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A Global Two-Stage Histogram Equalization Method for Gray-Level Images 灰度图像的全局两阶段直方图均衡化方法
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-10-31 DOI: 10.5614/10.5614/ITBJ.ICT.RES.APPL.2020.14.2.1
K. Almotairi
Digital image histogram equalization is an important technique in image processing to improve the quality of the visual appearance of images. However, the available methods suffer from several problems such as side effects and noise, brightness and contrast problems, loss of information and details, and failure in enhancement and in achieving the desired results. Therefore, the Adaptive Global Two-Stage Histogram Equalization (GTSHE) method for visual property enhancement of gray-level images is proposed. The first stage aims to clip the histogram and equalize the clipped histogram based on the number of occurrences of gray-level values. The second stage adaptively adjusts the space between occurrences by using a probability density function and different cumulative distribution functions that depend on the available and missing gray-level occurrences. Experiments were conducted using a number of benchmark datasets of images such as the Galaxies, Biomedical, Miscellaneous, Aerials, and Texture datasets. The results of the experiments were compared with a number of well-known methods, i.e. HE, AHEA, ESIHE, and MVSIHE, to evaluate the performance of the proposed method. The evaluation analysis showed that the proposed GTSHE method achieved a higher accuracy rate compared to the other methods.
数字图像直方图均衡是图像处理中提高图像视觉外观质量的一项重要技术。然而,可用的方法存在一些问题,例如副作用和噪声、亮度和对比度问题、信息和细节的丢失以及增强和实现期望结果的失败。因此,提出了一种用于灰度图像视觉特性增强的自适应全局两阶段直方图均衡(GTSHE)方法。第一阶段旨在对直方图进行剪裁,并基于灰度值的出现次数对剪裁后的直方图进行均衡。第二阶段通过使用概率密度函数和取决于可用和缺失灰度级出现的不同累积分布函数来自适应地调整出现之间的空间。实验是使用许多基准图像数据集进行的,如星系、生物医学、杂项、航空和纹理数据集。将实验结果与许多众所周知的方法(即HE、AHEA、ESIHE和MVSIHE)进行比较,以评估所提出方法的性能。评估分析表明,与其他方法相比,所提出的GTSHE方法获得了更高的准确率。
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引用次数: 2
Decision Routing Problems in A Wireless Sensor Network Based on A Neural Mechanism 基于神经机制的无线传感器网络中的决策路由问题
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-10-31 DOI: 10.5614/10.5614/ITBJ.ICT.RES.APPL.2020.14.2.2
A. Khaytbaev
This article proposes a solution for the routing problem in wireless sensor networks (WSN) based on a neural mechanism. The basic concepts of wireless sensor networks, artificial neural networks (ANNs), and WSN routing protocols are presented. The Kohonen ANN was selected to solve the problem of routing in wireless sensor networks based on a neural mechanism. A radio visibility matrix is proposed, which is a mathematical description of the connectivity of network nodes and the radio visibility of each node with respect to all other network nodes. Based on the Kohonen ANN trained by the constructive method, a method for WSN neural network clustering was developed. Two software-modeling environments are presented that were created to confirm the theory with respect to the logic of the developed methods for WSN clustering, their correction and the verification of their adequacy. Numerical results of modeling the solution of the routing problem in a wireless sensor network based on a neural mechanism by neural network clustering, the WSN matrix clustering method and the energy distance neural clustering protocol (EDNCP) are presented. It was found that the developed EDNCP protocol was 29% more efficient than known analogs.
