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DETECTING OUTLIER IN THE MULTIVARIATE DISTRIBUTION USING PRINCIPAL COMPONENTS 利用主成分检测多变量分布中的异常值
Pub Date : 2023-05-03 DOI: 10.29121/ijoest.v7.i2.2023.488
Aldwin M. Teves
It is crucial to make inference out of the data at hand. It makes sense to discard spurious observations prior to application of statistical analysis. This study advances a procedure of determining outliers based from the principal components of the original variables. These variables are sorted and given weights based on the magnitude of their inner product with the principal components formulated from the centered and scaled variables. The weights are the corresponding variances explained by the principal components. The measure of proximity among observations is proportionate to the variance (eigenvalues) associated with the principal components. The methodology defines two distinct subintervals where the suspected outliers settle in one of these subintervals based on the proximity measures δo. On the merit of simulated data, the procedure detected 100 percent when the outliers are coming from distinct distribution. On the other hand, the procedure detected 98.7 per cent when the distribution of outliers have equal variance-covariance matrix with the outlier-free distribution and a slight difference in the vector of means.
从手头的资料中作出推断是至关重要的。在应用统计分析之前抛弃虚假的观察结果是有意义的。本研究提出了一种根据原始变量的主成分确定异常值的方法。对这些变量进行排序,并根据其内积的大小给出权重,其中主成分由中心变量和缩放变量组成。权重是由主成分解释的相应方差。观测值之间的接近度与与主成分相关的方差(特征值)成正比。该方法定义了两个不同的子区间,其中可疑异常值根据接近度量δo在其中一个子区间内定居。根据模拟数据的优点,当异常值来自不同的分布时,该程序检测到100%。另一方面,当离群值的分布与无离群值分布具有相等的方差-协方差矩阵并且在均值向量上略有差异时,该程序检测到98.7%。
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引用次数: 0
THE MATHEMATICAL ANALYSIS AND IMPROVEMENT OF MATRIX ALGORITHM FOR FEEDER FAULT LOCATION BASED ON FTU IN THE DISTRIBUTION NETWORK 基于ftu的配电网馈线故障定位矩阵算法的数学分析与改进
Pub Date : 2023-04-28 DOI: 10.29121/ijoest.v7.i2.2023.491
Blaise Kevine Lenz Soronga, Shayan Zafar, Shaowu Shi, Binda Yumba Benjamin
The mathematical analysis and improvement of matrix algorithm based on FTU has been proposed to solve fault location problem in complex multi-source and multi fault distribution networks of power system. Based on the structural characteristics of the distribution system, a description matrix D is established by assuming the power sources and a positive direction and it derived from the correlation between the positive direction and different power lines. As a function of the fault current direction transmitted by the terminal power supply unit which is our feeder terminal unit (FTU), the fault information vector F is set up. By combining the description matrix D and searching for non-zero elements in the fault information vector, the fault location vector is discovered according to the fault location criteria. During the observation of the elements in the fault location vector, by analyzing we immediately found the location of the defect area. This algorithm can solve problems that cannot be completely solved by other algorithms, such as power terminal failures, ring network failures, and multi-source failures. This method does not require matrix multiplication or normalization. The widespread use of distributed generation (DG) has made the distribution network more complex, and it leads to the failure of the traditional matrix algorithm. Therefore, the matrix algorithm is further improved to adapt the complex characteristics of DG. Considering the accuracy, we avoid random search operations by filtering fault candidate scenarios based on fault confidence and Each algorithm run 100 times in a loop, and the average time taken for a single run is used as a measure of the computational efficiency of the algorithm. The matrix algorithm utilizes the information uploaded by FTU to SCADA to create network description matrix, fault information matrix, which are then used to obtain the fault judgment matrix for fault location and isolation and it proves that the algorithm judgment is effective.
