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AFFINITY PROPAGATION AND K-MEANS ALGORITHM FOR DOCUMENT CLUSTERING BASED ON SEMANTIC SIMILARITY 基于语义相似度的文档聚类的亲和传播和k-means算法
Pub Date : 2023-04-03 DOI: 10.25271/sjuoz.2023.11.2.1148
Avan A. Mustafa, Karwan Jacksi
Clustering text documents is the process of dividing textual material into groups or clusters. Due to the large volume of text documents in electronic forms that have been made with the development of internet technology, document clustering has gained considerable attention. Data mining methods for grouping these texts into meaningful clusters are becoming a critical method. Clustering is a branch of data mining that is a blind process used to group data by a similarity known as a cluster. However, the clustering should be based on semantic similarity rather than using syntactic notions, which means the documents should be clustered according to their meaning rather than keywords. This article presents a novel strategy for categorizing articles based on semantic similarity. This is achieved by extracting document descriptions from the IMDB and Wikipedia databases. The vector space is then formed using TFIDF, and clustering is accomplished using the Affinity propagation and K-means methods. The findings are computed and presented on an interactive website.
聚类文本文档是将文本材料分成组或簇的过程。随着互联网技术的发展,大量的电子形式的文本文档被制作出来,文档聚类受到了广泛的关注。将这些文本分组为有意义的聚类的数据挖掘方法正在成为一种关键的方法。聚类是数据挖掘的一个分支,它是一个盲目的过程,用于根据相似性对数据进行分组,称为集群。但是,聚类应该基于语义相似性,而不是使用语法概念,这意味着应该根据文档的含义而不是关键字对文档进行聚类。本文提出了一种基于语义相似度的文章分类策略。这是通过从IMDB和Wikipedia数据库提取文档描述来实现的。然后使用TFIDF形成向量空间,并使用Affinity propagation和K-means方法完成聚类。调查结果被计算出来并在一个互动网站上公布。
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引用次数: 0
PREPARATION, CHARACTERIZATION AND RELEASING -SWELLING KINETICS OF MYRRH BASED HYDROGEL 没药基水凝胶的制备、表征及释胀动力学
Pub Date : 2023-04-01 DOI: 10.25271/sjuoz.2023.11.2.1147
Mohammad I. Hamodi, Mohammed K. Younis
In this work, Myrrh gum was used with sodium alginate (SA) to create novel Myrrh-Alginate beads composite. These beads were produced utilizing the ionotropic gelation technique. Methylene blue (MB) was employed as a drug model to evaluate the kinetics of drug release and the capacity of the synthesized beads to function as a drug delivery system. The molecular interaction between sodium alginate and myrrh was confirmed by FTIR spectroscopy. The physical characteristics of the Myrrh-Alginate beads, including drug content, particle size, thermal properties, equilibrium water content (EWC), swelling behavior, and equilibrium swelling ratio (ESR), were studied to establish the hydrogel's response type, as well as the releasing kinetics at 37°C and in Phosphate buffer solution (PBS) at pH = 6.8 and 10. All beads (loaded and unloaded) were analyzed by Differential scanning calorimetry, Scanning electron microscopy (SEM) and X-ray diffraction analysis (XRD). The drug content percentages of the Myrrh-Alginate beads increased with a moderate fraction (5% ) of Myrrh but dropped with a higher Myrrh percentage. The Myrrh-Alginate beads absorbed more water and swelled more than the pure calcium alginate beads (S2) in pH 6.8 and 10 of (PBS). In a pH 6.8 of (PBS), the Myrrh-Alginate beads demonstrated a controlled and regulated style of releasing and demonstrated a high match with the Korsmeyer-Peppas model as they had the maximum values of the correlation factor (R2) in this model.