本文提出了一种基于神经机制的无线传感器网络路由问题的解决方案。介绍了无线传感器网络、人工神经网络和无线传感器网络路由协议的基本概念。选择Kohonen神经网络来解决基于神经机制的无线传感器网络中的路由问题。提出了一个无线电可见性矩阵,它是网络节点连通性和每个节点相对于所有其他网络节点的无线电可见性的数学描述。基于构造方法训练的Kohonen神经网络,提出了一种WSN神经网络聚类方法。给出了两个软件建模环境,它们被创建来证实关于所开发的WSN聚类方法的逻辑、它们的校正和它们的充分性的验证的理论。给出了通过神经网络聚类、WSN矩阵聚类方法和能量距离神经聚类协议(EDNCP)对基于神经机制的无线传感器网络中路由问题的求解进行建模的数值结果。发现所开发的EDNCP方案比已知类似物的效率高29%。
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引用次数: 2
Modulation Scheme Identification Based on Artificial Neural Network Algorithms for Optical Communication System 基于人工神经网络算法的光通信系统调制方案识别
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.5
M. Jalil, Jenan Ayad, Hanan j. Abdulkareem
Higher-order modulation schemes in optical communication systems that suffer from several impairments can use artificial intelligence (AI) algorithms, among other possible techniques, to mitigate these issues. In this paper, several techniques for optical communication systems have been proposed to enhance the performance of dual-polarization (DP) M-ary Quadrature Amplitude Modulation (M-QAM) as DP-16-QAM, DP-64-QAM, DP-128-QAM, and DP-256-QAM with 240Gbps data rate. Artificial neural networks (ANNs) with seven different training algorithms have been applied to optimize the optical communication system. A high optimization of modulation format identification (MFI) with accuracy up to 100% was obtained at about 13 dB OSNR and at 22 dB OSNR for the DP-265-QAM format.
在遭受多种损伤的光通信系统中的高阶调制方案可以使用人工智能(AI)算法以及其他可能的技术来缓解这些问题。在本文中,已经提出了几种用于光通信系统的技术来提高双偏振(DP)M元正交幅度调制(M-QAM)的性能,如具有240Gbps数据速率的DP-16-QAM、DP-64-QAM、DP-128-QAM和DP-256-QAM。将具有七种不同训练算法的人工神经网络(Ann)应用于光通信系统的优化。对于DP-265-QAM格式,在约13dB OSNR和22dB OSNR下获得了精度高达100%的调制格式识别(MFI)的高度优化。
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引用次数: 6
A Novel Watermarking Method using Hadamard Matrix Quantization 一种新的基于Hadamard矩阵量化的水印方法
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.1
P. Adi, Pramudi Arsiwi
One of the most used watermarking algorithms is Singular Value Decomposition (SVD), which has a balanced level of imperceptibility and robustness. However, SVD uses a singular matrix for embedding and two orthogonal matrices for reconstruction, which is inefficient. In this paper, a Hadamard matrix is used to get a singular matrix for the reconstruction process. Moreover, SVD works with a floating-point value, which takes long processing time, while the Hadamard matrix works with an integer range, which is more efficient. Visual measurement showed that SVD and the new method had average NC values of 0.8321 and 0.8293, whereas the average SSIM values resulted in the same value (0.9925). In terms of processing time, the proposed method ran faster than SVD with an embedding and extraction time of 0.6308 and 0.2163 seconds against 0.8419 and 0.2935 seconds. The proposed method successfully reduced the running time while maintaining imperceptibility and robustness.
