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Survival Prediction with Extreme Learning Machine, Supervised Principal Components and Regularized Cox Models in High-Dimensional Survival Data by Simulation 基于极端学习机的高维生存数据生存预测、监督主成分和正则化Cox模型的仿真研究
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-07-06 DOI: 10.35378/gujs.1223015
Fulden CANTAŞ TÜRKİŞ, İ. Kurt Omurlu, M. Türe
Mortality risks of important diseases such as cancer can be estimated using gene profiles which are high-dimensional data obtained from gene expression sequences. However, it is impossible to analyze high-dimensional data with classical techniques due to multicollinearity, time-consuming processing load, and difficulty interpreting the results. For this purpose, extreme learning machine methods, which can solve regression and classification problems, have become one of the most preferred machine learning methods regarding fast data analysis and ease of application. The goal of this study is to compare estimation performance of risk score and short-term survival with survival extreme learning machine methods, L2-penalty Cox regression, and supervised principal components analysis in generated high-dimensional survival data. The survival models have been evaluated by Harrell’s concordance index, integrated Brier score, F1 score, kappa coefficient, the area under the curve, the area under precision-recall, accuracy, and Matthew’s correlation coefficient. All results showed that survival extreme learning machine methods that allow analyzing high-dimensional survival data without the necessity of dimension reduction perform very competitive with the other popular classical methods used in the study.
癌症等重要疾病的死亡风险可以利用基因谱来估计,基因谱是由基因表达序列获得的高维数据。然而,由于多重共线性、费时的处理负荷和难以解释结果,传统技术无法分析高维数据。为此,能够解决回归和分类问题的极限学习机器方法因其快速分析数据和易于应用而成为最受青睐的机器学习方法之一。本研究的目的是比较在生成的高维生存数据中,使用生存极限学习机方法、l2惩罚Cox回归和监督主成分分析对风险评分和短期生存的估计性能。采用Harrell’s concordance index、综合Brier评分、F1评分、kappa系数、曲线下面积、查准率-查全率下面积、准确率和Matthew’s相关系数对生存模型进行评价。所有结果表明,生存极限学习机方法允许分析高维生存数据,而不需要降维,与研究中使用的其他流行的经典方法相比,表现得非常有竞争力。
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引用次数: 0
Distinguishing Obstructive Sleep Apnea Using Electroencephalography Records 用脑电图记录鉴别阻塞性睡眠呼吸暂停
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-07-04 DOI: 10.35378/gujs.1229166
I. Umut, Hakan Üstünel, Güven Çentik, E. Uçar, L. Öztürk
In this study, it was aimed to find out whether electroencephalographic (EEG) frequency bands can be used to distinguish people with obstructive sleep apnea (OSA) from those who do not have it. 11842 different cases taken from 121 patients suffering from OSA were combined with the case study of 30-person control group without sleep apnea. Apneas were highlighted at the respiration-record channels and EEG records which are concurrent with abnormal respiration cases were extracted from C4-A1 and C3-A2. Following that, they were examined with Fourier and Wavelet Transforms using a new software that was developed by us. The percentage values of Delta (0, 5-4 Hz), Theta (4-8 Hz), Alpha (8-13 Hz) and Beta (13-30 Hz) frequency bands were evaluated with the help of t-test and ROC Analysis to differentiate between apneas. The C3-A2 Beta (%) frequency level gave the highest distinguishing asset (AUC=0.662; p
在这项研究中,旨在了解脑电图(EEG)频带是否可以用来区分阻塞性睡眠呼吸暂停(OSA)患者和无OSA患者。将121名OSA患者的11842例不同病例与30名无睡眠呼吸暂停对照组的病例研究相结合。Apneas在呼吸记录通道处被突出显示,并且从C4-A1和C3-A2中提取与异常呼吸病例同时发生的EEG记录。然后,使用我们开发的一个新软件,用傅立叶变换和小波变换对它们进行检查。借助t检验和ROC分析,评估Delta(0-5-4 Hz)、Theta(4-8 Hz)、Alpha(8-13 Hz)和Beta(13-30 Hz)频带的百分比值,以区分呼吸暂停。C3-A2β(%)频率水平给出了最高的区分资产(AUC=0.662;p
