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DESIGN AND APPLICATION OF SOLAR TRACKING SYSTEM USING OPTIMIZED FUZZY LOGIC CONTROLLER BY GENETIC ALGORITHM 采用遗传算法优化模糊控制器的太阳能跟踪系统设计与应用
Pub Date : 2020-06-19 DOI: 10.22531/muglajsci.641904
Hayrettin Toylan
This study describes an intelligent control algorithm for the solar tracking system (STS) providing maximum performance from the photovoltaic panel according to different sun positions. The solar tracking system is designed as dual axis to increase the efficiency of photovoltaic panels. DC motors are preferred in order to minimize cost and to control the azimuth and zenith angles in the solar tracking system. Fuzzy logic algorithms are used to adjust the speed of these motors to track the sun’s position with a high degree of accuracy. After designing a fuzzy logic controller in order to control the motors, membership functions of controller and control rules are simultaneously found by genetic algorithms which is an optimization algorithm based on natural selection and genetic mechanics. As a result in the study, the power performance analysis is compared between a photovoltaic panel positioned on the designed solar tracking system and a photovoltaic panel positioned on the static system. According to comparison results, the photovoltaic panel positioned on the solar tracking system is observed that it shows higher performance at varying rates of depending on the seasons.
针对太阳能跟踪系统(STS),本文提出了一种智能控制算法,该算法可根据不同的太阳位置提供光伏板的最大性能。太阳能跟踪系统采用双轴设计,以提高光伏板的效率。在太阳能跟踪系统中,为了降低成本和控制方位角和天顶角,首选直流电机。模糊逻辑算法用于调整这些电机的速度,以高精度跟踪太阳的位置。通过设计模糊控制器对电机进行控制,利用遗传算法同时找到控制器的隶属函数和控制规则,遗传算法是一种基于自然选择和遗传力学的优化算法。在本研究中,比较了安装在所设计的太阳能跟踪系统上的光伏板与安装在静态系统上的光伏板的功率性能分析。对比结果表明,安装在太阳能跟踪系统上的光伏板在不同季节的不同速率下表现出更高的性能。
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引用次数: 1
PER3 VNTR GENOTYPES MAY PREDICT OVERALL SURVIVAL IN BLADDER CANCER PATIENTS IN THE TURKISH POPULATION Per3 VNTR基因型可以预测土耳其人群膀胱癌患者的总生存率
Pub Date : 2020-06-19 DOI: 10.22531/muglajsci.695085
Z. Yeğin, F. Ozen, İ. Yıldırım, Yasin Altinisik, A. Yıldırım
Circadian genes were proven to play significant roles in tumor development and progression via coordinating various cellular processes. Though circadian rhythm disturbances both on the level of expression and genetic variant analysis have been associated with increased risk for many cancer types, none has investigated the potential effect of PER3 VNTR in bladder tumorigenesis yet. In this study, we aimed to assess PER3 VNTR’s effect in terms of creating susceptibility to bladder carcinoma formation. Our second target was to enlighten the possible associations between PER3 genotypes and clinicopathological correlations in bladder carcinoma cohort and thus evaluate outcomes in bladder carcinoma prognosis. In this case-control study, 116 patients and 120 healthy controls were recruited. DNA was isolated from peripheral blood using the standard salting-out procedure and PER3 VNTR variants (ins/del polymorphism) were determined with PCR technique to distinguish the 5-repeats allele (401 bp) from the 4-repeats allele (347 bp). Though this exploratory analysis did not provide evidence supporting the role of PER3 VNTR in the onset of bladder carcinoma, it enabled us to make a risk assessment for the prognosis of bladder carcinoma patients. The survival times of patients decreased in the patient group (progression and cystectomy positive) for PER3 4/4 genotype and (recurrence, progression and cystectomy positive) for PER3 4/5 genotype. Results presented in this study are highly recommended to be investigated and validated in larger samples in different populations and ethnicities to generalize potential clinical utility.
