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Gazi University Journal of Science Part A: Engineering and Innovation最新文献

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Design and Co-Analysis of A Permanent Magnet Brushless DC Motor By Using Clonal Selection Principle Based Wound Healing Algorithm and Ansys-Maxwell 利用基于克隆选择原理的伤口愈合算法和 Ansys-Maxwell 设计并共同分析永磁无刷直流电机
Pub Date : 2023-12-13 DOI: 10.54287/gujsa.1371904
Yildirim Özüpak, Mehmet Çinar
In this paper, the design and performance analysis of a 550 W Permanent Magnet Brushless DC motor (BLDC) is presented. The finite element method (FEM) was used to determine the performance characteristics of the motor. The design and dynamic performance analysis of this motor was done on ANSYS/Rmxprt and electromagnetic studies were done on ANSYS/Maxwell-2D. In addition, with the help of the wound healing algorithm developed based on the clonal selection principle, the DC motor was optimized and a PID controller was designed to achieve this. Along with these, the method of designing a BLDC motor with detailed design equations is also explained. BLDC motors are motors with high dynamic responses and efficiency, long operating life, high speed change intervals and noise-free operating conditions. The motor geometry was modeled in ANSYS-Maxwell's-Rmxprt software tool and imported into the Maxwell-2D environment for further analysis. It has been observed that the designed motor works with 93% efficiency and can meet the designed torque value. The values obtained as a result of the optimization process were interpreted by comparing them with the values obtained from the ANSYS software.
本文介绍了 550 W 永磁无刷直流电机 (BLDC) 的设计和性能分析。本文采用有限元法 (FEM) 确定电机的性能特征。该电机的设计和动态性能分析在 ANSYS/Rmxprt 上完成,电磁研究在 ANSYS/Maxwell-2D 上完成。此外,在基于克隆选择原理开发的伤口愈合算法的帮助下,对直流电机进行了优化,并设计了一个 PID 控制器来实现这一目标。此外,还解释了无刷直流电机的设计方法和详细的设计方程。无刷直流电机是一种具有高动态响应和高效率、长工作寿命、高换速间隔和无噪音工作条件的电机。电机的几何形状在 ANSYS-Maxwell's-Rmxprt 软件工具中建模,并导入 Maxwell-2D 环境进行进一步分析。据观察,所设计的电机工作效率为 93%,并能达到设计扭矩值。通过与 ANSYS 软件获得的数值进行比较,对优化过程中获得的数值进行了解释。
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引用次数: 0
Deep Learning Based Approach for Classification of Mushrooms 基于深度学习的蘑菇分类方法
Pub Date : 2023-12-13 DOI: 10.54287/gujsa.1355751
Yağmur Demi̇rel, Gözde Demi̇rel
Deep learning algorithms have produced amazing results in recent years when used to identify items in digital photographs. A deep learning technique is suggested in this work to classify mushrooms in their natural habitat. The study's objective is to identify the most effective method for categorizing mushroom images produced by well-known CNN models. This study will be helpful for the field of pharmacology, mushroom hunters who gather mushrooms in the wild, and it will help to lower the number of people who are at risk of becoming ill from poisonous mushrooms. The pictures are from data that specialists from INaturalist tagged. The photographs show mushrooms in their natural environment and feature a variety of backgrounds. The "Mobilenetv2_GAP_flatten_fc" model, which was the study's top performer, had a training data set accuracy of 99.99%. It was 97.20% accurate in the categorization that was done using the validation data. Using the test data set, the classification accuracy was 97.89%. In this study, we report the findings of our comparison between the performance of the best performing model and numerous state-of-the-art models that have already undergone training. The top model greatly outperformed the trained models, according to the findings. This illustrates how the basic training process of the suggested model can be applied to enhance feature extraction and learning.