奇异值分解(SVD)是目前应用最广泛的一种水印算法,它具有较好的不可感知性和鲁棒性。然而,奇异值分解使用一个奇异矩阵进行嵌入,两个正交矩阵进行重构,效率低下。本文利用Hadamard矩阵得到重构过程中的奇异矩阵。此外,SVD处理的是浮点值,处理时间较长,而Hadamard矩阵处理的是整数范围,效率更高。目测结果显示,SVD和新方法的NC值均值分别为0.8321和0.8293,而SSIM的均值相同,均为0.9925。在处理时间方面,该方法的嵌入和提取时间分别为0.6308和0.2163秒,优于奇异值分解算法(SVD),分别为0.8419和0.2935秒。该方法在保持不可感知性和鲁棒性的同时,成功地缩短了运行时间。
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引用次数: 4
Design and Implementation of Poka-Yoke System in Stationary Spot-Welding Production Line Utilizing Internet-of-Things Platform 基于物联网平台的固定式点焊生产线防卡系统的设计与实现
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.3
Santo Wijaya, S. Hariyadi, Fransisca Debora, Galih Supriadi
This paper presents the design and implementation of a poka-yoke system in a stationary spot welding (SSW) production line. The human-based SSW production process in a local automotive component company was considered in this study. Due to the repetitive and fast cycle-time of the production process, human errors are inevitable. Such errors lead to customer claims with the subject company. Based on the data of customer claims, there were three major quality issues (missing nuts, wrong-size nuts, asymmetrical spot weld marks). Due to the production line being manual, control of planned production and actual production was poor, leading to delivery issues (delayed delivery). Together these major issues contributed to 34.7% of customer claims on average from May to December 2018. The objective of this study was to solve the issues in the subject company through design and implementing a poka-yoke system utilizing the internet-of-things (IoT) platform to ensure data acquisition and information storage, and production progress monitoring and data analysis to meet user requirements. The combined approach of the poka-yoke system utilizing IoT in the SSW production line yielded satisfactory results with reduced customer claims to 5.3% for the stated problems from February to May 2019. Hence, the design objective was achieved.
本文介绍了固定式点焊生产线中poka磁轭系统的设计和实现。本研究考虑了当地一家汽车零部件公司的人工SSW生产过程。由于生产过程的重复和快速循环时间,人为错误是不可避免的。此类错误会导致客户向目标公司索赔。根据客户索赔的数据,存在三个主要质量问题(螺母缺失、螺母尺寸错误、点焊标记不对称)。由于生产线是手动的,计划生产和实际生产的控制很差,导致交货问题(延迟交货)。2018年5月至12月,这些主要问题加在一起平均占客户索赔的34.7%。本研究的目的是通过设计和实现一个利用物联网(IoT)平台的poka yoke系统来解决主题公司的问题,以确保数据采集和信息存储,以及生产进度监控和数据分析,以满足用户需求。2019年2月至5月,在SSW生产线中使用物联网的poka轭系统的组合方法产生了令人满意的结果,客户对所述问题的索赔减少到5.3%。因此,设计目标得以实现。
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引用次数: 10
Efficient Utilization of Dependency Pattern and Sequential Covering for Aspect Extraction Rule Learning 依赖模式和顺序覆盖在方面提取规则学习中的有效应用
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.4
F. Z. Ruskanda, D. H. Widyantoro, A. Purwarianti
The use of dependency rules for aspect extraction tasks in aspect-based sentiment analysis is a promising approach. One problem with this approach is incomplete rules. This paper presents an aspect extraction rule learning method that combines dependency rules with the Sequential Covering algorithm. Sequential Covering is known for its characteristics in constructing rules that increase positive examples covered and decrease negative ones. This property is vital to make sure that the rule set used has high performance, but not inevitably high coverage, which is a characteristic of the aspect extraction task. To test the new method, four datasets were used from four product domains and three baselines: Double Propagation, Aspectator, and a previous work by the authors. The results show that the proposed approach performed better than the three baseline methods for the F-measure metric, with the highest F-measure value at 0.633.
在基于方面的情感分析中,在方面提取任务中使用依赖规则是一种很有前途的方法。这种方法的一个问题是规则不完整。提出了一种将依赖规则与顺序覆盖算法相结合的方面提取规则学习方法。顺序覆盖以其构造规则的特点而闻名,该规则增加了被覆盖的正例,减少了被覆盖的负例。此属性对于确保所使用的规则集具有高性能至关重要,但不一定具有高覆盖率,这是方面提取任务的一个特征。为了测试新方法,使用了来自四个产品领域和三个基线的四个数据集:Double Propagation, Aspectator和作者之前的工作。结果表明,该方法在F-measure度量上优于3种基线方法,F-measure值最高为0.633。
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引用次数: 0
User Efficiency Model in Usability Engineering for User Interface Design Refinement of Mobile Application 移动应用用户界面设计改进可用性工程中的用户效率模型
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.2
Gladina Desideria, Y. Bandung
Designers are often confronted with challenges or difficulties when designing user interfaces for mobile applications. The information must be clearly delivered to the user and also have an aesthetic appearance and good discoverability. One widely used method for conveying information is directing user attention to a component that is related to his or her task. We propose a recommender system by considering user efficiency in a user attention model. It can give suggestions for designers to improve the appearance of the most efficient component. This recommender system is aimed to help designers in the iteration process of usability engineering, especially to direct user attention to the most efficient component. This system analyzes actual user attention and then refines the user interface based on the energy of each component compared with the baseline energy. Our proposed model successfully increased the efficiency of a mobile learning application from 83.65% to 85.58% and improved discoverability of the most efficient component, thus reducing the task completion time.