本文以没药胶和海藻酸钠为原料,制备了一种新型的没药-海藻酸钠复合材料。这些珠子是利用离子化凝胶技术生产的。采用亚甲基蓝(MB)作为药物模型来评价药物释放动力学和合成微球作为药物递送系统的能力。用红外光谱法证实了海藻酸钠与没药的分子相互作用。研究了紫薇海藻酸酯微球的物理特性,包括药物含量、粒径、热性能、平衡含水量(EWC)、溶胀行为和平衡溶胀比(ESR),建立了水凝胶的响应类型,以及在37℃和pH = 6.8和10的磷酸盐缓冲溶液(PBS)中的释放动力学。通过差示扫描量热法、扫描电镜(SEM)和x射线衍射分析(XRD)对所有珠子(加载和卸载)进行分析。没药-藻酸盐珠药含量随没药含量的增加而增加,随没药含量的增加而下降。在pH 6.8和10 of (PBS)条件下,没药-藻酸钙珠比纯藻酸钙珠(S2)吸水率和膨胀率更高。在pH为6.8 (PBS)的条件下,没药-藻酸酯微球具有可控和调控的释放方式,与korsmemeyer - peppas模型具有较高的匹配度,在该模型中具有最大的相关因子(R2)。
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引用次数: 0
Effects of Expired and Non-Expired Pendimethalin and Hand Weeding on the Bio- Productivity and Seed Quality of Groundnut (Arachis Hypogaea L.) 过期和未过期戊二甲基灵及手除草对花生生物生产力和种子品质的影响
Pub Date : 2023-02-20 DOI: 10.25271/sjuoz.2023.11.1.1100
A. Lawal, B. Olayinka, A. Ayinla, Fauzat Alabi Bulala, Sodi Muktar, L. Abdulra’uf
The use of expired herbicides to suppress weeds growth is becoming prevalent among farmers. Hence the need to investigate and compare the effect of expired and non-expired pendimethalin and hand weeding on weed suppression, growth, yield and composition of groundnut. The experiment was carried out during therainy season in 2020. It consisted of seven weed control treatments. These were sole pendimethalin non-expired (T1), pendimethalin non-expired + one hand weeding at 6 weeks after sowing (T2), pendimethalin expired (T3), pendimethalin expired + one hand weeding at 6 WAS (T4), two hand weeding at 3 and 6 WAS (T5), weed free check (T6) and weedy check (T7). Desmodium trifolium, Amaranthus spinosusand Commelina benghalensis were the most preponderant weedspecies. Both expired or non-expired pendimethalin and their integration with one hand weeding reduced weed population than other treatments. Pendimethalin non-expired + one hand weeding at 6WAS and two hand weeding at 3 and 6 WAS significantly increased the growth parameters and yield when compared with other treatments. In this study, two hand weeding at 3 and 6 WAS and non-expired pendimethalin + one hand weeding 6 WAS, should be reinforced for weed control on account of their positive influence on groundnut productivity and seed quality.
使用过期除草剂抑制杂草生长在农民中越来越普遍。因此,有必要研究和比较过期和未过期的戊二甲基灵和手除草对花生杂草抑制、生长、产量和成分的影响。该实验是在2020年雨季进行的。它包括7种杂草控制处理。分别为:单药未过期(T1)、药未过期+播种后6周单手除草(T2)、药过期(T3)、药过期+ 6周单手除草(T4)、3周和6周双手除草(T5)、无杂草检查(T6)和杂草检查(T7)。其中,三叶草、刺苋和板栗草为优势杂草。与其他处理相比,过期或未过期的戊二甲基灵及其与单手除草的结合减少了杂草数量。与其他处理相比,戊二甲基灵未过期+ 6WAS单手除草和3、6WAS双手除草显著提高了生长参数和产量。在本研究中,应加强3号和6号WAS的双手除草和未过期的戊二甲基灵+ 6号WAS的单手除草,因为它们对花生产量和种子质量有积极影响。
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引用次数: 0
Investigating the Impact of Growth Temperatures on the ZnO Nanorods Properties Grown with Simplest Spray Technique 研究生长温度对最简单喷雾法生长ZnO纳米棒性能的影响
Pub Date : 2023-02-20 DOI: 10.25271/sjuoz.2023.11.1.1072
M. K. Jaqsi, A. Kareem, A. Abdulrahman
The simplest chemical spray approach has been used to grow the zinc oxide (ZnO) nanorods (NRs). For spraying, a basic perfume automizer was employed. Additionally, utilizing a variety of characterization techniques, the effects of various growth temperatures on the ZnO NRs properties were looked into and evaluated. The results of the investigation demonstrated that the growing temperature significantly affects all-characteristics properties of the ZnO NRs fabricated using the most straightforward spray approach. At various growth temperatures, the average diameters (size) and average crystalline sizes along with (002) of grown ZnO NRs were in the ranges of (47.89-51.29) nm and (44.128-52.565) nm, respectively. The hexagonal wurtzite plane was the optimum direction for ZnO NRs to be oriented, and as growth temperatures are raised. The absorption edge changed toward longer wavelengths and as growth temperature increased, the average absorbance also increased. The optical analysis reveals that the direct Eg. of the produced ZnO NRs lies in the (3.182-3.250) eV range.
