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A Wavelet Shrinkage Mixed with a Single-level 2D Discrete Wavelet Transform for Image Denoising 小波收缩与单级二维离散小波变换混合用于图像去噪
Pub Date : 2024-07-10 DOI: 10.24017/science.2024.2.1
H. Q. Birdawod, Azhin M. Khudhur, Dler H Kadir, D. M. Saleh
The single-level 2D discrete wavelet transform method is a powerful technique for effectively removing Gaussian noise from natural images. Its effectiveness is attributed to its ability to capture a signal's energy at low energy conversion values, allowing for efficient noise reduction while preserving essential image details. The wavelet noise reduction method mitigates the noise present in the waveform coefficients produced by the discrete wavelet transform. In this study, three different wavelet families—Daubechies (db7), Coiflets (coif5), and Fejér-Korovkin (fk4)—were evaluated for their noise removal capabilities using the Bayes shrink method. This approach was applied to a set of images, and the performance was analyzed using the Mean Squared Error (MSE) and Peak Signal-to-Noise Ratio (PSNR) metrics. Our results demonstrated that among the wavelet families tested, the Fejér-Korovkin (fk4) wavelet consistently outperformed the others. The fk4 wavelet family yielded the lowest MSE values, indicating minimal reconstruction error, and the highest PSNR values, reflecting superior noise suppression and better image quality across all tested images. These findings suggest that the fk4 wavelet family, when combined with the Bayes shrink method, provides a robust framework for Gaussian noise reduction in natural images. The comparative analysis highlights the importance of selecting appropriate wavelet families to optimize noise reduction performance, paving the way for further research and potential improvements in image denoising techniques.
单级二维离散小波变换方法是一种有效去除自然图像中高斯噪声的强大技术。小波变换之所以有效,是因为它能在低能量转换值时捕捉信号的能量,从而在保留基本图像细节的同时有效地降低噪声。小波降噪法可以减轻离散小波变换产生的波形系数中的噪声。在这项研究中,使用贝叶斯收缩法评估了三种不同的小波系列--Daubechies (db7)、Coiflets (coif5) 和 Fejér-Korovkin (fk4)--的降噪能力。我们将这种方法应用于一组图像,并使用平均平方误差 (MSE) 和峰值信噪比 (PSNR) 指标对其性能进行了分析。结果表明,在测试的小波系列中,Fejér-Korovkin(fk4)小波的性能始终优于其他小波。fk4 小波系列的 MSE 值最低,表明重建误差最小,PSNR 值最高,反映出在所有测试图像中都具有出色的噪声抑制能力和更好的图像质量。这些研究结果表明,fk4 小波系列与贝叶斯收缩方法相结合,为自然图像中的高斯噪声抑制提供了一个稳健的框架。对比分析凸显了选择合适的小波族来优化降噪性能的重要性,为进一步研究和改进图像去噪技术铺平了道路。
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引用次数: 0
Assessing the Impact of Modified Initial Abstraction Ratios and Slope Adjusted Curve Number on Runoff Prediction in the Watersheds of Sulaimani Province. 评估修改后的初始抽水量比率和坡度调整曲线数对苏莱曼尼省流域径流预测的影响。
Pub Date : 2024-06-11 DOI: 10.24017/science.2024.1.7
Farhan Ahmad Abdulrahman, Tarq Hama Karim
A  popular way for describing the link between storm rainfall depth and direct runoff is the curve number (CN) method. It is a straightforward approach that has been extensively studied and weidly adopted. However, there has been less focus on the impact of slope and the initial abstraction ratio,  which is a crucial factor for accurately estimating direct runoff when utilizing the soil conservation service- Curve Number (SCS-CN) method. The initial abstraction ratio is typically assumed to be 0.20, as initially proposed by the method's  developers. In this study, we analyzed daily rainfall data from seventeen watersheds in different physiographic locations in the Kurdistan region of Iraq, recorded between 2022 and 2023. Our aim was to assess the effect of slope adjusted curve number and modified the initial abstraction ratio (0.1) on estimation of direct runoff. The results demonstrated that adjusting the CN for slope and using a modified initial abstraction ratio increased the estimated runoff compared to the original method ( without adjustment for slope and initial abstraction ratio=0.2). Therefore, when applying the SCS-CN method, it is crucial to correct the CN for slope in steeper areas and  consider the initial abstraction ratio rather than relying on the suggested value of 0.2. this study highlights the importance of considering local conditions and estimating the initial abstraction ratio based on specific watershed characteristics to enhance the accuracy of direct runoff estimation using the CN method.
