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J. Inform. and Commun. Convergence Engineering最新文献

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Learning an Artificial Neural Network Using Dynamic Particle Swarm Optimization-Backpropagation: Empirical Evaluation and Comparison 利用动态粒子群优化-反向传播学习人工神经网络:经验评价与比较
Pub Date : 2015-06-30 DOI: 10.6109/jicce.2015.13.2.123
Swagatika Devi, A. Jagadev, S. Patnaik
Training neural networks is a complex task with great importance in the field of supervised learning. In the training process, a set of input?output patterns is repeated to an artificial neural network (ANN). From those patterns weights of all the interconnections between neurons are adjusted until the specified input yields the desired output. In this paper, a new hybrid algorithm is proposed for global optimization of connection weights in an ANN. Dynamic swarms are shown to converge rapidly during the initial stages of a global search, but around the global optimum, the search process becomes very slow. In contrast, the gradient descent method can achieve faster convergence speed around the global optimum, and at the same time, the convergence accuracy can be relatively high. Therefore, the proposed hybrid algorithm combines the dynamic particle swarm optimization (DPSO) algorithm with the backpropagation (BP) algorithm, also referred to as the DPSO-BP algorithm, to train the weights of an ANN. In this paper, we intend to show the superiority (time performance and quality of solution) of the proposed hybrid algorithm (DPSO-BP) over other more standard algorithms in neural network training. The algorithms are compared using two different datasets, and the results are simulated.
训练神经网络是监督学习领域中一项非常重要的复杂任务。在训练过程中,一组输入?输出模式重复到人工神经网络(ANN)。从这些模式中,所有神经元之间互连的权重被调整,直到指定的输入产生期望的输出。本文提出了一种新的神经网络连接权全局优化的混合算法。动态群体在全局搜索的初始阶段收敛迅速,但在全局最优时,搜索过程变得非常缓慢。相比之下,梯度下降法在全局最优周围的收敛速度更快,同时收敛精度也相对较高。因此,本文提出的混合算法将动态粒子群优化(DPSO)算法与反向传播(BP)算法(也称为DPSO-BP算法)相结合,来训练神经网络的权值。在本文中,我们打算证明所提出的混合算法(DPSO-BP)在神经网络训练中优于其他更标准的算法(时间性能和解的质量)。用两种不同的数据集对算法进行了比较,并对结果进行了仿真。
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引用次数: 3
ModifiedFAST: A New Optimal Feature Subset Selection Algorithm ModifiedFAST:一种新的最优特征子集选择算法
Pub Date : 2015-06-30 DOI: 10.6109/jicce.2015.13.2.113
Arpita Nagpal, D. Gaur
Feature subset selection is as a pre-processing step in learning algorithms. In this paper, we propose an efficient algorithm, ModifiedFAST, for feature subset selection. This algorithm is suitable for text datasets, and uses the concept of information gain to remove irrelevant and redundant features. A new optimal value of the threshold for symmetric uncertainty, used to identify relevant features, is found. The thresholds used by previous feature selection algorithms such as FAST, Relief, and CFS were not optimal. It has been proven that the threshold value greatly affects the percentage of selected features and the classification accuracy. A new performance unified metric that combines accuracy and the number of features selected has been proposed and applied in the proposed algorithm. It was experimentally shown that the percentage of selected features obtained by the proposed algorithm was lower than that obtained using existing algorithms in most of the datasets. The effectiveness of our algorithm on th optimal threshold was statistically validated with other algorithms.
特征子集选择是学习算法中的预处理步骤。本文提出了一种高效的特征子集选择算法ModifiedFAST。该算法适用于文本数据集,并利用信息增益的概念去除不相关和冗余的特征。找到了对称不确定性阈值的一个新的最优值,用于识别相关特征。以前的特征选择算法(如FAST、Relief和CFS)使用的阈值不是最优的。事实证明,阈值对特征的选择百分比和分类精度有很大影响。提出了一种结合准确率和特征选择数量的性能统一度量,并将其应用于该算法中。实验表明,在大多数数据集上,本文算法获得的特征选择百分比低于现有算法。我们的算法在最优阈值上的有效性与其他算法进行了统计验证。
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引用次数: 7
MobPrice: Dynamic Data Pricing for Mobile Communication MobPrice:移动通信的动态数据定价
Pub Date : 2015-06-30 DOI: 10.6109/jicce.2015.13.2.086
Nilesh Padhariya, Kshama Raichura
In mobile communication, mobile services [MSs] (e.g., phone calls, short/multimedia messages, and Internet data) incur a cost to both mobile users (MUs) and mobile service providers (MSPs). The proposed model MobPrice consists of dynamic data pricing schemes for mobile communication in order to achieve optimal usage of MSs at minimal prices. MobPrice inspires MUs to subscribe MSs with flexibility of data sharing and intra-peer exchanges, thereby reducing overall cost. The main contributions of MobPrice are three-fold. First, it proposes a novel k-level data-pricing (kDP) scheme for MSs. Second, it extends the kDP scheme with the notion of service-sharing-based pricing schemes to a collaborative peer-to-peer data-pricing (pDP) scheme and a cluster-based data-pricing (cDP) scheme to incorporate the notion of ‘cluster’ (made up of two or more MUs) in mobile communication. Third, our performance study shows that the proposed schemes are indeed effective in maximizing MS subscriptions and minimizing MS’s price/user.