采用最简单的化学喷雾方法制备氧化锌纳米棒。喷雾时,使用基本的香水自动喷雾器。此外,利用各种表征技术,研究和评估了不同生长温度对ZnO核磁共振材料性能的影响。研究结果表明,生长温度对采用最直接的喷雾方法制备的ZnO NRs的所有特性都有显著影响。在不同生长温度下,ZnO纳米颗粒的平均直径(尺寸)和平均晶粒尺寸(002)分别为(47.89 ~ 51.29)nm和(44.128 ~ 52.565)nm。随着生长温度的升高,六方纤锌矿平面是ZnO纳米粒子取向的最佳方向。随着生长温度的升高,平均吸光度也随之增大。光学分析表明,直接Eg。ZnO NRs在(3.182 ~ 3.250)eV范围内。
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引用次数: 0
Fast Full-Search Algorithm of Fractal Image Compression for Acceleration Image Processing 面向加速图像处理的分形图像压缩快速全搜索算法
Pub Date : 2023-02-20 DOI: 10.25271/sjuoz.2023.11.1.1122
Baydaa Sh. Z. Abood, Hanan A. R. Akkar, Amean Sh. Al-Safi
A new processing algorithm based on fractal image compression is proposed for image processing efficiency. An image will partition into non-overlapping blocks called range blocks and overlapping blocks called domain blocks, with the domain blocks generally bigger than the range blocks, to achieve a rapid encoding time. This research introduced a new fast full-search algorithm approach that starts the search for the best matching domain in the range block from the closest points in the range blocks and expands the search until an acceptable match is found or the search is completed to save even more encoding time. The proposed fast full-search approach, despite its simplicity, is more efficient than the standard search method. The search reduction, peak signal to noise ratio, compression ratio, and encoding time of the suggested approach are all examined. The proposed method can encode a 512x512 grayscale Lena image in 0.36 seconds, with a total search reduction of  87% according to experimental results.