昼夜节律基因已被证明通过协调各种细胞过程在肿瘤的发生和进展中发挥重要作用。尽管在表达水平和遗传变异分析上的昼夜节律紊乱与许多癌症类型的风险增加有关,但尚未研究PER3 VNTR在膀胱肿瘤发生中的潜在作用。在这项研究中,我们旨在评估PER3 VNTR在膀胱癌形成易感性方面的作用。我们的第二个目标是揭示膀胱癌队列中PER3基因型与临床病理相关性之间的可能关联,从而评估膀胱癌预后的结果。在这项病例对照研究中,招募了116名患者和120名健康对照者。采用标准盐析法从外周血中分离DNA,用PCR技术检测PER3 VNTR变异(ins/del多态性),区分5重复等位基因(401 bp)和4重复等位基因(347 bp)。虽然本探索性分析没有提供PER3 VNTR在膀胱癌发病中的作用的证据,但它使我们能够对膀胱癌患者的预后进行风险评估。PER3 4/4基因型患者组(进展和膀胱切除术阳性)和PER3 4/5基因型患者组(复发、进展和膀胱切除术阳性)患者的生存时间缩短。本研究的结果强烈建议在不同人群和种族的更大样本中进行调查和验证,以推广潜在的临床应用。
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引用次数: 0
A STUDY ON ABSOLUTE EULER TOTIENT SERIES SPACE AND CERTAIN MATRIX TRANSFORMATIONS 绝对欧拉全级数空间和某些矩阵变换的研究
Pub Date : 2020-06-19 DOI: 10.22531/muglajsci.727517
M. İlkhan, G. C. H. Güleç
Recently, many authors have focused on the studies related to sequence and series spaces. In the literature the simple and fundamental method is to construct new sequence and series spaces by means of the matrix domain of triangular matrices on the classical sequence spaces. Based on this approach, in this study, we introduce a new series space |ϕ_z |_p as the set of all series summable by absolute summability method |Φ,z_n |_p, where Φ=(ϕ_nk ) denotes Euler totient matrix, z=(z_n ) is a sequence of non-negative terms and p≥1. Also, we show that the series space |ϕ_z |_p is linearly isomorphic to the space of all p- absolutely summable sequences l_p for p≥1. Moreover, we determine some topological properties and α, β and γ-duals of this space and give Schauder basis for the space |ϕ_z |_p. Finally, we characterize the classes of the matrix operators from the space |ϕ_z |_p to the classical spaces l_∞,c,c_0,l_1 for 1≤p<∞ and vice versa.
近年来,许多学者开始关注序列和序列空间的相关研究。在文献中,简单而基本的方法是在经典序列空间上利用三角矩阵的矩阵域构造新的序列和序列空间。在此方法的基础上,本文引入了一个新的序列空间|ϕ_z |_p作为可绝对可和性方法|Φ,z_n |_p的所有序列的集合,其中Φ=(ϕ_nk)为Euler totient矩阵,z =(z_n)为非负项序列,且p≥1。此外,我们证明了序列空间|ϕ_z |_p与所有p-绝对可和序列l_p的空间线性同构,且p≥1。此外,我们确定了该空间的一些拓扑性质和α, β和γ-对偶,并给出了空间|ϕ_z |_p的Schauder基。最后,我们刻画了从空间|ϕ_z |_p到经典空间l_∞,c,c_0,l_1的矩阵算子的类,对于1≤p<∞,反之亦然。
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引用次数: 2
ESTIMATION OF EMOTIONAL AND SOCIAL LONELINESS IN ELDERS WITH THE DEVELOPED ARTIFICIAL NEURAL NETWORKS AND MULTIPLE LINEAR REGRESSION MODELS 基于人工神经网络和多元线性回归模型的老年人情感孤独和社会孤独评估
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.597462
Hanife Akgül, Esma Uzunhisarlikçi, E. Kavuncuoglu
In recent years, with the increase in the amount of data, the development of the technology required for the analysis of this data has made it easier for artificial intelligence to enter all areas. In this study, "Loneliness Scale for the Elderly" was used to measure loneliness level as a dependent variable, and the predictability of emotional and social loneliness parameters obtained was investigated with artificial intelligence and statistical techniques. For this reason, various scales were used to examine Emotional Loneliness (EL), and Social Loneliness (SL) and various input parameters were used in the scales. In this study, we designed an expert system which uses the Artificial Neural Network (ANN) - Machine Learning Algorithm and Multiple Linear Regression (MLR) statistical methods to estimate the SL and EL values by feeding with input values. Root Mean Squared Error (RMSE) and Correlation Coefficient (R) parameters were used to evaluate the predictive performance of the expert system. When the performance criteria were analyzed, it was found that ANN was the best predictor of SL and EL values. Social or emotional loneliness of individuals can be estimated by entering the questionnaire responses that are not included in the sample through the expert system developed in this study.
