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Deep Learning for Fake News Detection: Literature Review 深度学习用于假新闻检测:文献综述
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1292
Mohammed Haqi Al-Tai, Bashar M. Nema, Ali Al-Sherbaz
 The use of Deep Learning (DL) for identifying false or misleading information, known as fake news, is a growing area of research. Deep learning, a form of machine learning that utilizes algorithms to learn from large data sets, has shown promise in detecting fake news. The spread of fake news can cause significant harm to society economically, politically, and socially, and it has become increasingly important to find ways to detect and stop its spread. This paper examines current studies that use deep learning methods, such as Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs), as well as the multi-model approach, to detect fake news. It also looks at the use of word embedding models to convert text to vector representations and the datasets used for training models. Furthermore, the paper discusses the use of the attention mechanism in conjunction with deep learning to process sequential data.
使用深度学习(DL)来识别虚假或误导性信息(即假新闻)是一个不断发展的研究领域。深度学习是一种利用算法从大型数据集中学习的机器学习形式,在检测假新闻方面显示出了希望。假新闻的传播会对社会经济、政治和社会造成重大伤害,找到发现和阻止其传播的方法变得越来越重要。本文考察了目前使用深度学习方法(如卷积神经网络(cnn)和循环神经网络(rnn))以及多模型方法来检测假新闻的研究。它还研究了使用词嵌入模型将文本转换为向量表示和用于训练模型的数据集。此外,本文还讨论了将注意力机制与深度学习结合使用来处理序列数据。
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引用次数: 1
A New Smart Home Intruder Detection System Based on Deep Learning 一种基于深度学习的智能家居入侵者检测系统
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1267
Hiba Hameed Ali, Jolan Rokan Naif, Waleed Rasheed Humood
The security of home doors has become one of the necessities in this era. The Internet of Things (IoT) technology has also entered into building the smart home. Therefore, it has become necessary to develop a facial recognition system that can be implemented on IoT devices. This study presented a method to recognize faces using the efficientnet-b4. Transfer learning with fine-tuning was used here due to the small dataset size and high accuracy (accuracy of Top-1= 82.9% and accuracy of Top-5 = 96.4%) of EfficientNet-B4 and it has fewer parameters (19.5 M) than the previously known model and this is what we are looking for in order to implement it on the Raspberry Pi. After training and saving the model, it is converted into a lightweight model and transferred to the Raspberry to distinguish faces. The results showed that the model had an accuracy of 97%, despite the fact that the collected images were taken in different lighting, different places, and different facial expressions.
安全的家居门已经成为这个时代的必需品之一。物联网(IoT)技术也进入了智能家居的建设。因此,有必要开发一种可以在物联网设备上实施的面部识别系统。本研究提出了一种基于高效率的人脸识别方法。这里使用了带有微调的迁移学习,因为高效网- b4的数据集规模小,精度高(Top-1的精度= 82.9%,Top-5的精度= 96.4%),而且它比以前已知的模型参数更少(19.5 M),这就是我们正在寻找的,以便在树莓派上实现它。经过训练并保存模型后,将其转换为轻量级模型,并转移到Raspberry中进行人脸识别。结果表明,尽管所收集的图像是在不同的光线、不同的地点和不同的面部表情下拍摄的,但该模型的准确率为97%。
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引用次数: 0
Natural Ingredients in the Jimen Basin Using Remote Sensing Technology 利用遥感技术研究吉门盆地天然成分
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1300
Mohammed Hazim Khalel, A. Hamza, Firas Khaled
The scarcity of water resources constitutes a real problem facing man on an ongoing basis, especially with the exacerbation of environmental degradation and drought that affected large parts of the globe. With the increase in the number of the earth's population, the world is in need of more water sources for various activities. The study of the importance of water harvesting in its economic and environmental advantages lies in the impact on increasing and improving the productivity of agricultural crops by providing additional water at a low cost using supplementary irrigation. Remote sensing and applications of informatics systems are used to detect the best sites for the application of rainstorm water collection methods. This study aims to produce a map of the optimal sites for water harvesting methods to benefit from the water at the site of its fall without waiting for it to reach the downstream in Jimen Basin. This site is characterized by the presence of geological formations that have an important role in the application of water harvesting such as solid formations that allow the construction of dams within the basin. The study analyzed a lot of data on air temperature, solar radiation, relative humidity, evaporation, and rainfall amount. The geological formations, natural plants, and types of soil were also studied. It was found that Jimen Basin is very suitable to be used as a water harvesting basin to develop the region around the basin which is semi-arid. In conclusion, the proposed lake can help provide the possibility of establishing a residential city and also be a promising tourist site.