针对电力系统复杂多源多故障配电网的故障定位问题,提出了基于FTU的矩阵算法的数学分析和改进方法。根据配电系统的结构特点,假设电源和正方向,根据正方向与不同电力线之间的相关性,建立描述矩阵D。作为终端供电单元(我们的馈线终端单元(FTU))传输的故障电流方向的函数,建立故障信息向量F。结合描述矩阵D,搜索故障信息向量中的非零元素,根据故障定位准则发现故障定位向量。在观察故障定位向量中的元素时,通过分析我们立即找到了缺陷区域的位置。该算法可以解决电源终端故障、环网故障、多源故障等其他算法无法完全解决的问题。这种方法不需要矩阵乘法或归一化。分布式发电的广泛应用使配电网变得更加复杂,导致传统的矩阵算法失效。因此,进一步改进矩阵算法,以适应DG的复杂特性。考虑到准确率,我们基于故障置信度对故障候选场景进行过滤,避免了随机搜索操作。每个算法循环运行100次,并以单次运行的平均时间作为算法计算效率的度量。矩阵算法利用FTU上传到SCADA的信息生成网络描述矩阵、故障信息矩阵,然后利用这些信息得到故障判断矩阵,进行故障定位和隔离,证明了该算法判断的有效性。
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引用次数: 0
DESIGN AND CONSTRUCTION OF 625KVAR POWER FACTOR CORRECTING PANEL 625kvar功率因数校正板的设计与制作
Pub Date : 2023-04-26 DOI: 10.29121/ijoest.v7.i2.2023.465
Micheal Olusolade, F. Bello, Tope Akinbobola Akinseye, John Alesanmi Faweya
In industry, most of the loads are inductive in nature which results in lagging power factor. This is the same for some commercial centers and homes with modern appliances, thus resulting in loss and wastage of energy leading to high power bills and heavy penalties from electricity boards in some developed countries. This electrical feature when low below certain values, below unity brings about low voltages, large copper loss, poor efficiency and hotness of the conductor used in the circuit. Power factor is the ratio of real or active power to apparent power. It is unit less. At unit (1) power factor, active and apparent power are equal. At this level, the reactive power is equal to zero and current is at minimum value. This 625kVar power factor correcting panel operates both manually and automatically for active load of 500kW at 0.8 power factors to bring it to 0.99 power factors. There are many ways to achieve this, but this project is employing only the use of capacitors and six capacitors were used. Conclusively, this design was successfully executed, and it is an indication that capacitors can be used to meet different initial and corrected power factor angle as losses were minimized hence reducing heat in the transformer, cables, and switch gear of the power system.
在工业中,大多数负载本质上是感性的,这导致了滞后的功率因数。一些商业中心和拥有现代电器的家庭也是如此,从而导致能源的损失和浪费,导致一些发达国家的高额电费和电力局的重罚。该电气特性在低于一定值时,低于单位会导致电路中所用导体的电压低、铜损耗大、效率差和热性差。功率因数是实际或有功功率与视在功率的比值。它是单位小的。在单位(1)功率因数时,有功功率和视在功率相等。在这个水平,无功功率等于零,电流处于最小值。这款625kVar功率因数校正面板可以手动和自动操作,在0.8功率因数的500kW有功负载下,使其达到0.99功率因数。实现这一目标的方法有很多,但本项目仅采用电容器,并使用了6个电容器。最后,该设计成功地执行了,这表明电容器可以用于满足不同的初始和校正功率因数角,因为损耗最小,从而减少了电力系统中变压器,电缆和开关设备的热量。
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引用次数: 0
CRYPTOGRAPHIC METHOD TO ENHANCE DATA SECURITY USING RSA ALGORITHM AND MELLIN TRANSFORM 采用rsa算法和梅林变换增强数据安全性的密码学方法
Pub Date : 2023-04-26 DOI: 10.29121/ijoest.v7.i2.2023.490
Akash Thakkar, Ravi Gor
Cryptography is the technique of using mathematical algorithms to encrypt and decrypt the information. The process of converting plaintext to ciphertext is known as encryption, whereas the process of converting ciphertext to plaintext is known as decryption. Encryption and decryption methods based on Mellin Transform are unable to provide more security while transmitting the information. RSA algorithm is an Asymmetric key cryptography algorithm. The purpose of this study is to present a cryptographic method that uses the RSA algorithm and Mellin Transform to improve communication security.