在移动通信中,移动服务(如电话呼叫、短/多媒体消息和互联网数据)对移动用户(mu)和移动服务提供商(msp)都产生成本。MobPrice模型由移动通信的动态数据定价方案组成,目的是以最小的价格实现MSs的最佳使用。MobPrice激励MUs通过数据共享和对等交换的灵活性订阅MSs,从而降低总体成本。MobPrice的主要贡献有三个方面。首先,提出了一种新的k级数据定价(kDP)方案。其次,将基于服务共享定价方案的kDP方案扩展为协作式对等数据定价(pDP)方案和基于集群的数据定价(cDP)方案,以在移动通信中纳入“集群”(由两个或多个mu组成)的概念。第三,我们的绩效研究表明,所提出的方案在最大化MS订阅和最小化MS的价格/用户方面确实有效。
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引用次数: 1
Push-Push Voltage Controlled Dielectric Resonator Oscillator Using a Broadside Coupler 使用宽侧耦合器的推-推电压控制的介电谐振振荡器
Pub Date : 2015-06-30 DOI: 10.6109/jicce.2015.13.2.139
K. Ryu, Sungchan Kim
A push-push voltage controlled dielectric resonator oscillator (VCDRO) with a modified frequency tuning structure using broadside couplers is investigated. The push-push VCDRO designed at 16 GHz is manufactured using a low temperature cofired ceramic (LTCC) technology to reduce the circuit size. The frequency tuning structure using a broadside coupler is embedded in a layer of the A6 substrate by using the LTCC process. Experimental results show that the fundamental and third harmonics are suppressed above 15 dBc and 30 dBc, respectively, and the phase noise of push-push VCDRO is -97.5 dBc/Hz at an offset frequency of 100 kHz from the carrier. The proposed frequency tuning structure has a tuning range of 4.46 MHz over a control voltage of 1?11 V. This push-push VCDRO has a miniature size of 15 mm×15 mm. The proposed design and fabrication techniques for a push-push oscillator seem to be applicable in many space and commercial VCDRO products.
研究了一种改进型频率调谐结构的推推式压控介质谐振振荡器(VCDRO)。设计为16 GHz的推推式VCDRO采用低温共烧陶瓷(LTCC)技术制造,以减小电路尺寸。使用宽侧耦合器的频率调谐结构通过LTCC工艺嵌入到A6基板的一层中。实验结果表明,推推式VCDRO的基频和三次谐波分别被抑制在15 dBc和30 dBc以上,在距载波100 kHz的偏移频率下,相位噪声为-97.5 dBc/Hz。所提出的频率调谐结构在1?11 V。这种推推式VCDRO的微型尺寸为15 mm×15毫米。所提出的推推式振荡器的设计和制造技术似乎适用于许多空间和商业VCDRO产品。
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引用次数: 1
An Integrated DEA-AHP Model for the Acquisition of a Weapon System: Selection of a Next-Generation Fighter System in Korea 武器系统采购的综合DEA-AHP模型:韩国下一代战斗机系统的选择
Pub Date : 2015-06-01 DOI: 10.6109/jicce.2015.13.2.097
Jaehun Moon, Seokjoong Kang
In this paper, we propose a data envelopment analysis (DEA) and analytic hierarchy process (AHP) integrated model to improve the selection process in the acquisition of a weapon system which is the key component to the success of the project. In particular, we applied DEA in the first stage to choose a frontier group among the candidates in the selection process of the next-generation fighter system (the 3rd FX) in Korea. Then, by using the Delphi technique, we surveyed military experts and applied AHP to determine the best choice among the candidates. The results of the study match the actual decision made by the Korean government in the weapon system acquisition. The results of the proposed DEA-AHP integrated method in the selection of the next-generation fighter systems in Korea demonstrate the usefulness of the method. In this paper, we also discuss the future implications of the proposed model.
