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Forecasting of production and scrap amount using artificial neural networks 利用人工神经网络预测生产和报废量
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00036
T. Polat
The increase in consumer needs and the scarcity of production resources cause the concept of "productivity" to be essential for companies. Reducing costs is an essential factor for increasing competitiveness, and therefore businesses are taking action to reduce scrap costs and increase efficiency. Since the increase in scrap will reduce productivity, it may cause production delays and thus customer dissatisfaction. In this study, the slitting line of one of the essential Japanese supplier companies operating in the automotive sector in Turkey is discussed. The proposed model aims to predict the amount of production and scrap that may occur to increase productivity in the slitting line by using ANN and increasing the slitting line’s efficiency with the measures to be taken. In this context, different ANN designs were made for production and scrap. During the execution of the ANN models, the production and scrap amount was forecasted at 99% and 85%. While measuring the successful performance of the ANN models, RMSE, MAPE, and R2 indicators were used, the forecasted values produced by the ANNs that were successful in terms of performance indicators were compared with the actual values, and the reliability of the study was increased.
消费者需求的增加和生产资源的稀缺使得“生产力”的概念对公司来说至关重要。降低成本是提高竞争力的一个重要因素,因此企业正在采取行动降低废品成本并提高效率。由于废料的增加会降低生产率,因此可能会导致生产延迟,从而导致客户不满。在本研究中,讨论了在土耳其汽车行业运营的一家重要日本供应商公司的分切线。所提出的模型旨在通过使用人工神经网络预测可能发生的生产量和废料量,以提高分切线的生产率,并通过采取的措施提高分切线上的效率。在这种情况下,对生产和报废进行了不同的人工神经网络设计。在ANN模型的执行过程中,产量和废料量分别预测为99%和85%。在测量神经网络模型的成功性能时,使用了RMSE、MAPE和R2指标,将在性能指标方面成功的神经网络产生的预测值与实际值进行了比较,提高了研究的可靠性。
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引用次数: 1
Modification of surface and interface of copper indium gallium selenide films with sulfurization 硫化对铜铟镓硒化物薄膜表面和界面的改性
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.21.00171
Yanbo Yang, Xiaolu Xiong, Junfeng Han
In this work, sulphur distribution in the surface, bulk of the copper indium gallium selenide (CIGS) thin films and CIGS/Mo interface after sulfurization was investigated. The morphology of surfaces and cross sections of thin films were observed by Scanning Electron Microscopy (SEM). X-Ray Diffraction (XRD), Raman spectra and X-Ray Photoelectron Spectroscopy (XPS) were used to study the phases, structures and chemical components of the thin films. After sulfurizaion, the grain size became larger and a sulphur-contained phase could be found in the XRD pattern. Interestingly, Raman and XPS indicated that the sulphur was not only rich in the surface but also in the CIGS/Mo interface. In addition, the chemical state of indium in the surface had also been modified by the annealing treatment. Those results help us to understand the complicated interface behaviour of CIGS solar cell and be benefit for the improvement of the devices.
本文研究了硫化后铜铟镓硒化物(CIGS)薄膜表面、本体和CIGS/Mo界面的硫分布。用扫描电子显微镜(SEM)观察了薄膜的表面形貌和横截面。利用X射线衍射(XRD)、拉曼光谱和X射线光电子能谱(XPS)对薄膜的相、结构和化学成分进行了研究。硫化后,晶粒尺寸变大,在XRD图谱中可以发现含硫相。有趣的是,拉曼光谱和XPS表明,硫不仅在表面富集,而且在CIGS/Mo界面也富集。此外,退火处理还改变了铟在表面的化学状态。这些结果有助于我们理解CIGS太阳能电池复杂的界面行为,并有利于器件的改进。
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引用次数: 0
Radiation shielding properties for titanium dioxide added composites 添加二氧化钛复合材料的辐射屏蔽性能
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00054
M. Choudhary, I. Akkurt, G. Almisned, H. Tekin
In radiation protection physics, development of alternative shielding material to lead and lead based material is very popular nowadays and thus the present work aims to study the radiation shielding parameters of a new developed TiO2 added Hydroxyapatite composite material. The gamma ray shielding parameters were given in terms of linear attenuation coefficient (LAC), half value length (HVL), effective atomic number (Z eff), Effective electron density (N eff) for four different composites. The variations of these parameters with the TiO2 rate were also investigated.
在辐射防护物理中,开发替代铅和铅基材料的屏蔽材料是目前非常流行的,因此本工作旨在研究一种新开发的TiO2添加羟基磷灰石复合材料的辐射屏蔽参数。从线性衰减系数(LAC)、半值长度(HVL)、有效原子序数(zeff)、有效电子密度(neff)等方面给出了四种不同复合材料屏蔽γ射线的参数。研究了这些参数随TiO2速率的变化规律。
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引用次数: 7
Editorial 编辑
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.2022.11.3.283
I. Akkurt
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引用次数: 0
Gamma ray shielding parameters of carbon-aramid epoxy composite 碳-芳纶环氧复合材料的γ射线屏蔽参数
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00072
M. Uçar, Hüseyin Fırat Kayıran, Abdul Vahap Korkmaz
Radiation has been one of the most important phenomena since its discovery and it has been used in different fields. Due to the its hazardous effect it should be shielded and thus new alternative material should be developed. In this study radiological parameters for two type composite materials have been calculated at gamma ray energies of 10−3-105 MeV. These gamma ray shielding parameters are mass attenuation coefficient (MAC), linear attenuation coefficient (LAC), mean free path (mfp), half valu length (HVL), tenth value length (TVL), Atomic cross section (ACS), electronic cross section (ECS), effective atomic number (Z eff), Effective electron density (N eff), effective conductivity (C eff), equivalent atomic number (Z eq), exposure buildup factor (EBF) of the two different composites. The calculations were done using Phy-X/PSD software.