密码学是一种使用数学算法对信息进行加密和解密的技术。将明文转换为密文的过程称为加密,而将密文转换为明文的过程称为解密。基于Mellin变换的加解密方法在传输信息时无法提供更高的安全性。RSA算法是一种非对称密钥加密算法。本研究的目的是提出一种使用RSA算法和Mellin变换来提高通信安全性的加密方法。
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引用次数: 1
THEORETICAL STUDY OF NEW CANDIDATE ORGANIC MATERIALS FOR PHOTOVOLTAIC APPLICATIONS 光伏应用新候选有机材料的理论研究
Pub Date : 2023-04-26 DOI: 10.29121/ijoest.v7.i2.2023.485
Anass El Karkri, Imane El mhamedi, Zakaria El malki, M. Bouachrine
Our work consists of a theoretical prediction, through DFT and TD-DFT methods, of the electronic and optical properties of six conjugated organic compounds used as electron donor materials in BHJ solar cells, of which PCBM is the acceptor material. This study is necessary to discuss the effect of substituents (donor units) on the different properties of these compounds, and to predict promising materials in organic solar cells using the AMPS-1D simulation software. The results obtained show that all the molecules have good geometric, electronic and optical properties, thus showing an increase in the power conversion efficiency of photovoltaic cells based on these materials, which reaches a value of 17% for the molecule P-Eth-TEdotT-A.
我们的工作包括通过DFT和TD-DFT方法,对六种作为BHJ太阳能电池电子给体材料的共轭有机化合物的电子和光学性质进行理论预测,其中PCBM是受体材料。本研究对于讨论取代基(供体单元)对这些化合物不同性质的影响,以及利用AMPS-1D模拟软件预测有机太阳能电池中有前途的材料是必要的。结果表明,所有分子都具有良好的几何、电子和光学性质,从而提高了基于这些材料的光伏电池的功率转换效率,p - eth - tedot - a分子的功率转换效率达到17%。
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引用次数: 0
CAVITATION FUSION BY ENERGY-INTENSIVE MULTIFUNCTION CAVITATION IN A STRONG MAGNETIC FIELD WITH LASER LIGHT EXCITATION 高能多功能空化在强磁场下激光激发的空化聚变
Pub Date : 2023-04-24 DOI: 10.29121/ijoest.v7.i2.2023.492
T. Yoshimura
This paper introduces an experimental apparatus capable of producing cavitation fusion based on laser-assisted high-magnetic-field energy-intensive multifunction cavitation. Combining water jet, ultrasonic and magnetic field energy sources has been shown to increase the luminescence intensity in this system such that the threshold required for deuterium-tritium fusion can be exceeded. The incorporation of a laser provides a further improvement in emission intensity based on an increase in the internal temperature of bubbles. Multiphoton excitation induced by the laser irradiation raises the pressure generated during collisions between bubbles. Consequently, the probability of achieving cavitation fusion is greatly enhanced.
介绍了一种基于激光辅助高磁场高能多功能空化的空化聚变实验装置。结合水射流、超声波和磁场能量源可以提高系统的发光强度,从而超过氘氚聚变所需的阈值。在气泡内部温度增加的基础上,激光的加入进一步提高了发射强度。激光辐照引起的多光子激发提高了气泡碰撞时产生的压力。因此,实现空化聚变的可能性大大提高。
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引用次数: 2
HYBRID SCHEMES BASED ON WAVELET TRANSFORM AND CONVOLUTIONAL AUTO-ENCODER FOR IMAGE COMPRESSION 基于小波变换和卷积自编码器的图像压缩混合方案
Pub Date : 2023-04-05 DOI: 10.29121/ijoest.v7.i2.2023.479
H. Chakib, N. Idrissi, Oussama Jannani
In recent years, image compression techniques have received a lot of attention from researchers as the number of images at hand keep growing. Digital Wavelet Transform is one of them that has been utilized in a wide range of applications and has shown its efficiency in image compression field. Moreover, used with other various approaches, this compression technique has proven its ability to compress images at high compression ratios while maintaining good visual image quality. Indeed, works presented in this paper deal with mixture between Deep Learning algorithms and Wavelets Transformation approach that we implement in different color spaces. In fact, we investigate RGB and Luminance/Chrominance YCbCr color spaces to develop three image compression models based on Convolutional Auto-Encoder (CAE). In order to evaluate the models’ performances, we used 24 raw images taken from Kodak database and applied the approaches on every one of them and compared achieved experimental results with those obtained using standard compression method. We draw this comparison in terms of performance parameters: Structural Similarity Index Metrix SSIM, Peak Signal to Noise Ratio PSNR and Mean Square Error MSE. Reached results indicates that with proposed schemes we gain significate improvement in distortion metrics over traditional image compression method especially SSIM parameter and we managed to reduce MSE values over than 50%. In addition, proposed schemes output images with high visual quality where details and textures are clear and distinguishable.