为了提高图像处理效率,提出了一种新的基于分形图像压缩的图像处理算法。为了实现快速的编码时间,图像将被分割成不重叠的块称为范围块和重叠的块称为域块,域块一般大于范围块。本研究提出了一种新的快速全搜索算法,从距离块中最近的点开始搜索范围块中的最佳匹配域,并扩展搜索,直到找到可接受的匹配或搜索完成,以节省更多的编码时间。所提出的快速全搜索方法尽管简单,但比标准搜索方法更有效。研究了该方法的搜索率、峰值信噪比、压缩比和编码时间。该方法可以在0.36秒内对512x512灰度的Lena图像进行编码,实验结果表明,总搜索量减少了87%。
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引用次数: 0
Forecasting the Ratio of the Rural Population in Iraq Using Box-Jenkins Methodology 用Box-Jenkins方法预测伊拉克农村人口比例
Pub Date : 2023-02-20 DOI: 10.25271/sjuoz.2023.11.1.1124
Q. M. Abdulqader
In this paper, the Box-Jenkins methodology has been applied and ‎used to forecast the ratio of Iraq's ‎rural population from 1960 to 2019. A sample size of (60) observations of the ‎annually rural population ‎of Iraq has been taken. A combination of ‎some adequate time series models has been prepared and ‎‎obtained and some statistical criteria have been used for comparison and model selection. Results of ‎the study concluded ‎that the ARIMA (0,2,1) is an adequate and best model to be used for ‎forecasting ‎the annual ratio of rural population data in Iraq. ‎During the period 2020 to 2030, the ratio of the rural ‎population ‎will keep decreasing gradually, and the percentage of the rural ‎population of Iraq in 2030 ‎will be (27.732).‎
在本文中,Box-Jenkins方法被用于预测1960年至2019年伊拉克农村人口的比例。对伊拉克“每年农村人口”进行了(60)次观察。已经准备并获得了一些适当的时间序列模型的组合,并使用了一些统计标准进行比较和模型选择。研究结果表明,ARIMA(0,2,1)模型是预测伊拉克农村人口年数据比例的最佳模型。2020年至2030年期间,伊拉克农村人口占比将继续逐步下降,2030年伊拉克农村人口占比将为(27.732)
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引用次数: 0
The Kurdish Language Corpus: State of the Art 库尔德语语料库:最新进展
Pub Date : 2023-02-20 DOI: 10.25271/sjuoz.2023.11.1.1123
Media S. Azzat, Karwan Jacksi, Ismael Ali
The notable growth of the digital communities and different online news streams led to the growing availability of online natural language content. However not all natural languages have the enough attention of being made readable and comprehendible to machines. Among these less resourced and paid attention languages is the Kurdish language. Creating the machine-readable text is the first step toward applications of text mining and semantic web, such as translation, information retrieval and recommendation systems. With the de facto challenges in the Kurdish language, such as the scarcity of linguistic sources and not having unified orthography rules, this language has a lack of the language processing tools. However, to overcome the mentioned challenges and enable intelligent applications the well organized and annotated Kurdish text corpora is needed. This review paper investigates the available textual corpora in the Kurdish language and its dialects and then determined challenges are discussed, open problems are listed and future directions suggested.
数字社区和不同在线新闻流的显著增长导致在线自然语言内容的可用性不断增加。然而,并不是所有的自然语言都有足够的关注使机器可读和可理解。在这些资源较少和受到关注的语言中,库尔德语是其中之一。创建机器可读的文本是文本挖掘和语义网应用的第一步,如翻译、信息检索和推荐系统。由于库尔德语的实际挑战,如缺乏语言来源和没有统一的正字法规则,这种语言缺乏语言处理工具。然而,为了克服上述挑战并启用智能应用程序,需要组织良好和注释的库尔德文本语料库。本文调查了库尔德语及其方言中可用的文本语料库,然后讨论了确定的挑战,列出了开放的问题,并提出了未来的方向。
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引用次数: 2
Qualitative Assessment of Soil and Sediment Pollution with Some Heavy Metals: A Case Study of Duhok Valley in The Kurdistan Region of Iraq 土壤沉积物重金属污染定性评价——以伊拉克库尔德斯坦地区杜胡克河谷为例
Pub Date : 2023-01-30 DOI: 10.25271/sjuoz.2023.11.1.1048
Najlaa Qaseem, M. Khalid, Abdulazeez Y. T. Al-Saffawi
The current study was conducted on the valley of Duhok and the agricultural lands irrigated from it, where three sites were identified for collecting samples quarterly from soil and sediment using clean plastic bags for the purpose of measuring lead, nickel, cobalt and copper. Pollution load index (PLI), Nemerow pollution index (PIN), Potential Ecological Risk (PER) and Geo-accumulation Index (Igeo) were also calculated according to the internationally approved methods. The results indicated that most of lead, nickel and copper concentrations in soils and sediments exceeded the limits allowed by WHO, reaching annual rates (96.758, 168.746 and 29.88) , (111.25, 219.65 and 48.162) mg.kg-1, respectively. This fluctuation in concentrations was reflected in the values of the studied indicators for both soil and sediment, where 50% and 58% of the studied specimen are of the polluted grade and the remnant are of the non-polluted grade according to the PLI values. So is the case with PIN where 58% of the soil specimen and 41.6% of the sediment samples were of the severe pollution grade, while 25% and 33.3% of the specimen were of the heavy pollution grade and the remnant were slightly pollution grade. The same applies to the results of the PER index values, where 50% and 41.67% of the specimen were from the Medium ecological risk category, and the rest were from the low ecological risk category, likewise for the (Igeo) values, 100% and 96% of the soil and sediment samples were from the Weakly polluted category.