曲线数(CN)法是描述暴雨深度与直接径流之间联系的一种常用方法。这是一种简单明了的方法,已被广泛研究和采用。然而,人们对坡度和初始抽水比的影响关注较少,而初始抽水比是利用水土保持服务-曲线数(SCS-CN)法准确估算直接径流的关键因素。根据该方法开发者的最初建议,初始抽水比通常假定为 0.20。在本研究中,我们分析了伊拉克库尔德斯坦地区不同地貌的十七个流域在 2022 年至 2023 年期间记录的日降雨量数据。我们的目的是评估斜率调整曲线数和修改初始抽水比(0.1)对直接径流估算的影响。结果表明,与原始方法(未调整坡度和初始取水比=0.2)相比,调整坡度曲线数和使用修改后的初始取水比增加了估计径流量。因此,在应用 SCS-CN 方法时,关键是要在较陡地区根据坡度修正 CN,并考虑初始抽取比,而不是依赖建议的 0.2 值。这项研究强调了考虑当地条件和根据具体流域特征估算初始抽取比的重要性,以提高使用 CN 方法估算直接径流的准确性。
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引用次数: 0
Assessment of the Antifungal Activity of PMMA-MgO and PMMA-Ag Nanocomposite PMMA-MgO 和 PMMA-Ag 纳米复合材料的抗真菌活性评估
Pub Date : 2024-06-10 DOI: 10.24017/science.2024.1.6
Awder Nuree Arf, F. Kareem, Y. Khdir, Muhammad Sohail Zafar
Orthodontic acrylic resin is used in the construction of orthodontic appliances. It lacks antimicrobial properties and is prone to microbial infection. So, the infection associated with it can be reduced via modification of orthodontic acrylic resin with nanoparticles (NPs) incorporation. The study directed to evaluate the antifungal properties of modified orthodontic acrylic resin incorporated with magnesium oxide (MgO)-NPs and silver (Ag)-NPs. NPs were mixed with polymethylmethacrylate (PMMA) in ethanol-assisted mixing method. Disc samples (10 mm in diameter and 2 mm thick) of PMMA-MgO, PMMA-Ag nanocomposites and PMMA alone (as control) were prepared. Then, C. albicans was isolated and identified clinically through taking swabs from acrylic denture base orthodontic appliances, cultured on a Sabouraud Dextrose Agar medium, followed by transferring on HiCrome™ candida Differential agar which is a selective and differential medium to distinguish distinct Candida species. The polymerase chain reaction was performed and the amplicon was separated by 2% gel electrophoresis and then visualised by ethidium bromide. DNA sequencing was performed on the sample at Sanger sequencing/ ABI 3500. Antifungal activity of PMMA-MgO and PMMA-Ag (1%, 3% and 5% of NPs) was conducted through disc diffusion assay and colony forming unit counts. The result showed a decrease in the number of adhered Candida albicans (C. albicans) of all concentrations of both nanocomposite and the decrease was statistically significant (P<0.05) in all experimental groups except MgO-NPs 1% and 3%. Increasing the concentration of NPs was associated with decrease in the adhered C. albicans. It was concluded that PMMA-MgO and PMMA-Ag nanocomposites showed anti-adherence activities against clinically isolated C. albicans in concentration dependent manner.