近年来,随着手头图像数量的不断增加,图像压缩技术受到了研究人员的广泛关注。数字小波变换就是其中的一种,在图像压缩领域得到了广泛的应用,并显示出它的有效性。此外,与其他各种方法一起使用,这种压缩技术已经证明了它能够以高压缩比压缩图像,同时保持良好的视觉图像质量。事实上,本文中提出的工作涉及深度学习算法和小波变换方法的混合,我们在不同的色彩空间中实现。事实上,我们研究了RGB和亮度/色度YCbCr颜色空间,开发了三种基于卷积自编码器(CAE)的图像压缩模型。为了评估模型的性能,我们使用了取自柯达数据库的24张原始图像,并对每张图像应用了该方法,并将得到的实验结果与使用标准压缩方法得到的结果进行了比较。我们根据性能参数进行比较:结构相似指数矩阵SSIM,峰值信噪比PSNR和均方误差MSE。实验结果表明,与传统的图像压缩方法相比,我们在失真指标方面取得了显著的改进,特别是SSIM参数,并且我们成功地将MSE值降低了50%以上。此外,所提出的方案输出的图像具有高视觉质量,其中细节和纹理清晰可辨。
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引用次数: 0
NATION BRAND ARCHITECTURE- A REALITY OR REVERIE FOR AFRICAN NATIONS: THE CASE OF BOTSWANA 国家品牌建筑——非洲国家的现实或幻想:博茨瓦纳的案例
Pub Date : 2023-03-18 DOI: 10.29121/ijoest.v7.i2.2023.467
Tshepo Maswabi, Jane Monyake, P. Mburu
Nation brand architecture gives a ‘sense of mission’ which can help unify key players, concentrate resources, increase efficiency, and create synergies in customer attraction Joao (2018). However, what seemingly works for product/ corporate brands appears to be more of a brown study for nation branding. Adoption of nation brand architecture is gaining traction in Western nations. Many countries in Africa such as Botswana seem not to be consciously employing this seemingly beneficial concept.This paper therefore explores the extent to which Botswana; an African nation has adopted this concept. It also focuses on how the nation embeds and applies the existing national identities such as national colours (reflected in the nation flag), symbols, animals, and plants in the brand architecture.The study employs a content analysis approach that investigates the nation against four overarching themes of brand architecture. Using the Dinnie (2008) Nation Brand Architecture Model (NBAR), the paper draws valuable insights from an analysis of brand architecture concepts as well as the current adopted or default brand architecture for the nation of Botswana. The paper forms the initial sequel of papers on Botswana nation brand architecture model. The initial findings present a tenuous understanding of the adopted architecture reflective of both the endorsed and branded house architecture.