水资源匮乏是人类持续面临的一个真正问题,特别是在影响到全球大部分地区的环境退化和干旱加剧的情况下。随着地球人口数量的增加,世界需要更多的水资源来进行各种活动。对集水在经济和环境方面的优势的重要性的研究,在于利用补充灌溉以低成本提供额外的水,对增加和改善农作物生产力的影响。遥感和信息学系统的应用被用来探测应用暴雨雨水收集方法的最佳地点。本研究旨在绘制集水方法的最佳地点地图,以便在落水地点从水中受益,而无需等待水到达吉门盆地下游。该基地的特点是地质构造的存在,这些地质构造在集水应用中起着重要作用,例如固体构造,可以在盆地内建造水坝。该研究分析了大量关于空气温度、太阳辐射、相对湿度、蒸发和降雨量的数据。地质构造、天然植物和土壤类型也进行了研究。发现吉门盆地非常适合作为集水区来开发其周围的半干旱地区。总之,提议的湖泊可以帮助提供建立一个居住城市的可能性,也可以成为一个有前途的旅游景点。
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引用次数: 0
The Role of Teleconnection Patterns on Wind Speed of Iraqi-Kurdistan Region 遥相关模式对伊拉克-库尔德斯坦地区风速的影响
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1249
Awder Aziz Ahmed, Meeran A. Omer, Salahaddin A. Ahmed
Changes in the wind speed of the Iraqi-Kurdistan region are associated with many types of teleconnection patterns. Daily wind speed datasets for eight meteorological stations in the Iraqi-Kurdistan region were gathered from Sulaymaniya, Penjwen, Hallabja, Kalar, Erbil, Sallahadin, Zakho, and Duhok weather stations. spectral comparability between the daily wind speed of the eight sites and prominent atmospheric indices was implemented for the North Atlantic Oscillation (NAO), Southern Oscillation (SO), Mediterranean Oscillation (MO), and Arctic Oscillation (AO), using the multi-taper method (MTM) for spectral analysis to find the source of the wind speed cycle of the cites for the study area. It was found that the common cycles for the eight stations are 2.22, 2.5, 3.33, 3.7, 4.35, 5.56, 7.14, 10, and 14.29 cycles. It is obvious that there are common cycles between each of the NAO, SO, MO, and AO indices and the cycles of daily wind speed of the eight stations. The results of this study will allow us to understand the relation between the regional daily wind speeds patterns fluctuations and the global teleconnection patterns and also to forecast the behavior of daily regional wind speed.