近年来,深度学习算法在用于识别数码照片中的物品时取得了惊人的成果。本研究提出了一种深度学习技术,用于对自然栖息地中的蘑菇进行分类。这项研究的目的是找出最有效的方法,对知名 CNN 模型生成的蘑菇图像进行分类。这项研究将对药理学领域、在野外采集蘑菇的蘑菇猎人有所帮助,并有助于降低因毒蘑菇而生病的风险人数。这些图片来自 INaturalist 专家标记的数据。这些照片展示了自然环境中的蘑菇,背景各不相同。Mobilenetv2_GAP_flatten_fc "模型是该研究中表现最好的模型,其训练数据集的准确率为 99.99%。在使用验证数据进行分类时,准确率为 97.20%。测试数据集的分类准确率为 97.89%。在本研究中,我们报告了我们对表现最好的模型和许多已经过训练的最先进模型的性能进行比较的结果。结果表明,最佳模型的表现大大优于经过训练的模型。这说明了建议模型的基本训练过程如何应用于增强特征提取和学习。
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引用次数: 0
A New Feature Selection Metric Based on Rough Sets and Information Gain in Text Classification 文本分类中基于粗糙集和信息增益的新特征选择指标
Pub Date : 2023-12-12 DOI: 10.54287/gujsa.1379024
Rasim Çekik, Mahmut Kaya
In text classification, taking words in text documents as features creates a very high dimensional feature space. This is known as the high dimensionality problem in text classification. The most common and effective way to solve this problem is to select an ideal subset of features using a feature selection approach. In this paper, a new feature selection approach called Rough Information Gain (RIG) is presented as a solution to the high dimensionality problem. Rough Information Gain extracts hidden and meaningful patterns in text data with the help of Rough Sets and computes a score value based on these patterns. The proposed approach utilizes the selection strategy of the Information Gain Selection (IG) approach when pattern extraction is completely uncertain. To demonstrate the performance of the Rough Information Gain in the experimental studies, the Micro-F1 success metric is used to compare with Information Gain Selection (IG), Chi-Square (CHI2), Gini Coefficient (GI), Discriminative Feature Selector (DFS) approaches. The proposed Rough Information Gain approach outperforms the other methods in terms of performance, according to the results.
在文本分类中,将文本文档中的单词作为特征会产生一个非常高维的特征空间。这就是所谓的文本分类中的高维问题。解决这一问题的最常见、最有效的方法是使用特征选择方法选择理想的特征子集。本文提出了一种名为 "粗糙信息增益"(Rough Information Gain,RIG)的新特征选择方法,作为高维问题的解决方案。粗糙信息增益借助粗糙集提取文本数据中隐藏的、有意义的模式,并根据这些模式计算分值。当模式提取完全不确定时,所提出的方法利用了信息增益选择(IG)方法的选择策略。为了在实验研究中证明粗糙信息增益的性能,我们使用 Micro-F1 成功度量标准与信息增益选择 (IG)、Chi-Square (CHI2)、基尼系数 (GI) 和判别特征选择器 (DFS) 方法进行比较。结果表明,所提出的粗糙信息增益方法在性能上优于其他方法。
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引用次数: 0
An Improvement in Estimating the Population Mean Based on Family of Estimators with Different Application Areas 基于不同应用领域估算器家族的人口平均值估算改进
Pub Date : 2023-12-11 DOI: 10.54287/gujsa.1333067
Ceren Ünal, Cem Kadilar
In a sampling study, the complete information for the necessary variables may not always be available in practice. Therefore, the non-response situation has been considered for estimating the unknown population parameters with different types of estimators. The families of estimators are proposed for the population mean in the case of non-response under two different cases with the approach of an exponential function. Their properties are derived in detail. We compare these estimators with the main estimators in the literature to present the efficiencies, theoretically. Moreover, the three different empirical studies are illustrated and in that way, we found that the theoretical conclusion is supported by the obtained results numerically for each data set.
在抽样研究中,必要变量的完整信息实际上并不总能获得。因此,在考虑无响应情况时,需要使用不同类型的估计器来估计未知的人口参数。本文提出了在两种不同情况下,利用指数函数对无响应情况下的人口平均值进行估算的估算器系列。我们详细推导了它们的特性。我们将这些估计器与文献中的主要估计器进行了比较,从理论上介绍了其效率。此外,我们还对三项不同的实证研究进行了说明,通过这种方式,我们发现理论结论得到了每组数据的数值结果的支持。
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引用次数: 0
FOPID controller design for a buck converter system using a novel hybrid cooperation search algorithm with pattern search for parameter tuning 利用新型混合合作搜索算法和参数调整模式搜索,为降压转换器系统设计 FOPID 控制器
Pub Date : 2023-12-11 DOI: 10.54287/gujsa.1357216
Cihan Ersali, B. Hekimoğlu
This research introduces a novel metaheuristic algorithm, OCSAPS, representing an upgraded cooperation search algorithm (CSA) version. OCSAPS incorporates opposition-based learning (OBL) and pattern search (PS) algorithms. The proposed algorithm's application aims to develop a fractional order proportional-integral-derivative (FOPID) controller tailored for a buck converter system. The efficacy of the proposed algorithm is assessed by statistical boxplot and convergence response analyses. Furthermore, the performance of the OCSAPS-based FOPID-controlled buck converter system is benchmarked against CSA, Harris hawk optimization (HHO), and genetic algorithm (GA). This comparative analysis encompasses transient and frequency responses, performance indices, and robustness analysis. The outcomes of this comparison highlight the distinctive advantages of the proposed approach-based system. Moreover, the proposed approach's performance was compared with six other approaches used to control buck converter systems similarly regarding both time and frequency domain responses. Overall, the findings underscore the efficacy of the OCSAPS algorithm as a robust solution for designing FOPID controllers in buck converter systems.