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引用次数: 0
Efficient Algorithm for Dominatig Set In Graph Theory Based on Fundamental Cut-Set 基于基本割集的图论中控制集的有效算法
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-07-03 DOI: 10.35378/gujs.1243008
Furkan Öztemiz, A. Karcı
Determining the minimum dominating set in connected graphs is one of the most difficult problems defined as NP-hard. In this problem, it is aimed to determine the important nodes that can influence all nodes via the minimum number of nodes on the graph. In this study, an efficient near optimal algorithm showing a deterministic approach has been developed different from the approximation algorithms mentioned in literature for discovering dominating set. The algorithm has O(n3) time complexity in determining the Dominating Set (DS). At the same time, the algorithm is a original algorithm whose solution is not random by using fundamental cut-set. The DS algorithm consists of 3 basic phases. In the first phase of the algorithm, the algorithm that constructs the special spanning tree (Karci Max tree) of the graph is developed. In the second phase, the algorithm that finds the fundamental cut sets using the Kmax spanning tree is developed. In the last phase, Karci centrality node values are calculated with fundamental cut set and by using these Karci centrality node values, an algorithm has been developed to identify DS nodes. As a result of these three phases, the dominance values of the nodes on the graph and the DS nodes are calculated. The detected Karci centrality node values give priority to the node selection for determining the DS. All phases of the developed DS and Efficient node algorithms were coded in R programming language and the results were examined by running on sample graphs.
确定连通图中的最小支配集是最困难的问题之一,被定义为np困难。在这个问题中,目的是通过图上最小的节点数来确定能够影响所有节点的重要节点。在本研究中,我们开发了一种有效的近似最优算法,它显示了一种不同于文献中提到的发现支配集的近似算法的确定性方法。该算法确定支配集的时间复杂度为0 (n3)。同时,该算法是一种新颖的算法,其解是不随机的,采用了基本割集。DS算法由3个基本阶段组成。在算法的第一阶段,给出了构造图的特殊生成树(Karci Max树)的算法。在第二阶段,提出了利用Kmax生成树寻找基本切集的算法。最后,利用基本割集计算Karci中心性节点值,并利用这些Karci中心性节点值,开发了一种识别DS节点的算法。通过这三个阶段,计算出图上节点和DS节点的优势值。检测到的Karci中心性节点值优先选择节点确定DS。所开发的DS和Efficient节点算法的所有阶段都用R编程语言进行了编码,并通过在样本图上运行来检验结果。
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引用次数: 0
Examining the Corrosion Behavior of The 6061-T6 Al Alloy Inside Seawater With Decorative Gold- And Silver-Color Coating 6061-T6铝合金在海水中金银装饰涂层腐蚀行为的研究
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-07-01 DOI: 10.35378/gujs.1219180
J. Erkmen, Benek Hamamci, A. Aydin
This study examined the corrosion resistance of the metallic paint-coated, uncoated, and damaged paint-coated form of the high-strength 6061 T6 Al alloy inside seawater. Solvent-based paint containing two different metallic pigments produced with an alkyd binder was produced and the coating of Al 6061 T6 alloy was made with this paint. To determine the course of corrosion electrochemical impedance spectroscopy method was used. Ecor and Rp values were calculated from potential and current change values. As a result, it was determined from the Ecor, Rp, SEM -EDX images, and Nyquist curves that the corrosion resistance of impact coatings was lower. The corrosion resistance of gold color paint substantially containing copper pigment was lower than that of silver color paint containing Al pigment was observed.