目前的研究是在Duhok河谷及其灌溉的农田上进行的,其中确定了三个地点,每季度使用干净的塑料袋从土壤和沉积物中收集样本,以测量铅、镍、钴和铜。污染负荷指数(PLI)、内梅罗污染指数(PIN)、潜在生态风险指数(PER)和地质累积指数(Igeo)也按照国际通行的方法进行了计算。结果表明,大部分土壤和沉积物中铅、镍和铜的浓度均超过世界卫生组织的允许值,年平均值分别为96.758、168.746和29.88、111.25、219.65和48.162 mg。公斤,分别。这种浓度的波动反映在土壤和沉积物的研究指标值上,根据PLI值,研究样本中有50%和58%属于污染等级,其余为未污染等级。PIN的情况也是如此,58%的土壤样品和41.6%的沉积物样品为重度污染,25%和33.3%的样品为重度污染,剩余的样品为轻度污染。PER指数的结果也是如此,其中50%和41.67%的标本属于中度生态风险类别,其余的标本属于低生态风险类别,同样,(Igeo)值的土壤和沉积物样本中,100%和96%的样本属于弱污染类别。
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引用次数: 0
Incidence of Methicillin-Resistant Staphylococcus Aureus (MRSA) Recovered from Patients with Urinary Tract Infections in Zakho City/ Kurdistan-Iraq Zakho市/库尔德斯坦-伊拉克尿路感染患者耐甲氧西林金黄色葡萄球菌(MRSA)的恢复情况
Pub Date : 2023-01-30 DOI: 10.25271/sjuoz.2023.11.1.1041
Iman Hami, K. Ibrahim
The prevalence of Staphylococcus aureus (S. aureus) among patients with urinary tract infections (UTIs)  has become a significant cause of morbidity in all age groups. The aim of the current study  was to identify S. aureus with methicillin-resistant S. aureus (MRSA). Moreover, it aimed to determine their antimicrobial susceptibility patterns and to detect the presence of the mecA, lukPV and icaA genes in isolated S. aureus among UTIs patients. A total of 402 urine samples were collected from patients diagnosed with UTIs aged (less than 80 years) at Zakho General Hospital in Zakho City, from August 2021 to March 2022. From these samples, a total of 37 (12.6%) S. aureus was identified and molecularly confirmed by the nuc gene. A high prevalence of MRSA 28 (75.7%) was identified from these isolates S. aureus by Oxacillin sensitive test and confirmed by mecA gene. Females were highly infected with UTIs than males, and  most cases were in chronic condition and married. In addition, 18 (64.3%) and 21 (75%) of these isolates S. aureus were harbored luk-PV and icaA genes, respectively.  There were widespread of antimicrobial resistance patterns for these bacteria. Isolated MRSA were highly sensitive to Imipenem. Interestingly, a significant positive correlation between mecA and both virulence marker genes (luk-PV and icaA) found in MRSA with UTIs. Conclusion, the data demonstrated, for the first time,  alarming emergence of multidrug-resistant MRSA isolated from UTIs of community-acquired in Kurdistan  Region-Iraq. Further studies are required in other cities to report whether or not MRSA is the cause of UTI patients in Iraqi Kurdistan.