伊拉克-库尔德斯坦地区的风速变化与许多类型的遥相关模式有关。伊拉克-库尔德斯坦地区8个气象站的每日风速数据集来自苏莱曼尼亚、Penjwen、Hallabja、Kalar、Erbil、salallahadin、Zakho和Duhok气象站。对北大西洋涛动(NAO)、南方涛动(SO)、地中海涛动(MO)和北极涛动(AO)等8个站点的日风速与主要大气指数进行光谱比较,采用多锥法(MTM)进行光谱分析,寻找研究区城市风速周期的来源。结果表明,8个台站的共同周期分别为2.22、2.5、3.33、3.7、4.35、5.56、7.14、10和14.29个周期。NAO指数、SO指数、MO指数和AO指数与8个台站日风速周期之间存在明显的共同周期。研究结果将有助于我们了解区域日风速型波动与全球遥相关型的关系,并对区域日风速的变化规律进行预测。
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引用次数: 0
Water Harvesting in the Jimin Basin by Using Remote Sensing Techniques and Geographical Information Systems 基于遥感技术和地理信息系统的集民流域集水研究
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1301
Mohammed Hazim Khalel, A. Hamza, Firas Khaled
What is meant by water harvesting is the process of collecting and storing surface runoff water resulting from precipitation to benefit from it for agricultural purposes, feeding underground storage, and providing drinking water for humans and animals. For the basin, especially evaporation, where the number of hours of the solar surface was recorded in two Kirkuk stations (11) hours/day, respectively, and it was recorded in Chamchamal station at about (12) hours/day, while it decreases during the winter months, as it reaches about (5) in Chamchamal station, respectively, while in Kirkuk station reached (6) hours/day, respectively. The highest monthly rates were recorded during the winter months (December) by (66.4, and 66.7%) for both stations (Chemchamal-Kirkuk), respectively. While its lowest monthly rates were recorded during the summer months (July and August), when it reached (24.2%), which can predict the presence of saturated soil, which reduces filtration and leakage after rain falls and generates surface runoff, which can be harvested and utilized from the water. For both stations, they are spatially and temporally dissimilar, as the highest average of their monthly totals was recorded during the winter seasons in Chamchamal station in January and February to (92.9 mm) respectively, then it decreased relatively during December as recorded (90.1 mm). The annual rainfall was recorded in both stations (Chemchamal-Kirkuk) (502.3, 337.7 mm). It is clear from the foregoing that the plant has an important role in the presence of organic matter in the soil, which increases the seepage of falling rainwater and does not generate surface runoff. Therefore, the areas that are characterized by the presence of vegetation can be exploited by applying the harvesting methods designated for such areas that are characterized by water leakage into the ground, and therefore the soil is radiant with moisture, which can be cultivated directly, especially by applying the technology of mountain terraces that works to impede water and increase its seepage into the soil layer, especially These areas are characterized by their height and exposure to soil erosion after heavy rains.
集水指的是收集和储存由降水产生的地表径流的过程,以便从中受益,用于农业目的,为地下储水库提供食物,并为人类和动物提供饮用水。对于盆地,特别是蒸发,两个基尔库克站分别记录了太阳表面的小时数(11)h /d, Chamchamal站记录了大约(12)h /d,而在冬季,太阳表面的小时数减少,Chamchamal站分别记录了大约(5)h /d,基尔库克站分别记录了大约(6)h /d。两个站点(Chemchamal-Kirkuk)在冬季月份(12月)的月发病率最高,分别为66.4和66.7%。而在夏季(7月和8月),它的月率最低,达到24.2%,这可以预测饱和土壤的存在,这减少了降雨后的过滤和渗漏,并产生地表径流,可以从水中收集和利用。Chamchamal站的月平均降水量在冬季最高,分别为1月和2月(92.9 mm), 12月相对下降(90.1 mm)。两个站点(Chemchamal-Kirkuk)均记录了年降雨量(502.3,337.7 mm)。从上文可以清楚地看出,植物在土壤中有机质的存在中起着重要作用,有机质增加了雨水的渗透性,而不产生地表径流。因此,对于具有植被特征的地区,可以采用专门针对这些地区的采收方法进行开发,这些地区的特点是漏水进入地下,因此土壤散发着水分,可以直接耕种,特别是应用山地梯田技术,可以阻止水,增加水渗透到土壤层。特别是这些地区的特点是他们的高度和暴露在大雨后的土壤侵蚀。
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引用次数: 2
Image Encryption Using New Non-Linear Stream Cipher Cryptosystem 基于新型非线性流密码系统的图像加密
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1294
A. M. Ali, F. Ali, Sabah Manfi Redha, Nurideen Abubakari
In this paper, we designed a new efficient stream cipher cryptosystem that depends on a chaotic map to encrypt (decrypt) different types of digital images. The designed encryption system passed all basic efficiency criteria (like Randomness, MSE, PSNR, Histogram Analysis, and Key Space) that were applied to the key extracted from the random generator as well as to the digital images after completing the encryption process.