本文提出了一种数据包络分析(DEA)和层次分析法(AHP)相结合的模型,以改进武器系统采办中的选择过程,这是项目成功的关键组成部分。特别是,在韩国下一代战斗机(FX 3型)的选拔过程中,为了在候选对象中选择前沿群体,在第一阶段应用了DEA。”然后,采用德尔菲法,对军事专家进行问卷调查,并运用层次分析法在候选方案中确定最佳选择。研究结果与韩国政府在武器系统采购中做出的实际决定相吻合。提出的DEA-AHP综合方法在韩国下一代战斗机系统选择中的结果证明了该方法的有效性。在本文中,我们还讨论了该模型的未来含义。
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引用次数: 0
The Design of an Efficient Proxy-Based Framework for Mobile Cloud Computing 一种高效的基于代理的移动云计算框架设计
Pub Date : 2015-03-31 DOI: 10.6109/jicce.2015.13.1.015
Zhijun Zhang, Hyotaek Lim, Hoon-Jae Lee
The limited battery power in the mobile environment, lack of sufficient wireless bandwidth, limited resources of mobile terminals, and frequent breakdowns of the wireless network have become major hurdles in the development of mobile cloud computing (MCC). In order to solve the abovementioned problems, This paper propose a proxy-based MCC framework by adding a proxy server between mobile devices and cloud services to optimize the access to cloud services by mobile devices on the network transmission, application support, and service mode levels. Finally, we verify the effectiveness of the developed framework through an experimental analysis. This framework can ensure that mobile users have efficient access to cloud services.
移动环境下有限的电池电量、无线带宽不足、移动终端资源有限、无线网络故障频发等问题已经成为移动云计算发展的主要障碍。为了解决上述问题,本文提出了一种基于代理的MCC框架,通过在移动设备与云服务之间增加代理服务器,从网络传输、应用支持、服务模式等层面优化移动设备对云服务的访问。最后,通过实验分析验证了所开发框架的有效性。这个框架可以确保移动用户有效地访问云服务。
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引用次数: 3
Current Technologies and Prospects of Electromagnetic Wave Absorbers 电磁波吸收器的技术现状与展望
Pub Date : 2015-03-31 DOI: 10.6109/jicce.2015.13.1.036
D. Kim, Soo Jeong Kim, Hyun Soo Kwak, Yang-Ick Joo
With the rapidly increasing and widespread use of electronic and controlling equipment, the control of the electromagnetic (EM) wave environment becomes an important social issue. To solve the electromagnetic compatibility (EMC, both electromagnetic interface and electromagnetic susceptibility) problems, in this paper, we introduce the countermeasure techniques focused on EM wave absorbers for EMC problems in our laboratory at the Korea Maritime and Ocean University. The current technologies related to EM wave absorbers to solve EMC problems will first be described. The prospects of and a design for EM wave absorbers including a smart absorber with a heat radiating function will then be suggested.
随着电子和控制设备的迅速增加和广泛使用,电磁波环境的控制成为一个重要的社会问题。为了解决电磁兼容(电磁接口和电磁磁化率)问题,本文介绍了我们在韩国海洋大学的实验室针对电磁兼容问题的电磁波吸收器的对策技术。本文首先介绍了目前解决电磁兼容问题的电磁波吸收器相关技术。然后提出了包括具有热辐射功能的智能吸收器在内的电磁波吸收器的前景和设计。
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引用次数: 1
Design and Implementation of Wireless Sensor Network for Freeze Dryer 冷冻干燥机无线传感器网络的设计与实现
Pub Date : 2015-03-31 DOI: 10.6109/jicce.2015.13.1.021
Y. Cho, Jaerock Kwon, Seyeong Choi
A wireless sensor network (WSN) is designed and implemented for a freeze dryer. Freeze-drying technology is widely used in the fields of pharmacy and biotechnology as well as the food and agriculture industries. Taking into account the demand for high-resolution pressure and temperature measurements in a freeze dryer, the proposed WSN has a significant advantage of creating a monitoring environment in a freeze dryer. The proposed WSN uses a ZigBee/IEEE 802.15.4 network with an altimeter module that contains a high-resolution pressure and temperature sensor with a serial digital data interface. The ZigBee network is suitable for low-energy and low-data-rate applications in the field of wireless communication. The altimeter module is capable of sensing pressure in the range of 7.5–975 Torr (10–1300 mbar) and temperature in the range of -40C to 125C with a DC power consumption of 3 W. The implemented WSN is installed in a commercial laboratory freeze dryer in order to demonstrate its functionality and efficiency. A comparison with the temperature profile measured by a thermocouple installed in the freeze dryer reveals that the resolution of the temperature profile measured by WSN is superior to that measured by the thermocouple.