正畸丙烯酸树脂用于制造正畸装置。它缺乏抗菌特性,容易受到微生物感染。因此,通过加入纳米粒子(NPs)对正畸丙烯酸树脂进行改性,可以减少与之相关的感染。本研究旨在评估加入氧化镁(MgO)-NPs 和银(Ag)-NPs 的改性丙烯酸正畸树脂的抗真菌性能。采用乙醇辅助混合法将 NPs 与聚甲基丙烯酸甲酯(PMMA)混合。制备了 PMMA-MgO、PMMA-Ag 纳米复合材料和单独 PMMA(作为对照)的圆盘样品(直径 10 毫米,厚 2 毫米)。然后,从丙烯酸义齿基托矫正器上取拭子,在沙保鲁葡萄糖琼脂培养基上培养,再转移到 HiCrome™ 念珠菌鉴别琼脂上进行分离和临床鉴定。进行聚合酶链反应,用 2% 凝胶电泳分离扩增子,然后用溴化乙锭显色。在 Sanger sequencing/ ABI 3500 上对样本进行了 DNA 测序。通过盘扩散试验和菌落形成单位计数,对 PMMA-MgO 和 PMMA-Ag(1%、3% 和 5%的 NPs)的抗真菌活性进行了测定。结果表明,除 MgO-NPs 1%和 3%外,所有浓度的两种纳米复合材料都能减少白色念珠菌(C. albicans)的粘附数量,且所有实验组的减少量均有统计学意义(P<0.05)。NPs 浓度的增加与粘附的白僵菌数量的减少有关。结论是,PMMA-MgO 和 PMMA-Ag 纳米复合材料对临床分离的白僵菌具有抗粘附活性,其活性与浓度有关。
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引用次数: 0
Multi-Label Feature Selection with Graph-based Ant Colony Optimization and Generalized Jaccard Similarity 利用基于图的蚁群优化和广义雅卡德相似性进行多标签特征选择
Pub Date : 2024-05-20 DOI: 10.24017/science.2024.1.4
S. Mahmood, Tahsin Ali Mohammed Amin, Khalid Hassan Ahmed, Rebar Dara Mohammed, Pshtiwan Jabar Karim
Multi-label learning is a technique that assigns multiple class labels to each data instance. The growth of digital technology resulted in the development of high-dimensional applications in real-world scenarios. Feature selection approaches are extensively used to reduce dimensionality in multi-label learning. The main problems of the recommender system are determining the best match of futures among users but have not engaged with previously. This paper proposes a strategy for selecting features using ant colony optimization (ACO) that incorporates mutual knowledge. The proposed method utilizes ACO to rank features based on their significance. Thus, the search space is mapped to a graph, and each ant traverses the graph, selecting a predetermined number of features. A new information-theoretical metric is introduced to evaluate the features chosen by each ant. Jaccard generalized similarity coefficient is used to select the most suitable communication target for efficient learning outcomes. Mutual information is employed to assess each features relevance to a set of labels and identify redundant features. Pheromones are assigned values based on the effectiveness of the ants in solving the problem. Finally, the features are ranked based on their pheromone values, and the top-ranked features are selected as the final set of attributes. The proposed method is evaluated using real-world datasets. The findings demonstrate that the proposed method outperforms most of existing and advanced approaches. This paper presents a novel feature selection approach for multi-label learning based on ACO. The experimental results confirm the effectiveness of the proposed method compared to existing techniques.
