلةممصملاةيرامعملاويعيبطعيزوتومظتنمعيزوتبةيئاوشعلاماقرلاعيزوتويساعيزوتلاةقيرطمادختساب)يليار(Box-muller(ـلامادختسابايداماهءانبمتيسكعلاليوحتلاةقيرطو)FPGA。ىلعاهءانبمتتادلوملاة。رودلكيفدحاومقردلوتنانكممةيئاوشعلاماقرلااتادلومنمدحاوياXilinx斯巴达排XC3S500E FPGA。هرادقمددرتبلمعللةبسانمةممصملاتادلوملا418。41MHzىوتسمبياكعبرمصحفةطساوباهرابتخامتتادلوملانماهيلعلوصحلامتيتلاجئاتنلاةيمهااهرادقم5 .بولطملاعيزوتلاتققحيتلاو%收到2013年:9—5 2013公认:10—10 Al-Rafidain 51工程2014年2号马奇。22卷。
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引用次数: 4
The Attributes of Architectural Form of Traditional House Internal Facades of Mosul's Traditional House as a Case-study 传统住宅的建筑形式属性——以摩苏尔传统住宅内立面为例
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87312
Talaat I. M. Al-Aane
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引用次数: 0
Passing Behavior on Rural Two-Lane Highways 农村双车道高速公路上的通行行为
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87334
Ayman A. Abdul-Mawjoud, Gandhi G. Sofia
Passing on rural two-lane highways is one of the most important driving tasks. More than 28000 vehicles were observed and the passing maneuvers were recorded of 10 two-lane highways in northern Iraq during June and July months of 2005. It was found that the number of passing maneuver increase as the flow rate for both directions increase up to 1500 veh/hr flow rate. The passing maneuvers decreases with the increase in flow rate. The increase in flow rate causes an increase in demand of passing and decrease in passing supply. Volume of around 212 veh/hr gives a balance between demand of passing and passing supply.
在农村双车道公路上超车是最重要的驾驶任务之一。2005年6月和7月期间,在伊拉克北部的10条双车道高速公路上观察了28000多辆汽车,并记录了通过机动。结果表明,当流量达到1500 veh/hr时,随着双向流量的增加,通过机动的次数增加。随着流量的增加,通过机动减小。流量的增加导致过流需求的增加和过流供给的减少。每小时约212微时的容量在通过的需求和通过的供应之间取得平衡。
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引用次数: 2
Improving The Engineering Properties of The Gypseous Soil Using Dynamic Compaction Method 用强夯法改善石膏土的工程性能
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87333
M. Al-Layla, Dr.Qutayba Nazar Al-Saffar
The aim of this study is to improve the engineering properties of gypseous soils, located in Bajii city (160 km South of Mosul city) using the Field Dynamic Compaction (FDC) techniques.  This technique consist of dropping a reinforced concrete block (1x1x1 m) weighing (2.4 Tons) from different heights on a gypseous soil of thickness varaing from (0.5-2.4 m) and underlain by sub-base material. The effect of FDC on the gypseous soil was investigated using SPT in the field and using the conventional laboratory apparatus in the laboratory tests. The results showed that the unit weight increased (14-32%) for one drop of the weight. The effective angle of internal friction (ϕˉ ) increased from (32 o ) to about (36 o ) while the compression index (Cc) decreased from (0.24) to about (0.07-0.1). The results of this study indicated that about (60-80 %) of the improvement was achieved from the first blow in loose to meduime soils. However about (25 %) of the improvement was reached in dense soils. The FDC is a promising technique for improving the engineering properties of gypseous soil and overcome most of the gypseous soil problems. Key words: Dynamic compaction ,  Gypseous soil, Soil Improving and SPT-Test
本研究的目的是利用现场动态压实(FDC)技术改善位于Bajii市(摩苏尔市以南160公里)的石膏土的工程特性。该技术包括从不同高度将重达2.4吨的钢筋混凝土块(1x1x1米)落在厚度为0.5-2.4米的石膏质土壤上,并由下层基础材料覆盖。在室内试验中,采用SPT法和常规实验室仪器研究了FDC对石膏土的影响。结果表明,每增加1滴重量,单位重量可提高14-32%。有效内摩擦角(φ - h)由(32 o)增大到(36 o)左右,压缩指数(Cc)由(0.24)减小到(0.07-0.1)左右。本研究的结果表明,大约(60- 80%)的改善是在松散到中等土壤的第一次吹制中实现的。然而,大约(25%)的改善是在致密土壤中达到的。FDC是一种很有前途的技术,可以改善石膏土的工程性质,克服大部分的石膏土问题。关键词:强夯;石膏土;土壤改良