近年来,随着数据量的增加,对这些数据进行分析所需技术的发展,使得人工智能更容易进入各个领域。本研究采用《老年人孤独感量表》作为因变量测量老年人的孤独感水平,并利用人工智能和统计技术对所获得的情感和社会孤独感参数的可预测性进行研究。为此,我们采用了不同的量表来检测情感孤独(EL)和社会孤独(SL),并在量表中使用了不同的输入参数。在本研究中,我们设计了一个专家系统,该系统采用人工神经网络(ANN) -机器学习算法和多元线性回归(MLR)统计方法,通过输入值来估计SL和EL值。使用均方根误差(RMSE)和相关系数(R)参数评价专家系统的预测性能。当对性能标准进行分析时,发现ANN是SL和EL值的最佳预测因子。通过本研究开发的专家系统,可以通过输入未包含在样本中的问卷回答来估计个人的社会或情感孤独。
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引用次数: 2
AN EFFECT ANALYSIS OF THE PARALLEL MIGRATING BIRDS OPTIMIZATION ALGORITHM PARAMETERS 并行候鸟优化算法参数的影响分析
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.630528
G. Kuvat, Abdullah Tülek
Migration is the process of sending selected solutions from a sub-population to the neighboring sub-population at specified intervals in parallel metaheuristic algorithms (PMAs). Topology, migration rate (MR), migration interval (MI), migration policy and communication model are the factors which characterize the nature of migration. Identification of relationship between migration parameters and an accurate selection of such parameter values increase the performance of PMAs. The number of sub-populations (NS) denotes the number of different populations in which algorithm can perform simultaneous searches. In this study, Migrating Birds Optimization (MBO) Algorithm, no migration performed, was applied for four different NS values. Additionally, Parallel Migrating Birds Optimization (PMBO) Algorithm is executed using five MR values, five MI values and four NS values and obtained fitness values are provided. According to the results, PMBO algorithm outperforms MBO in 99% of case studies. Therefore, the contribution of migration to the performance of the algorithm is evidently demonstrated. Furthermore, the values obtained during the iterations are shown on graph to investigate the effect of MI and MR changes on search performance of algorithms. As MI decreases, it is confirmed that the algorithm produces good results in early steps of iterations, making faster searches. MR has a greater effect on performance if MI is kept low. If MI increases, the changes in MR have less affect. Additionally, the effect of MI, MR, NS values and their correlation on fitness value is analyzed with analysis of variance (ANOVA). According to the analysis, MI is identified to be the most significant factor. The least significant factor is NS. Combinations of such parameters are analyzed and it was shown that MR*MI combination has the most significant effect on performance.