多标签学习是一种为每个数据实例分配多个类别标签的技术。数字技术的发展带来了现实世界中高维应用的发展。在多标签学习中,特征选择方法被广泛用于降低维度。推荐系统的主要问题是确定用户之间的最佳匹配期货,但以前没有接触过。本文提出了一种利用蚁群优化(ACO)选择特征的策略,该策略结合了相互知识。所提出的方法利用 ACO 根据特征的重要性对其进行排序。因此,搜索空间被映射为一个图,每只蚂蚁都会遍历该图,选择预定数量的特征。我们引入了一种新的信息论指标来评估每只蚂蚁选择的特征。雅卡德广义相似系数用于选择最合适的通信目标,以获得高效的学习成果。互信息用于评估每个特征与一组标签的相关性,并识别冗余特征。信息素根据蚂蚁解决问题的效率赋值。最后,根据信息素值对特征进行排序,并选择排序靠前的特征作为最终的属性集。我们使用真实世界的数据集对所提出的方法进行了评估。结果表明,所提出的方法优于大多数现有的先进方法。本文提出了一种基于 ACO 的新型多标签学习特征选择方法。实验结果证实,与现有技术相比,所提出的方法非常有效。
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引用次数: 0
Evaluate the Implementation of WHO Infection Prevention and Control Core Components Among Health Care Facilities 评估世界卫生组织感染预防与控制核心内容在医疗机构中的实施情况
Pub Date : 2024-04-20 DOI: 10.24017/science.2024.1.2
R. Haji, Blend Barzan Ameen, Sharif Hama Babakr
Programs for infection prevention and control comprise a range of action plans, including antiseptic regulations, a healthcare worker training program, and the monitoring of healthcare-associated infections. The purpose of the study is to evaluate the World Health Organization’s implementation of infection prevention and control programs level in Ranya tertiary and healthcare facilities. A cross-sectional study was conducted at Eight healthcare institutions in the Ranya administration in the Kurdistan Region of Iraq from February 2023 to the end of August 2023 using the World Health Organization Infection Prevention and Control Assessment Framework (IPCAF) checklist. The IPCAF consists of eight segments and each part has a score of 100, hence with the greatest score of 800. The respondents in this study were the heads of facilities and employees engaged in IPC-related tasks. The results show that 6 Healthcare staff (75%) had basic IPC levels, and they scored 235, 207.5, 222.5, 330, 362.5, and 347.5 out of 800 points respectively. Further, 2 Healthcare staff (25%) had inadequate IPC levels, and they scored 200 and 180 points. In addition, among the 8 IPC core components, the built environment and materials/equipment at the facility level (C8) had the highest scores, while minimum scores were observed in education, training (C3) and healthcare-associated infection surveillance (C4). In conclusion, the Ranya HCF facilities have certain working IPC aspects without appropriate implementation; further, practically all components need significant improvement.
感染预防和控制计划由一系列行动计划组成,包括防腐规定、医护人员培训计划和医护相关感染监测。本研究的目的是评估世界卫生组织在兰亚三级医院和医疗机构中实施感染预防和控制计划的水平。研究采用世界卫生组织感染预防与控制评估框架(IPCAF)核对表,于 2023 年 2 月至 2023 年 8 月底在伊拉克库尔德斯坦地区兰亚行政区的八家医疗机构进行了横断面研究。IPCAF 由八个部分组成,每个部分满分为 100 分,因此最高分为 800 分。本研究的受访者是医疗机构的负责人和从事 IPC 相关工作的员工。结果显示,6 名医疗保健人员(75%)具备 IPC 基础水平,他们的得分分别为 235、207.5、222.5、330、362.5 和 347.5 分(满分 800 分)。此外,2 名医护人员(25%)的 IPC 水平不足,他们的得分分别为 200 分和 180 分。此外,在 8 个 IPC 核心要素中,设施层面的建筑环境和材料/设备(C8)得分最高,而教育、培训(C3)和医护相关感染监测(C4)得分最低。总之,兰亚保健中心的设施在 IPC 方面有一定的可操作性,但没有得到适当的实施;此外,几乎所有的组成部分都需要大力改进。
{"title":"Evaluate the Implementation of WHO Infection Prevention and Control Core Components Among Health Care Facilities","authors":"R. Haji, Blend Barzan Ameen, Sharif Hama Babakr","doi":"10.24017/science.2024.1.2","DOIUrl":"https://doi.org/10.24017/science.2024.1.2","url":null,"abstract":"Programs for infection prevention and control comprise a range of action plans, including antiseptic regulations, a healthcare worker training program, and the monitoring of healthcare-associated infections. The purpose of the study is to evaluate the World Health Organization’s implementation of infection prevention and control programs level in Ranya tertiary and