本研究检测了高强度6061 T6铝合金的金属涂层、未涂层和受损涂层在海水中的耐腐蚀性。制备了含有两种不同金属颜料的溶剂型涂料,并用该涂料制备了Al6061T6合金涂层。采用电化学阻抗谱法测定腐蚀过程。根据电势和电流变化值计算Ecor和Rp值。结果,从Ecor、Rp、SEM-EDX图像和奈奎斯特曲线确定,冲击涂层的耐腐蚀性较低。观察到基本上含有铜颜料的金色涂料的耐腐蚀性低于含有Al颜料的银色涂料。
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引用次数: 0
Fine-Kinney-Based Occupational Risk Assessment using Pythagorean Fuzzy AHP-COPRAS for the Lifting Equipment in the Energy Distribution and Investment Sector 基于精细基尼的能源分配和投资领域起重设备的模糊层次分析法- copras职业风险评估
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-06-05 DOI: 10.35378/gujs.1227756
Suleyman Recep Satici, Suleyman Mete
The initial risk assessment, especially when using a risk score system, is the main step in a risk assessment process that comes after determining the scope of the risks and assessment. The Fine-Kinney method, a thorough approach to quantitative assessments to help keep risks under control, is commonly used in risk assessment. A risk score (RS) is determined using the standard version of Fine-Kinney by mathematically multiplication of probability (P), exposure (E), and consequence (C) parameters. The Fine-Kinney-based risk evaluation approach has the disadvantage of not accounting for the relationships among the risk parameters' interaction and determining the risk precedence of work-related hazards. Hence, a new hazard evaluation method for occupational health and safety (OHS) is required to lessen the adverse effects of rising dangers. In this paper, a novel approach is proposed for integrating Fine–Kinney-based occupational hazard evaluation and AHP-COPRAS for the energy distribution and investment sector under the Pythagorean fuzzy environment. A lifting equipment case study is used to demonstrate practicality and efficacy of the suggested integrated approach. To verify the novel method to risk assessment, a comparative study and sensitivity analysis are also provided. As a result, using the benefit of Pythagorean fuzzy sets, which more effectively express uncertainty, the integrated approach yields more logical conclusions for assessing work-related hazards in the energy distribution and investment sector.
初始风险评估,尤其是在使用风险评分系统时,是确定风险范围和评估后风险评估过程的主要步骤。Fine-Kinney方法是一种全面的定量评估方法,有助于控制风险,通常用于风险评估。风险评分(RS)是使用Fine Kinney的标准版本,通过概率(P)、暴露(E)和后果(C)参数的数学乘积来确定的。基于Fine-Kinney的风险评估方法的缺点是没有考虑风险参数相互作用之间的关系,也没有确定与工作相关的危险的风险优先级。因此,需要一种新的职业健康安全危害评估方法来减少危险增加的不利影响。本文提出了一种新的方法,将基于Fine–Kinney的职业危害评估与AHP-COPRAS相结合,用于毕达哥拉斯模糊环境下的能源分配和投资部门。通过一个起重设备案例研究来证明所建议的综合方法的实用性和有效性。为了验证这种新的风险评估方法,还进行了比较研究和敏感性分析。因此,综合方法利用毕达哥拉斯模糊集的优势,更有效地表达了不确定性,为评估能源分配和投资部门与工作相关的危险产生了更合乎逻辑的结论。
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引用次数: 1
A Two-Phase Approach for Reliability-Redundancy Optimization of a Communication Satellite 通信卫星可靠性冗余优化的两阶段方法
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-05-24 DOI: 10.35378/gujs.1186561
Gazi University, T. Teti̇k, G. Das, B. Birgoren
The development and launch of communication satellite projects pose significant challenges and costs. The expenses can range from several hundred million dollars, contingent on factors such as mission objectives, satellite system size and complexity including the launch vehicle, and ground infrastructure. Satellites must be designed to withstand harsh conditions in space, such as the extreme temperatures, radiation, and other hazards, while delivering reliable communication services to its users. However, once a satellite is launched, physical maintenance interventions become infeasible in the event of technical problems. Thus, reliability is a critical aspect for these expensive systems.This study aims to minimize the cost of a high-tech communication satellite by addressing design considerations that meet customer reliability requirements without exceeding power and redundant equipment limits. To achieve this goal, we propose an integer non-linear programming model in this research. To solve the satellite design problem, we adopt a two-stage solution approach. Conventional industrial practices in satellite design often involve iterative attempts to determine the redundancy level of onboard units based on customer reliability requirements. These processes rely heavily on the experience of design engineers who evaluate a limited number of alternatives to determine the number of redundant units, resulting in sub-optimal outcomes. In contrast, our proposed approach systematically handles the problem and yields optimal results. Our findings demonstrate that the proposed two-phase approach can achieve optimal redundancy levels within seconds.