本研究介绍了一种新型元启发式算法--OCSAPS,它是合作搜索算法(CSA)的升级版。OCSAPS 融合了对立学习(OBL)和模式搜索(PS)算法。所提算法的应用目标是为降压转换器系统开发一个分数阶比例-积分-派生(FOPID)控制器。通过统计盒图和收敛响应分析,评估了所提算法的功效。此外,还将基于 OCSAPS 的 FOPID 控制降压转换器系统的性能与 CSA、Harris Hawk 优化(HHO)和遗传算法(GA)进行了比较。比较分析包括瞬态和频率响应、性能指标和鲁棒性分析。比较结果凸显了基于拟议方法的系统的独特优势。此外,在时域和频域响应方面,还与其他六种用于控制降压转换器系统的方法进行了类似的性能比较。总之,研究结果强调了 OCSAPS 算法作为设计降压转换器系统 FOPID 控制器的稳健解决方案的功效。
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引用次数: 0
Systematic investigation on the synergistic effect of gallium and boron co-doping on the properties of ZnO thin films 镓和硼共掺杂对氧化锌薄膜性能协同效应的系统研究
Pub Date : 2023-12-04 DOI: 10.54287/gujsa.1358177
Kenan Özel, A. Atilgan
Herein, gallium and boron co-doped ZnO thin films of varying percentages of Ga and B doping content were successfully deposited on glass substrates via spin coating method. The impact of doping content on structural, morphological, optical, and electrical features of co-doped ZnO films was systematically probed in this work. The characterization results demonstrate that the doping content has a profound effect on the features of co-doped ZnO thin films. The X-ray diffraction patterns confirm the polycrystalline nature of the films with varying diffraction peak intensities. AFM images disclose the smooth surface of the films with low surface roughness. UV–Vis-NIR transmittance spectra reveal that the deposited films exhibit high transparency over 86 % in range of 400-800 nm wavelength with excellent optical properties. The electrical resistance measurements indicate that co-doped ZnO thin films having doping concentrations of 2.5 at. % of Ga and 0.5 at. % of B has the lower resistivity, and the resistivity of the samples are strongly affected by the doping content. The obtained knowledge from this study could be important for the fabrication of high-performance optoelectronic device based on ZnO thin films.
本文通过旋涂法在玻璃基底上成功沉积了不同镓和硼掺杂百分比的镓和硼共掺杂氧化锌薄膜。该研究系统地探讨了掺杂含量对共掺杂氧化锌薄膜的结构、形貌、光学和电学特性的影响。表征结果表明,掺杂含量对共掺杂 ZnO 薄膜的特征有深远的影响。X 射线衍射图样证实了薄膜的多晶性质,其衍射峰强度各不相同。原子力显微镜图像显示薄膜表面光滑,表面粗糙度低。紫外-可见-近红外透射光谱显示,沉积薄膜在 400-800 纳米波长范围内具有 86% 以上的高透明度,具有优异的光学特性。电阻测量结果表明,掺杂浓度为 2.5 % Ga 和 0.5 % B 的共掺杂氧化锌薄膜的电阻率较低,而且样品的电阻率受掺杂含量的影响很大。本研究获得的知识对于制造基于氧化锌薄膜的高性能光电器件非常重要。
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引用次数: 0
Systematic Analysis of Infrastructure as Code Technologies 基础设施即代码技术的系统分析
Pub Date : 2023-11-14 DOI: 10.54287/gujsa.1373305
Erdal Özdogan, Onur Ceran, Mutlu Tahsin Üstündağ
“Infrastructure as Code” technologies are the network automation concept used in configuring network devices, allocating network resources, and deploying developed applications. By using machine-readable codes, various tasks that previously required time and effort can now be done dynamically with infrastructure as code tools. Although Infrastructure as Code is a technology that brings many advantages and is still at the beginning of its popularity, there are not enough resource in the literature. In this study, the key concepts of Infrastructure as Code technologies are discussed and infrastructure as code tools are systematically examined. The four most used Infrastructure as Code tools were examined in terms of management, language, data representation, code approach, stateful and stateless, architectural perspectives. Also, they were compared over these key concepts.