在并行元启发式算法(PMAs)中,迁移是将子种群中选定的解以指定的间隔发送到相邻子种群的过程。拓扑结构、迁移速率(MR)、迁移间隔(MI)、迁移策略和通信模型是表征迁移性质的因素。识别迁移参数之间的关系并准确选择这些参数值可以提高PMAs的性能。子种群数(NS)表示算法可以同时进行搜索的不同种群的数量。本研究采用不迁移的候鸟优化算法(MBO)对4种不同的NS值进行求解。此外,采用5个MR值、5个MI值和4个NS值执行并行候鸟优化算法(PMBO),并给出了得到的适应度值。结果表明,在99%的案例研究中,PMBO算法优于MBO算法。由此可见,迁移对算法性能的贡献是显而易见的。此外,将迭代过程中得到的值用图形表示,以研究MI和MR变化对算法搜索性能的影响。随着MI的减小,证实了算法在迭代的早期阶段产生了良好的结果,使得搜索速度更快。如果MI保持较低,MR对性能的影响更大。如果心肌梗死增加,MR变化的影响较小。此外,采用方差分析(ANOVA)分析了MI、MR、NS值及其相关性对适应度值的影响。根据分析,MI是最重要的因素。最不显著的因素是NS。对这些参数的组合进行了分析,结果表明MR*MI组合对性能的影响最为显著。
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引用次数: 0
USE OF AHP AND MOORA FOR CATTLE BREEDING: KARESI DISTRICT OF BALIKESIR PROVINCE APPLICATION 利用ahp和沼地养牛:巴利克西尔省karesi地区的应用
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.616054
Özlem Kuvat, R. Demir
The enterprises within the cattle sector, which holds an important place in the development of agriculture and animal husbandry sector, have to make decisions about their production frequently. These farm animals are categorized into three categories: dairy, meat and combined (meat and dairy). In line with these characteristics, business owners make production with their chosen animals. Enterprises face problems as a result of irregularities in the market, supply and demand imbalance, insufficient research by the investors and breeding of farmers towards breeds that are not suitable for their purposes. In this study, it was aimed to determine which breed would be appropriate for the breeding enterprises. This study was carried out in Balikesir Province due to its high production potential in terms of agriculture and animal husbandry. Karesi District, which has an important share in production in Balikesir Province, has been considered as the application area. In the study, between 50-100 and over 100 bovine farms are considered. In this study, important criteria were determined for enterprises and comparison of these criteria was provided. A hierarchical system was used to compare the criterias “Vital Characteristics”, “Milk Yield Characteristics” and “Meat Yield Characteristics”, according to the opinions of business owners or managers, and to select the most suitable alternative. According to the established decision model; Analytic Hierarchy Process (AHP) method was used in order to determine the criteria priorities and Multi-Objective Optimization on the basis of Ratio Analysis (MOORA) method was used to sort the alternatives.
在农牧业发展中占有重要地位的养牛业企业,其生产决策经常出现问题。这些农场动物分为三类:乳制品,肉类和混合(肉类和乳制品)。根据这些特点,企业主用他们选择的动物进行生产。企业面临着市场不规范、供需不平衡、投资者研究不充分、养殖户养殖不适合自己用途的品种等问题。本研究旨在确定哪个品种最适合养殖企业。这项研究是在巴勒克西尔省进行的,因为该省在农业和畜牧业方面具有很高的生产潜力。在巴勒克西尔省占有重要产量份额的Karesi地区已被视为应用区域。在这项研究中,考虑了50-100到100多个牛场。本研究确定了企业的重要标准,并对这些标准进行了比较。根据企业主或管理者的意见,采用分层体系对“生命特征”、“产奶量特征”和“肉量特征”三个指标进行比较,选择最合适的替代方案。根据建立的决策模型;采用层次分析法确定标准优先级,采用基于比率分析法的多目标优化方法对备选方案进行排序。
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引用次数: 2
AN EARLY PREDICTION AND DIAGNOSIS OF SEPSIS IN INTENSIVE CARE UNITS: AN UNSUPERVİSED MACHINE LEARNING MODEL 重症监护病房脓毒症的早期预测和诊断:unsupervİsed机器学习模型
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.643554
Gökhan Silahtaroglu, Zehra Nur Canbolat