设计人员在设计移动应用程序的用户界面时经常面临挑战或困难。信息必须清晰地传达给用户,并且具有美观的外观和良好的可发现性。一种广泛使用的传递信息的方法是将用户的注意力引导到与其任务相关的组件上。我们提出了一个在用户注意力模型中考虑用户效率的推荐系统。它可以为设计师提供建议,以改善最有效的组件的外观。该推荐系统旨在帮助设计人员在可用性工程的迭代过程中,特别是将用户的注意力引导到最有效的组件上。该系统分析用户的实际注意力,然后根据各分量的能量与基线能量进行对比,对用户界面进行细化。我们提出的模型成功地将移动学习应用程序的效率从83.65%提高到85.58%,并提高了最有效组件的可发现性,从而减少了任务完成时间。
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引用次数: 3
Development of Simulated Remote Monitoring and Operation System under Unstable Electric Power Supply 不稳定供电条件下模拟远程监控操作系统的开发
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2020-07-28 DOI: 10.5614/itbj.ict.res.appl.2020.14.1.6
S. Goto, Y. Matsuda, T. Sugi
In this study, a simulated remote monitoring and operation system was developed for an assumed remote area energy plant in a developing country with few skilled operators and unstable electric power supply. It is useful for skilled operators to be able to monitor and operate the energy system from a remote site. Moreover, low-power equipment is required for the Web server in order to reduce the electric power consumption of the remote monitoring system. The system has the function of remote monitoring of data obtained from sensors through a programmable logic controller (PLC), while the monitoring function is realized by a Web application. The PLC can be operated from a remote monitoring site. The simulated remote monitoring and operation system was constructed using an Internet connection and a virtual private network (VPN) connection. The Internet connection was used for open monitoring of acquired data by the public. The VPN was used for secure remote operation of the device on the plant side from a monitoring PC. The effectiveness of the developed system was confirmed though experiments with a simple simulated plant.
在本研究中,针对一个发展中国家假设的偏远地区能源工厂,开发了一个模拟远程监测和操作系统,该工厂的熟练操作人员很少,电力供应不稳定。对于熟练的操作员来说,能够远程监控和操作能源系统是很有用的。此外,为了减少远程监控系统的电力消耗,Web服务器需要配备低功耗的设备。该系统通过可编程控制器(PLC)对传感器获取的数据进行远程监控,并通过Web应用程序实现监控功能。PLC可以从远程监控站点进行操作。采用Internet连接和虚拟专用网(VPN)连接构建了模拟远程监控操作系统。互联网连接被用于公开监控公众获取的数据。VPN用于从监控PC对工厂侧设备进行安全远程操作。通过简单的模拟植物实验,验证了所开发系统的有效性。
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引用次数: 2
An Energy Constraint Approach to Improve Lifetime and Reduce Routing Overhead in Heterogeneous MANET 一种提高异构MANET寿命和减少路由开销的能量约束方法
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2019-12-31 DOI: 10.5614/itbj.ict.res.appl.2019.13.3.4
Poonam, H. Kumar, Santar Pal Singh
Heterogeneous Mobile Ad-hoc Networks (H-MANET) contain different configuration nodes, each of which communicates over a wireless channel and is capable of movement. Heterogeneous wireless networking has attracted lot of interest from consumers in the previous few years for its applications in mobile and personal communications. One of the main constraints in MANET is the high probability of failure due to energy-exhausted nodes. So if the path selected for communication has low battery life then the path breaks prematurely and the re-discovery phase starts, which costs more overhead in the network. Therefore, there is unequal consumption of node energy, which must be prevented. The energy expenditure of the nodes should be balanced in order to minimize path breakage. This can be done by finding the communication path that is the most energy-efficient among alternative disjoint paths. This approach reduces path breakage and routing overhead caused by nodes with low battery life dying in the communication path, thus increasing the network’s lifetime.