healthcare facilities. A cross-sectional study was conducted at Eight healthcare institutions in the Ranya administration in the Kurdistan Region of Iraq from February 2023 to the end of August 2023 using the World Health Organization Infection Prevention and Control Assessment Framework (IPCAF) checklist. The IPCAF consists of eight segments and each part has a score of 100, hence with the greatest score of 800. The respondents in this study were the heads of facilities and employees engaged in IPC-related tasks. The results show that 6 Healthcare staff (75%) had basic IPC levels, and they scored 235, 207.5, 222.5, 330, 362.5, and 347.5 out of 800 points respectively. Further, 2 Healthcare staff (25%) had inadequate IPC levels, and they scored 200 and 180 points. In addition, among the 8 IPC core components, the built environment and materials/equipment at the facility level (C8) had the highest scores, while minimum scores were observed in education, training (C3) and healthcare-associated infection surveillance (C4). In conclusion, the Ranya HCF facilities have certain working IPC aspects without appropriate implementation; further, practically all components need significant improvement.","PeriodicalId":17866,"journal":{"name":"Kurdistan Journal of Applied Research","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140680088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of HLA-B27 Gene and Rheumatoid Arthritis: Analysis of Potential Role as a Predictive Biom HLA-B27基因与类风湿关节炎的关联:作为一种预测生物学的潜在作用分析
Pub Date : 2023-09-04 DOI: 10.24017/science.2023.2.3
Karzan Ghafur Khidhir, Baban Ahmad, Dana Khdr Sabir
Rheumatoid arthritis (RA) is a predominant inflammatory arthritis in human. The function of HLA-B27 gene in other types of arthritis has been studied, however, its function in RA is unclear. This study investigated the relative expression of HLA-B27 gene in RA patients compared to normal control and assesses its suitability as a biomarker for early detection of RA. Bioinformatics analysis was used to determine the profile of HLA-B27 gene in different human tumors to demonstrate the possible involvement of HLA-B27 in both RA and cancer; and also, to discover its functional association with other human genes. Samples of human blood from RA patients and healthy individuals were collected, and RNA extraction, cDNA synthesis and qPCR were carried out to detect relative expression of HLA-B27. ROC analysis was undertaken to investigate HLA-B27 diagnostic performance; GENT2 platform was used to compare HLA-B27 expression levels in different human tumors, and gene-gene interaction network was generated using GeneMANIA to identify correlation of HLA-B27 with other human genes. The qPCR analysis demonstrated an increase in the HLA-B27 expression by 1.65 fold in RA compared to normal control. ROC analysis indicated that HLA-B27 expression could efficiently differentiate RA from normal, supporting its potential use as diagnostic molecular biomarkers. The GENT2 revealed that HLA-B27 expression levels vary across different tumor types, most notably in heart tissue. The gene-gene interaction network revealed that KIR3DL1, KIR3DS1, LILRB1, B2M and LILRA1 were the leading genes showing the highest correlations with the HLA-B27. Our results indicate that HLA-B27 gene is involved in the RA pathogenesis and it can be used as a molecular biomarker for the diagnosis of RA. Our findings could lead to the discovery of novel diagnostic, preventive and therapeutic strategies.