"基础设施即代码 "技术是一种网络自动化概念,用于配置网络设备、分配网络资源和部署已开发的应用程序。通过使用机器可读代码,以前需要费时费力才能完成的各种任务现在都可以通过 "基础设施即代码 "工具来动态完成。虽然 "基础架构即代码 "是一项能带来诸多优势的技术,而且仍处于普及初期,但文献中的资源并不充足。本研究讨论了基础架构即代码技术的关键概念,并对基础架构即代码工具进行了系统研究。本研究从管理、语言、数据表示、代码方法、有状态和无状态、架构角度对四种最常用的基础设施即代码工具进行了研究。此外,还对这些关键概念进行了比较。
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引用次数: 0
The Effects of Undercut Depth and Length on Weldment Mechanical Properties 下切深度和下切长度对焊件力学性能的影响
Pub Date : 2023-09-07 DOI: 10.54287/gujsa.1284239
M. Kurtulmuş
Undercutting is a fusion welding defect that appears as a groove at the weld metal's toe. An undercut discontinuity forms when welding, particularly when the current is applied at an extremely rapid rate. It decreases the static and fatigue strength of the weld and produces stress concentration at the welding zone. The height of the reinforcement, the weld bead's contact angle, the undercut's breadth, depth, length, and root radius, as well as other factors, affect the stress concentration factor's size. In this study, two mild steel plates with a 20 mm thickness were welded together using gas metal arc welding. Each test plate was machined to have a 30° single bevel groove angle prior to welding. The butt welded plate underwent radiographic NDT testing. A weldment free of defect was created. The weldment was machined into typical test specimens for tensile strength. An undercut defect was simulated by drilling a groove through each tensile test sample. Grooves had different depths and lengths. After that, samples were put through a tensile test. The test findings allowed for the identification of the impacts of groove shape on tensile strength, ductility, and static stress concentration factor.
下切是一种熔焊缺陷,在焊接金属的脚趾处出现凹槽。焊接时,特别是当电流以极快的速度施加时,会形成凹边不连续。它降低了焊缝的静强度和疲劳强度,并在焊接区产生应力集中。钢筋的高度、焊头的接触角、凹边的宽度、深度、长度和根半径等因素影响应力集中系数的大小。在本研究中,两块厚度为20mm的低碳钢板采用气体金属电弧焊焊接在一起。在焊接之前,每个测试板都被加工成具有30°的单坡口角。对接焊板进行了射线无损检测。一个无缺陷的焊件被制造出来。将焊件加工成典型的抗拉强度试样。通过在每个拉伸测试样品上钻一个槽来模拟一个凹边缺陷。凹槽有不同的深度和长度。然后,对样品进行拉伸试验。测试结果允许识别槽形对抗拉强度、延展性和静应力集中系数的影响。
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引用次数: 0
Investigation of Chloride Anion Binding Properties of Glipizide Drug 格列吡嗪药物氯阴离子结合特性的研究
Pub Date : 2023-08-22 DOI: 10.54287/gujsa.1281246
Serap Mert
This study addresses the anion binding property of Glipizide (GLP), an oral antidiabetic a second-generation drug member of the sulphonylurea (SU) family. GLP effectively interacts with Cl- anion according to 1H-NMR spectroscopic titrations of successive tetrabutylammonium chloride (TBACl) in deuterated chloroform (CDCl3) and dimethyl sulfoxide (d6-DMSO). Upon the addition of TBACl, the change in chemical shift was observed for both N-H protons of SU in CDCl3, whereas it causes a difference in the shift of only one of N-H proton in SU in d6-DMSO. In addition, the data obtained from 1H-NMR spectroscopic titrations was analyzed by DynaFit program to calculate the binding constant (Ka) value between GLP and Cl- anion. It was found that GLP binds Cl- anion in CDCl3 with higher affinity (Ka=77.37 M-1, Fitplot for N-Hh proton at δ=6.47 ppm) than in d6-DMSO (Ka=38.53 M-1, Fitplot for N-Hh proton at δ=6.32 ppm).