异构移动自组织网络(H-MANET)包含不同的配置节点,每个节点都通过无线信道进行通信,并且能够移动。异构无线网络由于其在移动通信和个人通信中的应用,在过去几年中引起了消费者的极大兴趣。MANET的主要限制之一是由于能量耗尽节点而导致故障的高概率。因此,如果选择的通信路径电池寿命较低,则路径过早中断,重新发现阶段开始,这将花费更多的网络开销。因此,存在节点能量消耗不均的情况,必须加以防止。节点的能量消耗应该是平衡的,以尽量减少路径中断。这可以通过在可选的不相交路径中找到最节能的通信路径来实现。这种方法减少了由于通信路径中电池寿命较低的节点死亡而导致的路径中断和路由开销,从而增加了网络的寿命。
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引用次数: 0
Two-stage S-Band LNA Development Using Non-Simultaneous Conjugate Match Technique 基于非同步共轭匹配技术的两级s波段LNA发展
IF 0.6 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS Pub Date : 2019-12-31 DOI: 10.5614/itbj.ict.res.appl.2019.13.3.3
A. Munir, Y. Taryana, M. Yunus, H. Nusantara, M. R. Effendi
This paper presents the development of a two-stage low noise amplifier (LNA) operating at the S-band frequency that is implemented using the non-simultaneous conjugate match (NSCM) technique. The motivation of this work was to solve the issue of the gain of LNAs designed using the most commonly used technique, i.e. simultaneous conjugate match (SCM), which often produce an increase of other parameter values, i.e. noise figure and voltage standing wave ratio (VSWR). Prior to hardware implementation, the circuit simulation software Advanced Design System (ADS) was applied to design the two-stage S-band LNA and to determine the desired trade-off between its parameters. The proposed two-stage S-band LNA was deployed on an Arlon DiClad527 using a bipolar junction transistor (BJT), type BFP420. Meanwhile, to achieve impedances that match the two-stage S-band LNA circuit, microstrip lines were employed at the input port, the interstage, and the output port. Experimental characterization showed that the realized two-stage S-band LNA produced a gain of 22.77 dB and a noise figure of 3.58 dB at a frequency of 3 GHz. These results were 6.1 dB lower than the simulated gain and 0.76 dB higher than the simulated noise figure respectively.
本文介绍了一种工作在s波段的两级低噪声放大器(LNA),该放大器采用非同时共轭匹配(NSCM)技术实现。这项工作的动机是为了解决使用最常用的技术(即同时共轭匹配(SCM))设计的LNAs的增益问题,该技术通常会产生其他参数值的增加,即噪声系数和电压驻波比(VSWR)。在硬件实现之前,应用电路仿真软件Advanced Design System (ADS)来设计两级s波段LNA,并确定其参数之间的期望权衡。所提出的两级s波段LNA采用BFP420型双极结晶体管(BJT)部署在Arlon DiClad527上。同时,为了实现与两级s波段LNA电路相匹配的阻抗,在输入端口、级间端口和输出端口采用微带线。实验表征表明,所实现的两级s波段LNA在3ghz频率下的增益为22.77 dB,噪声系数为3.58 dB。结果比模拟增益低6.1 dB,比模拟噪声系数高0.76 dB。
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引用次数: 3
期刊
Journal of ICT Research and Applications
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