类风湿关节炎(RA)是人类主要的炎症性关节炎。HLA-B27基因在其他类型关节炎中的功能已被研究,但其在RA中的功能尚不清楚。本研究探讨了HLA-B27基因在RA患者与正常对照中的相对表达,并评估其作为RA早期检测的生物标志物的适用性。利用生物信息学分析确定HLA-B27基因在不同人类肿瘤中的分布,以证明HLA-B27可能参与类风湿关节炎和癌症;同时,发现它与其他人类基因的功能关联。采集RA患者和健康人血液样本,进行RNA提取、cDNA合成和qPCR检测HLA-B27的相对表达。采用ROC分析研究HLA-B27的诊断效能;利用gen2平台比较HLA-B27在不同人类肿瘤中的表达水平,利用GeneMANIA构建基因-基因相互作用网络,鉴定HLA-B27与其他人类基因的相关性。qPCR分析显示,RA中HLA-B27的表达比正常对照组增加了1.65倍。ROC分析表明,HLA-B27的表达可以有效地区分RA和正常人,支持其作为诊断分子生物标志物的潜力。gen2显示,HLA-B27的表达水平在不同的肿瘤类型中存在差异,尤其是在心脏组织中。基因-基因互作网络显示,KIR3DL1、KIR3DS1、LILRB1、B2M和LILRA1是与HLA-B27相关性最高的先导基因。提示HLA-B27基因参与RA发病过程,可作为RA诊断的分子生物学标志物。我们的发现可能会导致新的诊断、预防和治疗策略的发现。
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引用次数: 0
GIS-based Spatial Analysis of the Evolution of Residential Developments; A Case-study of Sulaimani city, Iraq 基于gis的住宅发展演变空间分析以伊拉克苏莱曼尼市为例
Pub Date : 2023-09-04 DOI: 10.24017/science.2023.2.2
Shaimaa Sarwar Mohammed
This research is aimed at visualizing the historical evolution of residential landuse development of Sulaimani city based on GIS spatial analysis with the input of all of the relevant available data in various formats in order to determine the form of the city according to morphological classifications discussed in the literature of urban planning. Essentially, following the collection of data, processing, review of relevant literature and applied methods, this study draws a timeline for the spatial evolution of the city of Sulaimani in addition to constricting a spatial grid for morphological comparison of different growth stages and analysis on multiple aspects. Moreover, a number of criteria were established to evaluate spatial patterns based on published theories in the field of landuse urban planning. These indicators were formulated in a questionnaire survey and determined the main aspects of the city through visualizing the process of historical evolution up to modern date. Finally, the study presents transformations and addresses current issues, as well as recommends a number of possible solutions for residential landuse development in the city of Sulaimani.
本研究旨在基于GIS空间分析可视化苏莱曼尼市住宅用地发展的历史演变,并输入各种格式的相关可用数据,以便根据城市规划文献中讨论的形态分类确定城市的形式。 从本质上讲,本研究通过对数据的收集、处理、文献的梳理和应用方法的梳理,绘制了苏莱曼尼城市空间演化的时间线,并构建了空间网格,对苏莱曼尼城市不同发育阶段进行形态比较和多方面分析。此外,根据土地利用城市规划领域已发表的理论,建立了一些评价空间格局的标准。这些指标是在问卷调查中制定的,并通过可视化城市的历史演变过程来确定城市的主要方面。 最后,该研究提出了转型和解决当前问题,并为苏莱曼尼市的住宅用地开发提出了一些可能的解决方案。
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引用次数: 0
Soybean (Glycine max L.) Yield and Yield Component Under Different Planting Time and Foliar Application of Humic Acid 大豆(Glycine max L.)不同种植时间及叶面施用腐植酸的产量及产量构成
Pub Date : 2023-09-04 DOI: 10.24017/science.2023.2.1
Shara Salih Ali, Chnar Hama Noori Mirza
A triplicate field experiment laid out in randomized complete block design was conducted to evaluate the effect of foliar application of humic acid rates (HAR) at Bakrajo, Sulaimani which is (located at 35°32'52.8"N and 45°21'16.6"E) belongs to Kurdistan region of Iraq with the silty clay soil type. Five different Humic Acid rates (HAR) which were (0 (control), 2,4,6,8 g/L) and two cultivation period (CP) which were cultivation Period 1 (CP1) on 15 May 2022 and cultivation Period 2 (CP2) on 1st of June 2022. The effect of foliar Humic acid rates application methods was highly significant on the Pod No./ Plant, Empty Pod/Plant, Seed Weight / Plant (g) and yield (kg/ha) and significant on the 1000 Seed Weight (g). While, the effect of cultivation period (CP) was highly significant only for the Pod No./ Plant and the insignificantly affected the other parameters including Empty Pod/Plant, Seed No./ Pod, 1000 Seed Weight (g), Weight / Plant (g) and yield (kg/ha). The maximum Pod No./ Plant, Empty Pod/Plant, Seed Weight / Plant (g) and yield (kg/ha) and significant on the 1000 Seed Weight (g) were observed under foliar application of HAR of 6 g/L and the best cultivation period for sowing humic acid was (CP1) which was on 15 May.