金黄色葡萄球菌(S. aureus)在尿路感染(uti)患者中的患病率已成为所有年龄组发病率的重要原因。本研究的目的是鉴定金黄色葡萄球菌与耐甲氧西林金黄色葡萄球菌(MRSA)。此外,目的是确定它们的抗菌药敏模式,并检测UTIs患者分离的金黄色葡萄球菌中mecA、lukPV和icaA基因的存在。从2021年8月至2022年3月,在Zakho市Zakho总医院共收集了402例年龄(小于80岁)被诊断为uti的患者的尿液样本。共鉴定出37株(12.6%)金黄色葡萄球菌,并通过nuc基因进行分子鉴定。经氧苄西林敏感试验和mecA基因鉴定,金黄色葡萄球菌MRSA 28阳性率为75.7%。女性感染尿路感染的比例高于男性,且以慢性病患者和已婚患者居多。此外,18株(64.3%)和21株(75%)金黄色葡萄球菌分别携带luk-PV和icaA基因。这些细菌普遍存在抗微生物药物耐药性模式。分离的MRSA对亚胺培南高度敏感。有趣的是,在伴有uti的MRSA中发现,mecA与两种毒力标记基因(luk-PV和icaA)之间存在显著的正相关。结论:数据首次表明,伊拉克库尔德斯坦地区社区获得性尿路感染中分离出的耐多药MRSA出现了令人担忧的情况。需要在其他城市进行进一步的研究,以报告MRSA是否是伊拉克库尔德斯坦尿路感染患者的原因。
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引用次数: 2
Air Quality Assessment in an Oil and Gas Field at Atrush Area With Particulare Reference to Sulfur Dioxide and Nitrogen Dioixde 冲击区某油气田空气质量评价——以二氧化硫和二氧化氮为例
Pub Date : 2023-01-30 DOI: 10.25271/sjuoz.2023.11.1.993
Omar Musheer Assaf, Siraj Mohammed Abdulla
The effectiveness and usability of a diffusion tube for air quality sampling were assessed at 14 sites throughout an oil and gas production area in Atrush sub-district for measurement of Sulfur dioxide (SO2) and nitrogen dioxide (NO2) in ambient air by Palmes diffusion tubes in air during autumn and winter season of 2021-2022.  Using triethanolamine as a trapping agent, the passive sampler collects SO2 and NO2, which are then proven to be sulphate and nitrite using ion chromatography and visible spectrometry. Ion chromatography was used to determine the respective dissolved ionic forms of SO2. Additionally, Ultraviolet-Visible (UV-Vis) spectrophotometry used to analyse NO2 as nitrite. Sulfur dioxide (SO2) concentration was high in locations close to flare with high elevation, as well as in winter season were higher than that of autumn season, the highest average of CPF (Central Processing Facility) is (26.39 ppb), however the highest concentration recorded is below Iraqi standard limit 140 ppb for 24 hr and lowest average at ECP3(Entry Check Point 3) (4.37 ppb) respectively. Nitrogen dioxide (NO2) concentrations were high in locations where heavy equipment’s operated and in diesel consumption areas, highest average of NO2 concentration of E pad (East Pad) is (8.94 ppb), and lowest average was in ECP3 (3.09 ppb).
在2021-2022年秋冬季节,在阿特拉什街道的一个油气生产区的14个地点,评估了扩散管用于空气质量采样的有效性和可用性,以测量环境空气中的二氧化硫(SO2)和二氧化氮(NO2)。使用三乙醇胺作为捕获剂,被动采样器收集SO2和NO2,然后通过离子色谱和可见光谱法证明它们是硫酸盐和亚硝酸盐。离子色谱法测定了SO2的溶解离子形态。此外,紫外可见分光光度法用于分析NO2作为亚硝酸盐。二氧化硫(SO2)浓度在靠近耀斑的高海拔地区较高,冬季高于秋季,CPF(中央处理设施)的最高平均值为26.39 ppb,但最高浓度低于伊拉克标准限值140 ppb 24小时,ECP3(3号入境检查站)的最低平均值为4.37 ppb。二氧化氮(NO2)浓度在重型设备运行区域和柴油消耗区域较高,E pad (East pad)的NO2浓度平均值最高(8.94 ppb), ECP3的平均值最低(3.09 ppb)。
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引用次数: 0
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Science Journal of University of Zakho
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