本文设计了一种新的基于混沌映射的高效流密码系统来对不同类型的数字图像进行加密(解密)。设计的加密系统通过了从随机生成器中提取的密钥以及完成加密过程后的数字图像的所有基本效率标准(随机性、MSE、PSNR、直方图分析、密钥空间等)。
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引用次数: 0
Usability Evaluation of the Top 10 Universities in Iraq Using Heuristic Methods 基于启发式方法的伊拉克前10所大学可用性评价
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1234
Raza Abdulla, H. Faraj, Kazhan O. Mohammed, M. Younis
A heuristic evaluation ‎ model is proposed for assessing the usability of the Top 10 Iraq university websites. ‎This model is based on 3 hierarchies of website usability criteria levels. The top hierarchy level consists of five website categories: design and layout, learnability, content, performance, and errors. In the middle hierarchy level 18 subcategories, and in the bottom hierarchy level 44 elements were described. The evaluation model utilized both automated tools and observation methods. To validate the results obtained by the proposed model, the selected universities were evaluated and scored according to the usability criteria of their websites. Besides the observation elements, the four automated tools (thinkwithgoogle, gtmetrix, tools. Pingdom, and webpagetest) were also used to assess the error and performance of the websites. The study showed that except for the University of Kufa and Baghdad University websites, the rest of the university websites failed to meet the applied website usability criteria levels of the proposed evaluation model.
提出了一种启发式评价模型,用于评价伊拉克十大大学网站的可用性。这个模型基于网站可用性标准的3个层次。最高层次包括五个网站类别:设计和布局、可学习性、内容、性能和错误。在中间层次中描述了18个子类别,在底层层次中描述了44个元素。评价模型采用了自动化工具和观察方法。为了验证所提出的模型所获得的结果,根据其网站的可用性标准对所选大学进行了评估和评分。除了观察元素,四个自动化工具(thinkwithgoogle, gtmetrix, tools)。Pingdom和webpagetest)也被用来评估网站的错误和性能。研究表明,除库法大学和巴格达大学网站外,其余大学网站均未达到所提出的评估模型所适用的网站可用性标准水平。
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引用次数: 0
Synthesis and Characterization of PMMA/HAP/MgO Nanocomposite as an Antibacterial Activity for Dental Applications PMMA/HAP/MgO纳米复合材料的合成及抗菌性能研究
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1330
Jawaher Abdulelah Sadeq, A. R. A. Majeed, R. Hussain, Salim F. Bamsaoud
The current work focuses on the preparation of magnesium oxide nanoparticles using aqueous magnesium chloride salts and sodium hydroxide powder by a simple chemical precipitation method and at an annealing temperature of 700 °C for 6 hours. The structural and morphological properties of the magnesium oxide nanoparticles were investigated using X-ray diffraction (XRD). Polycrystalline cube and using the Scherer equation showed a crystalline size of 17.23 nm. EDS analyzes showed high purity. Scanning electron microscopy (FESEM) showed the spherical shape of the magnesium oxide particles. With particle size within the range (65-185) nm. While a (PMMA)-HAP nanocomposite was synthesized. -MgO) for use in dental applications such as fillings and dentures. A nanocomposite (PMMA-HAP-MgO) was manufactured by manual molding method by strengthening the poly methyl methacrylate polymer with certain weight ratios(1%,5%,and 10%) from a mixture of nano powder where the added ratios were  (99%PMMA-1%HAP,95%PMMA-7.4%HAP-0.3%MgO,and 90%PMMA-9.4%HAP-0.3%MgO). The topographical properties (surface roughness) of the nanocomposite samples were studied by testing them with an atomic force microscope. The results showed an increase in the value of pure PMMA, where the use of nanoparticle filler by 5% (4.7% HAP -0.3% MgO) affected both the roughness and the root mean square ratio of the distribution of nanoparticles on the surface of the composite and the shape of the particles led to a roughness more than the polymer pure. The antibacterial activity of the polymeric overlay was examined on the bacteria that cause dental caries for (Streptococcus mutans), where the zone of inhibition were (1 mm, 2 mm, 5 mm) for the nanocomposite and no activity for pure PMMA.