采用随机完全区组设计的三重复田间试验,对位于伊拉克库尔德斯坦地区粉质粘土土类型苏莱曼尼Bakrajo(北经35°32′52.8”,东经45°21′16.6”)的腐殖酸叶面施用效果进行了评价。5个不同的腐植酸浓度(HAR)分别为0(对照)、2、4、6、8 g/L和2个栽培期(CP),分别为2022年5月15日的栽培第一期(CP1)和2022年6月1日的栽培第二期(CP2)。叶面腐植酸用量对豆荚号的影响显著。/株、空荚/株、种子重/株(g)和产量(kg/ha)对千粒重(g)有显著影响。/株,对空荚/株、种子号、籽粒数等参数影响不显著。千粒重(g)、千粒重(g)、单株重(g)和产量(kg/ha)。最大Pod号。叶面施用6 g/L HAR时,每株、空荚、种子重(g)和产量(kg/ha)均显著高于1000粒重(g), 5月15日播腐植酸最佳栽培期为(CP1)。
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引用次数: 0
Pub Date : 2023-06-30 DOI: 10.24017/science/2023.1.4
Soran Badawi
With the increase in the volume of news articles and headlines being generated, it is becoming more difficult for individuals to keep up with the latest developments and find relevant news articles in the Kurdish language. To address this issue, this paper proposes a novel data augmentation approach for improving the performance of Kurdish news headline classification using back-translation and a proposed deep learning Bidirectional Long Short-Term Memory (BiLSTM) model. The approach involves generating synthetic training data by translating Kurdish headlines into a target language in this context English language and back-translating them to the Kurdish language, resulting in an augmented dataset. The proposed BiLSTM model is trained on the augmented data and compared with baseline models SVM (Support-Vector-Machines) and Naïve Bayes an trained on the original data. The experimental results demonstrate that the proposed BiLSTM model outperforms the baseline model and other existing models, achieving state-of-the-art performance on the Kurdish news headline classification task. The findings suggest that the combination of back-translation and a proposed BiLSTM model is a promising approach for data augmentation in low-resource languages, contributing to the advancement of natural language processing in under-resourced languages. Moreover, having a Kurdish news headline classification model can improve access to news and information for Kurdish speakers. With the classification model, they can easily and quickly search for news articles that interest them based on their preferred categories, such as politics, sports, or entertainment.
随着新闻文章和标题数量的增加,个人越来越难以跟上最新的发展,并找到库尔德语的相关新闻文章。为了解决这个问题,本文提出了一种新的数据增强方法,使用反向翻译和提出的深度学习双向长短期记忆(BiLSTM)模型来提高库尔德新闻标题分类的性能。该方法包括通过将库尔德语标题翻译成目标语言(英语)并将其反翻译为库尔德语来生成合成训练数据,从而产生增强的数据集。本文提出的BiLSTM模型在增强数据上进行训练,并与基线模型SVM (Support-Vector-Machines)和Naïve Bayes在原始数据上进行比较。实验结果表明,所提出的BiLSTM模型优于基线模型和其他现有模型,在库尔德语新闻标题分类任务上取得了最先进的性能。研究结果表明,将反翻译与所提出的BiLSTM模型相结合是一种很有前途的低资源语言数据增强方法,有助于促进资源不足语言的自然语言处理。此外,拥有库尔德语新闻标题分类模型可以改善库尔德语使用者对新闻和信息的获取。有了这个分类模型,他们可以根据自己喜欢的类别(比如政治、体育或娱乐)轻松快速地搜索自己感兴趣的新闻文章。
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引用次数: 0
Nutritional and General Awareness of Vitamin D Status among Adult Population in Sulaymaniyah Governorate, Kurdistan Region, Iraq: A Cross-Sectional Study 伊拉克库尔德斯坦地区苏莱曼尼亚省成年人口的营养状况和对维生素D状况的普遍认识:一项横断面研究
Pub Date : 2023-02-12 DOI: 10.24017/science.2023.1.3
R. Mohammedsalih, Fadhluddin Nasruddin Shakor, Dalia Ardal Ali, Rafiq Mohammedsalih Rashid