通信卫星项目的开发和发射带来了重大挑战和成本。根据任务目标、卫星系统规模和复杂性(包括运载火箭)以及地面基础设施等因素,费用可能从数亿美元不等。卫星的设计必须能够承受太空中的恶劣条件,如极端温度、辐射和其他危险,同时为用户提供可靠的通信服务。然而,一旦卫星发射,一旦出现技术问题,物理维护干预就变得不可行。因此,可靠性是这些昂贵系统的一个关键方面。本研究旨在通过在不超过功率和冗余设备限制的情况下满足客户可靠性要求的设计考虑,最大限度地降低高科技通信卫星的成本。为了实现这一目标,我们在本研究中提出了一个整数非线性规划模型。为了解决卫星设计问题,我们采用了两阶段解决方案。卫星设计中的常规工业实践通常涉及基于客户可靠性要求确定机载单元冗余级别的迭代尝试。这些过程在很大程度上依赖于设计工程师的经验,他们对有限数量的备选方案进行评估,以确定冗余单元的数量,从而产生次优结果。相反,我们提出的方法系统地处理了这个问题,并产生了最佳结果。我们的研究结果表明,所提出的两阶段方法可以在几秒钟内实现最佳冗余级别。
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引用次数: 0
Smart Bin and IoT: A Sustainable Future for Waste Management System in Nigeria 智能垃圾箱和物联网:尼日利亚废物管理系统的可持续未来
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-05-22 DOI: 10.35378/gujs.1254271
A. Okubanjo, B. Odufuwa, A. Okandeji, E. Daniel
As waste production is becoming more widely recognized as a significant issue, particularly in developing nations, rising food consumption and population growth have caused environmental degradation and health crises. Nigeria's waste collection and disposal problems are commonly associated with environmental pollution and health crises. Consequently, throwing garbage on roads during environmental sanitation, is a typical method of waste disposal, leading to large piles of refuse along the roadside, which hinders the nation's beauty. Therefore, for Nigeria's waste management system to be effective, sustainable smart bins with efficient Internet of Things (IoT) applications must be quickly adopted to create a green, clean atmosphere within cities. Smart bins with integrated IoT can provide a sustainable future for cities' waste management.. This model seeks to develop a low-cost, intelligent waste bin system with IoT technology. Sensors and data sharing over a Wi-Fi network, allow for remote control of the waste bin, leading to improved optimization of the bin's level of waste. The economic benefits of this IoT-based system include remote access for efficient level control, lower labour costs, improved time and energy efficiency, and reduced congestion in waste bins.