本文主要研究了以氯化镁水溶液和氢氧化钠粉末为原料,在700℃退火6小时的条件下,采用简单的化学沉淀法制备氧化镁纳米颗粒。利用x射线衍射(XRD)研究了氧化镁纳米颗粒的结构和形貌。采用Scherer方程得到的多晶立方晶体尺寸为17.23 nm。EDS分析显示纯度高。扫描电镜(FESEM)显示氧化镁颗粒呈球形。粒径在(65-185)nm范围内。同时合成了(PMMA)-HAP纳米复合材料。-MgO)用于牙科应用,如填充物和假牙。以添加比例为99%PMMA-1%HAP、95%PMMA-7.4%HAP-0.3%MgO和90%PMMA-9.4%HAP-0.3%MgO的纳米粉体为原料,分别以一定的重量比(1%、5%和10%)对聚甲基丙烯酸甲酯聚合物进行强化,通过手工模塑法制备了PMMA-HAP-MgO纳米复合材料。利用原子力显微镜对纳米复合材料的形貌特性(表面粗糙度)进行了研究。结果表明,添加5%的纳米颗粒填料(4.7% HAP -0.3% MgO)会影响复合材料表面纳米颗粒分布的粗糙度和均方根比,并且颗粒的形状导致其粗糙度大于聚合物的纯度,从而提高了PMMA的纯度。聚合物覆盖层对引起龋齿的细菌(变形链球菌)的抗菌活性进行了检测,纳米复合材料的抑制区为(1 mm, 2 mm, 5 mm),而对纯PMMA没有活性。
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引用次数: 0
Study the structural and mechanical properties of HAP-MgO NPs-PMMA nano-composite 研究了HAP-MgO NPs-PMMA纳米复合材料的结构和力学性能
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1288
Jawaher Abdulelah Sadeq, R. Hussain, A. M. Abdul Majeed
Polymer composite of heat cure acrylic (PMMA) matrix reinforced with different weight of nanoparticles Hydroxyapatite and Magnesium Oxide (1, 5 and 10% wt.) were prepared by hand molding technique. The Magnesium oxide nanoparticles were synthesized by Simple Chemical Method (Co-precipitation). The structure and morphology properties of MgO examined by X-ray diffraction (XRD), Field Emission Scanning electron microscopy (FESEM) and EDX. Lattice constant is a= 4.19
采用手工成型技术制备了不同重量的纳米羟基磷灰石和氧化镁(重量分别为1、5%和10%)增强热固化丙烯酸(PMMA)基体的聚合物复合材料。采用简单化学法(共沉淀法)合成了氧化镁纳米颗粒。采用x射线衍射(XRD)、场发射扫描电镜(FESEM)和EDX对MgO的结构和形貌进行了表征。格常数是a= 4.19
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引用次数: 0
Classical Continuous Constraint Boundary Optimal Control Vector Problem for Triple Nonlinear Parabolic System 三阶非线性抛物型系统的经典连续约束边界最优控制向量问题
Pub Date : 2023-06-30 DOI: 10.23851/mjs.v34i2.1272
Yasameen H. Rashid, J. A. Al-Hawasy, I. Chryssoverghi
In this paper, our purpose is to study the classical continuous constraints boundary optimal triple control vector problem dominating nonlinear triple parabolic boundary value problem. The existence theorem for a classical continuous triple optimal control vector CCCBOTCV is stated and proved under suitable assumptions. The mathematical formulation of the adjoint triple boundary value problem associated with the nonlinear triple parabolic boundary value problem is discovered. The Fréchet derivative of the Hamiltonian is derived. Under proper assumptions, both theorems are granted; the necessary conditions for optimality and the sufficient conditions for optimality of the classical continuous constraints boundary optimal triple control vector problem are stated and proven.
本文的目的是研究经典的连续约束边界最优三重控制向量问题,该问题支配着非线性三重抛物型边值问题。在适当的假设条件下,给出了经典连续三重最优控制向量CCCBOTCV的存在性定理。建立了与非线性三重抛物型边值问题相关的伴随三重边值问题的数学表达式。得到了哈密顿量的fr导数。在适当的假设下,两个定理都成立;给出并证明了经典连续约束边界最优三重控制向量问题的最优性的必要条件和充分条件。
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引用次数: 0
期刊
Al-Mustansiriyah Journal of Science
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