Sepsis infection, which is one of the most important causes of death in intensive care units, is seen as a severe global health crisis. If an early diagnosis of sepsis infection cannot be made, and treatment is not started rapidly, septic shock may result in multiple organ failure and death is almost inevitable. Therefore, it is vital to establish an early diagnosis and start the treatment at once. This study aims to accomplish a new model of unsupervised machine learning using lactate and Ph laboratory test values, which are considered to be important parameters to diagnose sepsis infection. The data used in the study have been obtained from MIMIC-III international clinical database. Unsupervised machine learning has been performed via the Fuzzy-C algorithm along with validity indexes like Xie Beni on patients’ data diagnosed sepsis and non-sepsis. The machine-generated ten labels at the end of the training session considering-designed validity indexes. The labelled cluster representatives have been reduced to two dimensions by Principal Component Analysis method in order to monitor the learning in a two-dimensional space. The study contributes to the literature by conducting unsupervised learning through two parameters (Lactate and Ph) and leading to multi-parameter studies. In addition, the study reports that there are five types of sepsis patterns in terms of Lactate and PH laboratory tests.
败血症感染是重症监护病房中最重要的死亡原因之一,被视为严重的全球健康危机。如果不能对脓毒症感染进行早期诊断,不迅速开始治疗,脓毒症休克可能导致多器官衰竭,死亡几乎是不可避免的。因此,建立早期诊断并立即开始治疗至关重要。本研究旨在利用被认为是诊断脓毒症感染的重要参数乳酸和Ph实验室检测值,实现一种新的无监督机器学习模型。研究中使用的数据来自MIMIC-III国际临床数据库。通过Fuzzy-C算法,结合Xie Beni等有效性指标,对诊断为败血症和非败血症的患者数据进行无监督机器学习。在训练结束时,机器根据设计的有效性指标生成10个标签。通过主成分分析方法将标记的聚类代表降维到二维空间,以便在二维空间中监控学习。该研究通过两个参数(乳酸和Ph)进行无监督学习,并导致多参数研究,从而为文献做出贡献。此外,该研究报告在乳酸和PH实验室测试方面存在五种败血症模式。
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引用次数: 2
COMPARISON OF CLTD AND TETD COOLING LOAD CALCULATION METHODS FOR DIFFERENT BUILDING ENVELOPES 不同围护结构CLTD和tetd冷负荷计算方法的比较
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.631222
H. Oktay, Recep Yumrutaş, M. Z. Işık
The estimation of the cooling load through the building envelope is an essential task in the selection of proper HVAC system components that influences the building’s performance. For this task, ASHRAE has presented several methods to calculate the building cooling load due to heat gain, such as the total equivalent temperature difference method (TETD), the cooling load temperature difference method (CLTD), and the radiant time series method (RTS). The present study aims to explore the accuracies of those calculation methods in terms of energy efficiency. In this regard, an analytical solution method utilizing Complex Finite Fourier Transform Technique (CFFT) was developed for the calculation of cooling load due to heat gain to compare the temperature differences obtained from the TETD and CLTD methods. Then, a computer program was prepared in MATLAB to perform the calculations based on an analytical methodology. Besides, the estimated CLTD and TETD values by the CFFT were compared with those values presented in the Handbook of the ASHRAE. The calculation results revealed there is a good agreement between the analytical and presented results in the ASHRAE Manual for the selected building envelopes. However, several differences were found between the estimated TETD and CLTD cooling load values and those presented in the Handbook of ASHRAE.