随着废物生产越来越被广泛认为是一个重大问题,特别是在发展中国家,粮食消费和人口增长的增加造成了环境退化和健康危机。尼日利亚的废物收集和处置问题通常与环境污染和健康危机有关。因此,在环境卫生期间向道路扔垃圾是一种典型的垃圾处理方法,导致路边垃圾成堆,妨碍了国家的美丽。因此,为了使尼日利亚的废物管理系统有效,必须迅速采用具有高效物联网(IoT)应用的可持续智能垃圾箱,在城市中创造绿色、清洁的氛围。集成物联网的智能垃圾箱可以为城市垃圾管理提供可持续的未来。。该模型旨在利用物联网技术开发一种低成本的智能垃圾箱系统。传感器和Wi-Fi网络上的数据共享允许对垃圾箱进行远程控制,从而改善垃圾箱垃圾水平的优化。这种基于物联网的系统的经济效益包括远程访问以实现高效的液位控制、降低劳动力成本、提高时间和能源效率,以及减少垃圾箱堵塞。
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引用次数: 0
Theoretical Exergoenvironmental Analysis of a Tunnel Furnace and Drying System in a Brick Production 某砖厂隧道炉及干燥系统的理论工作环境分析
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-05-16 DOI: 10.35378/gujs.1052416
Gurhan Tahtali, H. Olgun, M. Günes, A. Hepbasli
The performance of a tunnel furnace and a tunnel dryer in a brick production was exergoenvironmentally assessed. The real production data of a brick factory in Turkey with a daily production capacity of 392 tons of fired bricks were used in the analysis. The exergoenvironmental factor of the control volume was calculated as 0.87. The specific exergoenvironmental cost of the control volume was determined to be 559.55 €/h, 3.39 €cent/ kg fired brick and 1.94 €cent/MJ. The specific exergoeconomic cost and the environmental damage prevention cost were obtained to be 0.41 € cent/MJ and 1.53 € cent/MJ, respectively. Because the ratio of exergoenvironmental cost to sales price of 2.41 € cent / kg fired brick was 1.41 (above 1), it was concluded that the brick production in Turkey was not sustainable in terms of exergoenvironmental analysis.
对隧道炉和隧道干燥机在砖生产中的性能进行了现场环境评价。分析中使用了土耳其一家砖厂的实际生产数据,该砖厂日生产能力为392吨烧结砖。控制体积的运动环境因子计算为0.87。控制量的具体消耗环境成本确定为559.55欧元/小时、3.39欧元/千克烧结砖和1.94欧元/兆焦。具体的劳动经济成本和环境损害预防成本分别为0.41欧元/MJ和1.53欧元/MJ。由于每公斤烧结砖2.41欧元美分的环境成本与销售价格之比为1.41(高于1),因此根据环境分析得出结论,土耳其的砖生产是不可持续的。
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引用次数: 0
The Impact of the COVID-19 Pandemic on Online Grocery Supply Chain Management: A Case Study in Istanbul 2019冠状病毒病大流行对在线杂货供应链管理的影响:以伊斯坦布尔为例
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-05-15 DOI: 10.35378/gujs.1025914
Sonya Javadi̇, Ali İhsan Özer, Olcay Keten, Remziye Zeynep Alkan
The COVID-19 pandemic has already crippled normal life all over the world. Its negative effect not only changed the human health system tragically but also disrupted the global economic system. One result of such negative disruption was on the food supply chain. The strict lockdown has suspended the manufacturing and logistic activities and therefore, the consumers experienced unimaginable chose on the grocery markets which has never faced before. Along with this mess, the shopping behavior of the consumers has remarkably changed compared to pre-pandemic. To meet this new demand pattern, many large convenience stores and small retailers tried to adapt to the new normal. While a standard way to manage the grocery supply chain before the pandemic was the offline system, after the pandemic, the online service got tremendous attention from the consumers. In this study, the online grocery supply chain management during the Covid-19 in Istanbul is considered. The purpose is to find out how more efficient online services can be provided during the pandemic. To do so, first, some questions related to online grocery shopping were asked and three major grocery retailers in Istanbul which have provided online services were taken. Then, a survey was conducted to understand the consumer’s experience with respect to online shopping at these stores. Following that, the performances of the companies and their SWOT analyses were discussed. Finally, some strategic recommendations were given to the companies to manage their online services throughout the pandemic and post-pandemic.