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引用次数: 3
Enhancement of Distance Relay Performance in Transmission Line Compensated by Series Capacitor Protected by MOV MOV保护串联电容补偿提高传输线距离继电器性能
Pub Date : 2014-04-28 DOI: 10.33899/RENGJ.2014.87319
M. F. Al-kababjie, Nuaimy, Dhafer. A . Al, Nuaimy Dhafer. A . Al
The normal distance relay face many challenges in a series compensated transmission lines the distance relay may give incorrect decision. This paper present a digital distance relay designed by using wavelet transform (WT)  to work with this compensated transmission lines. The relay have another features to recognize between fault and disturbance cases , classify fault types and giving the trip signal to circuit breaker in a time less than period quarter. The relay has been tested for both simulation cases and practically cases by simulation transmission lines board in the lab. Index Terms: Distance relay , fault detection , Series-Compensated Lines Protect ion, wavelet transform, MOV
常规距离继电器在串联补偿输电线路中面临诸多挑战,距离继电器可能会给出错误的决策。本文提出了一种基于小波变换的数字距离继电器,用于补偿输电线路。该继电器还具有故障与干扰的识别、故障类型的分类和在不到一个季度的时间内给断路器跳闸的功能。在实验室用仿真传输线板对该继电器进行了仿真和实际测试。索引术语:距离继电器,故障检测,串联补偿线路保护,小波变换,MOV
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引用次数: 0
Finite Element Analysis of Draw Beads in Deep Drawing Processes 拉深过程中拉延珠的有限元分析
Pub Date : 2014-02-28 DOI: 10.33899/rengj.2014.87017
M. Jaber, Azal Refa, Alaa Dahham
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引用次数: 1
WiMAX Mesh Topology with Modified Fair Centralized Scheduling and Routing Algorithms Based on Testing Feature of Down-Node Group 基于下节点组测试特性的改进公平集中调度和路由算法的WiMAX网状拓扑
Pub Date : 2014-02-28 DOI: 10.33899/rengj.2014.86994
Abdul Jabbar, Z. Farej, Dr. A. I. A. Jabbar
Multiple access interferences are the major limiting factors for the performance of multihop WiMAX based Mesh Network (WMN). The routing algorithms play an important role in reducing such interferences among the nodes of the WMN. In this paper a new Routing Tree Construction Algorithm (RTCA) which is based on Balancing the data and Parallelizing the routes of the data from nodes to BS is proposed and called BalancedParalleled RTCA (Bala-Para-RTCA). This algorithm has a new Down-Node Group Testing (DNGT) feature. This feature increases the conversion of primary into secondary interferences which (in conjunction with directivity) can be avoided significantly by the Modified Fair Relay Centralized Scheduling (MFRCS) algorithm, as a result concurrent transmissions over a certain slot will be increased. So system performance is enhanced in terms of scheduling length, links concurrency ratio (LCR) and average transmission delay (ATD). Without directivity and relative to the standard Breadth First Tree (BFT) RTCA, the simulation results of the proposed RTCA show concurrency ratio enhancement of 15.38% and 19.4% without and with DNGT respectively.
多址干扰是制约多跳WiMAX Mesh网络(WMN)性能的主要因素。路由算法在减少WMN节点间的干扰方面起着重要的作用。本文提出了一种基于数据均衡和数据从节点到节点的路由并行化的路由树构建算法(RTCA),称为balancedparallel RTCA (Bala-Para-RTCA)。该算法增加了一个新的下节点组测试(DNGT)特征。这种特性增加了主干扰向辅助干扰的转换,而这种转换(结合指向性)可以通过改进的公平中继集中调度(MFRCS)算法显著地避免,从而增加了在某个时隙上的并发传输。从调度长度、链路并发比(LCR)和平均传输延迟(ATD)等方面提高了系统性能。在不考虑指向性的情况下,与标准宽度优先树(BFT) RTCA相比,该算法的并发率分别提高了15.38%和19.4%。
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引用次数: 0
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AL Rafdain Engineering Journal
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