本研究探讨了口服降糖药磺脲(SU)家族第二代成员格列吡嗪(GLP)的阴离子结合特性。根据四丁基氯化铵(TBACl)在氘化氯仿(CDCl3)和二甲亚砜(d6-DMSO)中的1H-NMR滴定,GLP与Cl-阴离子有效相互作用。加入TBACl后,CDCl3中SU的两个N-H质子的化学位移发生了变化,而d6-DMSO中SU的一个N-H质子的化学位移发生了变化。此外,利用DynaFit程序对1H-NMR光谱滴定所得数据进行分析,计算GLP与Cl-阴离子的结合常数(Ka)值。结果表明,GLP与CDCl3中的Cl-阴离子结合的亲和力(Ka=77.37 M-1, δ=6.47 ppm时N-Hh质子的Fitplot)高于d6-DMSO (Ka=38.53 M-1, δ=6.32 ppm时N-Hh质子的Fitplot)。
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引用次数: 0
Self-Powered Mechanical Energy Sensor Application of SnO2/Ag and PMMA/ITO Nanocomposites via Triboelectric Effect 基于摩擦电效应的SnO2/Ag和PMMA/ITO纳米复合材料自供电机械能传感器的应用
Pub Date : 2023-06-27 DOI: 10.54287/gujsa.1247152
G. Durak Yüzüak, M. Çetin, E. Yüzüak
The triboelectric nanogenerator is a state-of-the-art device for addressing the growing problem of meeting the world's ever-increasing energy needs by converting mechanical energy into electrical energy. Using the popular semiconductor SnO2 nanostructured thin films as a triboelectric layer over contact regions, as opposed to polymers with lesser performance, increases the output power and life time of nanogenerators. In order to design a triboelectric nanogenerator, deposited thin film SnO2 is used as a friction layer with Ag electrode after heat-treatment at 623 K with a contrary layer of PMMA poly (methyl-methacrylate) with ITO electrode. The structural and electrical properties were analyzed by using scanning electron microscopy (SEM), electro-impedance spectroscopy (EIS) and atomic force microscopy (AFM) measurements. The increased output power of the triboelectric nanogenerator is attributed to the nanoscale PMMA contact charge created by tunneling electrons in the SnO2/Ag nanocomposite thin film layer. Due to its proximity to the PMMA/ITO surface, the SnO2/Ag layer causes electron field emission, and tapping the SnO2/Ag layer may result in electron cloud overlap. Similar to a semiconductor/insulator interface, the Fermi level of SnO2 plays a crucial role in electron transport. The system efficiency stated as a touch detector in a conventional keyboard that generates its own power is revealed in part by an analysis of its operating state up to the 4V.
摩擦电纳米发电机是一种最先进的设备,通过将机械能转化为电能来解决日益增长的问题,以满足世界上不断增长的能源需求。使用流行的半导体SnO2纳米结构薄膜作为接触区域的摩擦电层,而不是性能较差的聚合物,增加了纳米发电机的输出功率和寿命。为了设计摩擦电纳米发电机,在623 K下热处理后,用沉积的SnO2薄膜作为Ag电极的摩擦层,用PMMA聚甲基丙烯酸甲酯作为ITO电极的摩擦层。采用扫描电子显微镜(SEM)、电阻抗谱(EIS)和原子力显微镜(AFM)对其结构和电学性能进行了分析。摩擦电纳米发电机输出功率的增加是由于在SnO2/Ag纳米复合薄膜层中隧穿电子产生的纳米级PMMA接触电荷。SnO2/Ag层由于靠近PMMA/ITO表面,导致电子场发射,轻敲SnO2/Ag层可能导致电子云重叠。与半导体/绝缘体界面类似,SnO2的费米能级在电子输运中起着至关重要的作用。系统效率被描述为传统键盘中的触摸检测器,它可以产生自己的能量,通过对其工作状态的分析可以部分地揭示到4V。
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引用次数: 0
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Gazi University Journal of Science Part A: Engineering and Innovation
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