新冠肺炎疫情已经严重影响了世界各地的正常生活。它的负面影响不仅悲剧性地改变了人类卫生系统,而且扰乱了全球经济体系。这种负面破坏的一个结果是食品供应链。严格的封锁使生产和物流活动暂停,消费者在杂货市场上经历了前所未有的难以想象的选择。伴随着这种混乱,消费者的购物行为与疫情前相比发生了显著变化。为了满足这种新的需求模式,许多大型便利店和小型零售商试图适应新常态。在疫情前,管理食品杂货供应链的标准方式是线下系统,但疫情后,线上服务受到了消费者的极大关注。本研究考虑了伊斯坦布尔新冠肺炎疫情期间的在线杂货供应链管理。目的是找出如何在大流行期间提供更有效的在线服务。为此,首先询问了一些与网上杂货购物有关的问题,并选取了伊斯坦布尔提供网上服务的三家主要杂货零售商。然后,进行了一项调查,以了解消费者在这些商店网上购物的体验。然后,讨论了公司的业绩和SWOT分析。最后,向各公司提出了一些战略建议,以便在大流行期间和大流行后管理其在线服务。
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引用次数: 0
Nonlinear Behavior of the Concrete Core of the Diagonally Reinforced Coupling Beams 斜向配筋耦合梁混凝土芯的非线性行为
IF 0.9 Q2 Multidisciplinary Pub Date : 2023-05-14 DOI: 10.35378/gujs.1233545
Saeid Foroughi, Bahadır Yüksel
Coupled shear walls with coupling beams are constructed because of openings such as doors, windows, or other installations that are left behind due to functional reasons in shear walls. The seismic behavior of coupled shear walls with coupling beams depends on the structural performance of the coupling beams. In coupling beams having a ratio of span-to-depth less than two, shear fracture occurs rather than flexural fracture. In order to meet the shear force and the bending moment formed by the coupling beams, diagonal bundles are used in the coupling beams. Diagonal reinforced coupling beams are generally preferred because diagonal reinforced coupling beams exhibit better behavior than conventional reinforced coupling beams. The diagonal reinforcement bundles have to be confined by transverse reinforcements prescribed in the codes. Confined concrete in the diagonal reinforcement bundles has stress-strain characteristics that are distinctly different from those of plain concrete. The effects of longitudinal and transverse reinforcement ratios on the stress-strain behavior of confined concrete inside the diagonal reinforcement bundles were investigated. Fifty-four reinforced concrete coupling beams with different confining parameters of the diagonal reinforcement bundles and different variables were analyzed using the program. It was demonstrated that the strength and the maximum strain of the concrete inside the diagonal reinforcement bundles increase with the reinforcement ratio of the confinement reinforcement. The increase in the diameter of the transverse reinforcement and the decrease in the transverse reinforcement spacing in the diagonal bundles, increase the confining effect in the concrete sections, increasing the ductility and strength, and has a significant effect on the seismic behavior of the coupling beams.
由于剪力墙的功能原因,门、窗或其他装置等开口被留下,因此会建造带连梁的连动剪力墙。连梁剪力墙的抗震性能取决于连梁的结构性能。在跨度与深度之比小于2的连梁中,发生剪切断裂而不是弯曲断裂。为了满足连梁形成的剪力和弯矩,在连梁中使用了斜束。通常优选斜向增强连梁,因为斜向增强联梁表现出比传统增强连梁更好的性能。对角钢筋束必须由规范中规定的横向钢筋限制。斜向钢筋束中的约束混凝土具有明显不同于素混凝土的应力-应变特性。研究了纵向和横向配筋率对斜向钢筋束内约束混凝土应力-应变特性的影响。利用该程序对54根不同斜筋束约束参数和不同变量的钢筋混凝土连梁进行了分析。研究表明,斜筋束内混凝土的强度和最大应变随约束钢筋配筋率的增加而增加。斜束中横向钢筋直径的增加和横向钢筋间距的减小,增加了混凝土截面的约束作用,提高了延性和强度,并对连梁的抗震性能产生了显著影响。
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引用次数: 0
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gazi university journal of science
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