在选择影响建筑性能的暖通空调系统组件时,通过建筑围护结构估算冷负荷是一项重要任务。为此,ASHRAE提出了几种计算建筑因热增益引起的冷负荷的方法,如总等效温差法(TETD)、冷负荷温差法(CLTD)和辐射时间序列法(RTS)。本研究旨在探讨这些计算方法在能源效率方面的准确性。为此,提出了一种利用复有限傅里叶变换技术(CFFT)计算热增益冷负荷的解析解方法,以比较TETD和CLTD方法获得的温差。然后,在MATLAB中编写计算机程序,根据分析方法进行计算。此外,CFFT估算的CLTD和TETD值与ASHRAE手册中给出的值进行了比较。计算结果表明,所选建筑围护结构的分析结果与ASHRAE手册中给出的结果吻合良好。然而,在估计的TETD和CLTD冷却负荷值与ASHRAE手册中提出的值之间发现了一些差异。
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引用次数: 1
A MODIFIED TAYLOR COLLOCATION METHOD FOR PANTOGRAPH TYPE FUNCTIONAL DIFFERENTIAL EQUATIONS WITH HYBRID PROPORTIONAL AND VARIABLE DELAYS 具有混合比例和可变延迟的受电弓型泛函微分方程的一种改进Taylor配置方法
Pub Date : 2020-06-15 DOI: 10.22531/muglajsci.633017
Elçin Gökmen, Mehmet Sezer
In this work, high order pantograph type linear functional differential equations with hybrid proportional and variable delays is approximately solved by the modified Taylor matrix method. With this method these functional type differential equations are converted into the matrix form by the Taylor expansion method. The problems are reduced into a set of algebraic equations including Taylor coefficients. By determining the coefficients, the approximate solutions are calculated.  Also, an error analysis technique with residual function is developed for the presented method. Some illustrative examples are given to demonstrate the efficiency and applicability of the method. The computer algebraic system Maple 15 is used for all calculations and graphs.
本文用改进的泰勒矩阵法近似求解了具有混合比例和变时滞的高阶受电弓型线性泛函微分方程。用泰勒展开法将泛函型微分方程转化为矩阵形式。这些问题被简化为一组包含泰勒系数的代数方程。通过确定系数,计算出近似解。同时,提出了一种基于残差函数的误差分析方法。算例说明了该方法的有效性和适用性。计算机代数系统Maple 15用于所有计算和图表。
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引用次数: 0
EMPLOYEE SHUTTLE BUS ROUTING PROBLEM 员工班车路线问题
Pub Date : 2020-06-04 DOI: 10.22531/muglajsci.691517
S. Yalçındağ
Recently, companies have started to use engineering techniques more than ever due to competitive market conditions, high costs, and limited budgets. To be able to reduce incurred costs and increase profitability, companies deeply analyze all the existing processes carefully. In this work, the Employee Shuttle Bus management process of an international company, which is located in Gebze, is considered, analyzed, and improved through mathematical modeling technique. Unified and Area-Based solution alternatives are developed by extending the mathematical formulation of the widely studied School Bus Routing Problem. Both proposed methods and the current situation of the company have been implemented on GAMS and solved by the CPLEX solver. It has been observed that proposed methods have provided significant cost reduction with respect to the current situation of the company. Among the newly developed methods, the Area-Based method has provided the best cost reduction amounts with less resource usage and shorter tour lengths.
最近,由于竞争激烈的市场条件、高成本和有限的预算,公司开始比以往更多地使用工程技术。为了能够减少产生的成本和提高盈利能力,公司深入分析所有现有的流程仔细。本论文以位于格布则的一家跨国公司的员工班车管理流程为研究对象,通过数学建模技术对其进行分析和改进。通过对广泛研究的校车路线问题的数学公式的扩展,开发了统一的和基于区域的解决方案。所提出的方法和公司的现状都在GAMS上实现,并通过CPLEX求解器进行求解。据观察,就公司目前的情况而言,拟议的方法已大大降低了成本。在新开发的方法中,基于区域的方法以较少的资源使用和较短的行程提供了最佳的成本降低量。
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引用次数: 2
期刊
Mugla Journal of Science and Technology
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