The health benefits of vitamin D are widely acknowledged by scientific and public health specialists. In Iraq, vitamin D deficiency and inadequacy are highly prevalent. However, public knowledge on this problem is scarce. This research aimed to evaluate the participants' knowledge about vitamin D, particularly their nutrition-related understanding and behavior, along with their overall attitude toward sun exposure. A descriptive cross-sectional survey of Iraqi adults over 18 was performed with a collection of serum 25(OH)D result between June and September 2022. The observed serum vitamin D indicated that only 25% of the participant had healthy (>30 ng/ml) vitamin D levels. The majority of participants, 90.9%, were aware of vitamin D. Media and primary health care centers were major vitamin D information sources (57.3 and 32%, respectively). Despite believing sunshine is the principal source of vitamin D (90.2%), respondents lacked understanding about the duration (26.3%) and frequency (30%) of sun exposure. In addition, less than 10% of individuals attributed vitamin D shortage to kidney and liver problems, fat malabsorption, obesity, and bariatric surgery. Nevertheless, more than two-thirds (83.3%) of participants defined the positive role of vitamin D in preventing osteoporosis and immune system strengthening (61%). Furthermore, nutritional awareness among the participants was variable. Approximately, 75% misrepresented the percentage of vitamin D supplied by food, over 50% believed that fruit and vegetables are vitamin D sources, 43% of vegetarians are not at risk for vitamin D deficiency, and rather plants considered (70.3%) as an approach to lessen vitamin D deficiency. Additionally, optimal daily intake was recognized by only 10%. Similarly, only 18.3% was aware of the optimal level of serum vitamin D. Notably, 54% was entirely ignorant of the benefits of dietary fortification. Although 55% of the surveyed population used vitamin D supplements, and 76% acknowledged it through their doctor's recommendation, exceeding two-thirds incorrectly anticipated that drinking tea would impair vitamin D absorption. Therefore, 90% would buy supplements without a prescription if needed. Implementing nutrition education initiatives, encouraging healthy lifestyles, and supporting vitamin D examination should be included in Iraq's health care system.
维生素D对健康的益处得到了科学和公共卫生专家的广泛认可。在伊拉克,维生素D缺乏和不足非常普遍。然而,公众对这个问题的了解很少。这项研究旨在评估参与者对维生素D的了解,特别是他们对营养相关的理解和行为,以及他们对阳光照射的总体态度。在2022年6月至9月期间,对18岁以上的伊拉克成年人进行了描述性横断面调查,收集了血清25(OH)D结果。观察到的血清维生素D表明,只有25%的参与者具有健康(>30ng/ml)的维生素D水平。大多数参与者(90.9%)知道维生素D。媒体和初级保健中心是维生素D的主要信息来源(分别为57.3%和32%)。尽管受访者认为阳光是维生素D的主要来源(90.2%),但他们对阳光照射的持续时间(26.3%)和频率(30%)缺乏了解。此外,只有不到10%的人将维生素D短缺归因于肾脏和肝脏问题、脂肪吸收不良、肥胖和减肥手术。然而,超过三分之二(83.3%)的参与者认为维生素D在预防骨质疏松症和增强免疫系统方面具有积极作用(61%)。此外,参与者的营养意识各不相同。大约75%的人歪曲了食物提供的维生素D的百分比,超过50%的人认为水果和蔬菜是维生素D的来源,43%的素食者没有维生素D缺乏的风险,相反,植物(70.3%)被认为是减少维生素D缺乏症的一种方法。此外,只有10%的人认为最佳每日摄入量。同样,只有18.3%的人知道血清维生素D的最佳水平。值得注意的是,54%的人完全不知道饮食强化的好处。尽管55%的受访人群使用了维生素D补充剂,76%的人通过医生的建议承认了这一点,但超过三分之二的人错误地认为喝茶会损害维生素D的吸收。因此,如果需要,90%的人会在没有处方的情况下购买补充剂。实施营养教育举措、鼓励健康生活方式和支持维生素D检查应纳入伊拉克的医疗保健系统。
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Kurdistan Journal of Applied Research
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