为冷冻干燥机设计并实现了无线传感器网络。冷冻干燥技术广泛应用于制药、生物技术、食品和农业等领域。考虑到冷冻干燥机中对高分辨率压力和温度测量的需求,所提出的WSN具有在冷冻干燥机中创建监测环境的显着优势。该无线传感器网络采用ZigBee/IEEE 802.15.4网络,其高度计模块包含一个带有串行数字数据接口的高分辨率压力和温度传感器。ZigBee网络适用于无线通信领域的低能耗、低数据速率应用。高度计模块能够感应7.5-975 Torr (10-1300 mbar)范围内的压力和-40颈椎至125颈椎范围内的温度,直流功耗为3W。实现的WSN安装在商用实验室冷冻干燥机中,以展示其功能和效率。通过与安装在冷冻干燥机上的热电偶测得的温度曲线进行比较,发现无线传感器网络测得的温度曲线分辨率优于热电偶测得的温度曲线分辨率。
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引用次数: 1
High-Aspect-Ratio Nanoscale Patterning in a Negative Tone Photoresist 负色调光刻胶的高纵横比纳米级图像化
Pub Date : 2015-03-31 DOI: 10.6109/jicce.2015.13.1.056
K. Ryoo, Jeong‐Bong Lee
The demand for high-aspect-ratio structures has been increasing in the field of semiconductors and other applications. Here, we present the commercially available negative-tone SU-8 as a potential resist that can be used for direct patterning of highaspect-ratio structures at the submicron scale and the nanoscale. Such resist patterns can be used as polymeric molds to create high-aspect-ratio metallic submicron and nanoscale structures by using electroplating. Compared with poly (methyl methacrylate) (PMMA), we found that the negative tone resist required an exposure dose that was less than that of PMMA of equal thickness by a factor of 100?150. Patterning of up to 4:1 aspect ratio SU-8 structures with a minimum feature size of 500 nm was demonstrated. In addition, nanoimprint lithography was studied to further extend the aspect ratio to realize a minimum feature size of less than 10 nm with an extremely high aspect ratio in the negative resist.
在半导体和其他应用领域,对高纵横比结构的需求不断增加。在这里,我们提出了商业上可用的负色调SU-8作为潜在的抗蚀剂,可用于亚微米尺度和纳米尺度的高纵横比结构的直接图像化。这种抗蚀剂图案可以用作聚合物模具,通过电镀来制造高纵横比的金属亚微米和纳米级结构。与聚甲基丙烯酸甲酯(PMMA)相比,我们发现负色调抗压剂所需的暴露剂量比等厚度的PMMA小100 - 150倍。图案化高达4:1宽高比的SU-8结构,最小特征尺寸为500 nm。此外,研究了纳米压印光刻技术,以进一步扩展宽高比,实现负阻片的最小特征尺寸小于10 nm,且具有极高的宽高比。
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引用次数: 0
Digital Watermarking Algorithm for Multiview Images Generated by Three-Dimensional Warping 三维变形生成多视点图像的数字水印算法
Pub Date : 2015-03-31 DOI: 10.6109/jicce.2015.13.1.062
Scott Park, Bora Kim, Dong-Wook Kim, Young-ho Seo
In this paper, we propose a watermarking method for protecting the ownership of three-dimensional (3D) content generated from depth and texture images. After selecting the target areas to preserve the watermark by depth-image-based rendering, the reference viewpoint image is moved right and left in the depth map until the maximum viewpoint change is obtained and the overlapped region is generated for marking space. The region is divided into four subparts and scanned. After applying discrete cosine transform, the watermarks are inserted. To extract the watermark, the viewpoint can be changed by referring to the viewpoint image and the corresponding depth image initially, before returning to the original viewpoint. The watermark embedding and extracting algorithm are based on quantization. The watermarked image is attacked by the methods of JPEG compression, blurring, sharpening, and salt-pepper noise.
在本文中,我们提出了一种保护由深度和纹理图像生成的三维(3D)内容所有权的水印方法。通过深度图像绘制选择目标区域保存水印后,在深度图中左右移动参考视点图像,直到获得最大的视点变化量,生成重叠区域作为标记空间。该区域被分成四个子部分进行扫描。应用离散余弦变换后,插入水印。为了提取水印,可以通过初始引用视点图像和相应的深度图像来改变视点,然后返回到原始视点。水印的嵌入和提取算法是基于量化的。采用JPEG压缩、模糊、锐化和椒盐噪声等方法对水印图像进行攻击。
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引用次数: 2
期刊
J. Inform. and Commun. Convergence Engineering
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