国家品牌架构提供了一种“使命感”,可以帮助统一关键参与者,集中资源,提高效率,并在吸引客户方面产生协同效应Joao(2018)。然而,对产品/企业品牌有效的方法似乎更像是对国家品牌的研究。在西方国家,采用民族品牌架构的势头正在增强。象博茨瓦纳这样的非洲许多国家似乎并没有有意识地采用这一似乎有益的概念。因此,本文探讨了博茨瓦纳;一个非洲国家采纳了这一概念。它还关注国家如何在品牌架构中嵌入和应用现有的国家身份,如国家颜色(反映在国旗上),符号,动物和植物。该研究采用了内容分析方法,根据品牌架构的四个总体主题对国家进行调查。使用Dinnie(2008)的国家品牌架构模型(NBAR),本文从对品牌架构概念的分析以及博茨瓦纳目前采用或默认的品牌架构中得出了有价值的见解。本文是博茨瓦纳民族品牌架构模型研究的初步延续。最初的研究结果显示了对采用的建筑的模糊理解,反映了认可和品牌的住宅建筑。
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引用次数: 0
ISOMORPHISM OF STANDARD TO DESIGN ADJUSTED, RESOURCES UTILIZATION EFFICIENCY AS A NEXUS FOR BUILDABILITY EVALUATION 设计标准同构调整,资源利用效率作为可建性评价的纽带
Pub Date : 2023-03-18 DOI: 10.29121/ijoest.v7.i2.2023.471
Babatunde Adeniyi Yusuf, A. Anjonrin-Ohu
In spite of the importance of the concept of design buildability, it has found little application in construction management because the concept is yet to be validly measured. It is for this purpose that this study aims at developing an evaluation technique that is mathematically valid, to generate a metric for measuring buildability which does not only preserve transitive order but that also measures distance. Buildability was modeled into the Resources Utilization Efficiency (RUE) equation as a disturbance (
尽管设计可建造性的概念很重要,但它在施工管理中的应用很少,因为这个概念尚未得到有效的测量。正是出于这个目的,本研究旨在开发一种数学上有效的评估技术,以生成一个度量可建造性的度量,该度量不仅保持传递顺序,而且还测量距离。可建造性作为扰动(扰动)被建模到资源利用效率方程中。
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引用次数: 0
IDENTIFICATION OF THE DISCRIMINATING MOLECULAR PROFILES OF FIVE MAIN RUBBER TREE (HEVEA BRASILIENSIS) GENOTYPES RECOMMENDED IN IVORY COAST 象牙海岸推荐的五种主要橡胶树(巴西橡胶树)基因型鉴别分子谱的鉴定
Pub Date : 2023-03-02 DOI: 10.29121/ijoest.v7.i2.2023.463
H. M. Kouakou, Angeline. A. E. Elabo, I. J. Fofana, N. D. Pokou, K. Brou, Nafan, Diarrassouba, S. M. Yao, Arnaud Freddy Yapi, Y. Gnagne, S. Obouayeba
This study was undertaken to identify the microsatellite markers characteristic of rubber tree genotypes, producers of natural rubber. Twelve pairs of microsatellite primers obtained from expressed sequence tags (EST), available in the GENBANK genomic bank, were used to screen a sample of 40 individuals, that is, 8 per genotype. These microsatellite loci are di, tri or tetranucleotides, patterned perfect, imperfect, compound or complex. This study on the GT1, PB217, IRCA41, IRCA230 and IRCA331 genotypes, recommended in Ivory Coast, showed that it is possible to characterize them by using three microsatellite loci, such as Hb36, Hb43 and Hb110. The abundance of repeats observed in the genome of rubber tree clones was similar to those reported in other works. These can be exploited and used in rubber tree clonal improvement programs.
本研究旨在鉴定天然橡胶生产商橡胶树基因型的微卫星标记特征。从GENBANK基因组库中获得的表达序列标签(EST)中获得的12对微卫星引物用于筛选40个个体的样本,即每个基因型8个。这些微卫星位点是二核苷酸、三核苷酸或四核苷酸,有完美型、不完美型、复合型或复合体型。本研究对科特迪瓦推荐的GT1、PB217、IRCA41、IRCA230和IRCA331基因型进行了研究,结果表明,可以利用Hb36、Hb43和Hb110三个微卫星位点对它们进行表征。在橡胶树无性系基因组中观察到的重复序列丰度与其他研究报告相似。这些可用于橡胶树克隆改良计划。
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引用次数: 0
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International Journal of Engineering Science Technologies
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