自从辐射被发现以来,它一直是最重要的现象之一,并被应用于不同的领域。由于其有害作用,需要对其进行屏蔽,因此需要开发新的替代材料。本研究计算了两种复合材料在γ射线能量为10−3-105 MeV时的放射学参数。这些伽马射线屏蔽参数是两种不同复合材料的质量衰减系数(MAC)、线性衰减系数(LAC)、平均自由程(mfp)、半值长度(HVL)、十分值长度(TVL)、原子截面(ACS)、电子截面(ECS)、有效原子序数(zeff)、有效电子密度(N eff)、有效电导率(C eff)、等效原子序数(Z eq)、暴露累积因子(EBF)。使用Phy-X/PSD软件进行计算。
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引用次数: 7
Effects on the thermal properties of nanoclay addition at different ratios to hybrid composite 不同配比纳米粘土对杂化复合材料热性能的影响
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00045
İ. Öner, G. Öner
In recent years, observing the advances in nano-technology, many attempts have been made in using nano-particles in nanoclay resin to improve thermal conductivity, and some success has already been achieved. In this study, the thermal properties and experimental results of a composite wall made of Glass / Carbon / Glass layers with nanoclay epoxy resin in between thereof in different ratios (0.5%, 0.75% and 1.25% by volume) were obtained and with plain sample compared. For this purpose, TG, DSC analyzes and heat conduction tests of prepared samples were performed. Experimental results show that its thermal conductivity is increased by about 7.88 % with the 0.75% wt addition of nanoclay. In addition, TG analysis results showed that the lowest mass loss was observed in the samples with 0.75% nanoclay with a value of approximately 18.32%. In the DSC results, the highest glass transition temperature of 433 °C and the highest crystallization temperature of 553 °C were observed in the 1.25% nanoclay added samples.
近年来,随着纳米技术的进步,人们在纳米粘土树脂中使用纳米颗粒来提高导热性方面进行了许多尝试,并取得了一些成功。在本研究中,获得了由玻璃/碳/玻璃层和纳米粘土环氧树脂以不同比例(0.5%、0.75%和1.25%体积)制成的复合壁的热性能和实验结果,并与普通样品进行了比较。为此,对制备的样品进行了TG、DSC分析和热传导测试。实验结果表明,添加0.75%wt的纳米粘土使其导热系数提高了7.88%。此外,TG分析结果显示,在添加0.75%纳米粘土的样品中观察到最低的质量损失,其值约为18.32%。在DSC结果中,在添加1.25%纳米粘土样品中观测到最高玻璃化转变温度为433°C和最高结晶温度为553°C。
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引用次数: 1
Improving asphalt concrete mixtures resistance to rapid freeze-thaw effect using HIPS polymer 利用HIPS聚合物提高沥青混凝土混合料抗快速冻融效果
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.21.00129
Mousa I. Bani Baker, R. Abendeh
Two methods of High Impact Polystyrene polymer (HIPS) addition to the asphalt concrete mixtures (AC) were used to evaluate the effect of freeze-thaw (FT) cycles on the performance of unmodified and modified AC by HIPS; supplementary and additional HIPS polymer as asphalt aggregates. Various polymer contents were used to modify the AC in both methods namely 0% (control), 5%, 10%, 15%, and 20%. Marshall stability, flow, bulk density, Indirect Tensile Strength (ITS) tests were performed on control and modified samples. Non-destructive test was evaluated by Ultrasonic Pulse Velocity. In the first method, replacing mineral filler by HIPS polymer in AC by 10% lead to the increase of density by 1%, stability by 113%, retained stability by 52%, and ITS by 56% compared to control specimen, these results show a reduction in the damage caused by 8 weeks of FT cycles by 14% for modified AC compared to unmodified AC. However, modifying AC by the second method did not provide promising results, the velocity within the specimen has dropped by 20.9% at 10% HIPS additive before FT effect compared to control. The results of the first method revealed the feasibility of improving AC by HIPS polymer to resist effective FT cycles.
采用高冲击聚苯乙烯聚合物(HIPS)加入沥青混凝土混合料(AC)的两种方法,研究了冻融循环对未改性和HIPS改性AC性能的影响;作为沥青集料的补充和附加HIPS聚合物。采用不同的聚合物含量分别在0%(对照)、5%、10%、15%和20%对AC进行改性。对对照样品和改性样品进行了马歇尔稳定性、流动、体积密度、间接拉伸强度(ITS)测试。采用超声脉冲速度法进行无损检测。在第一种方法中,用HIPS聚合物代替AC中10%的矿物填料,与对照试样相比,密度增加1%,稳定性提高113%,保留稳定性提高52%,ITS提高56%,这些结果表明,与未改性AC相比,改性AC在8周FT循环中造成的损伤减少了14%。然而,用第二种方法改性AC并没有提供令人满意的结果。在不加FT的情况下,添加10% HIPS后试样内的速度比对照降低了20.9%。第一种方法的结果揭示了用HIPS聚合物改善AC以抵抗有效FT循环的可行性。
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引用次数: 2
Application of nuclear magnetic resonance/magnetic resonance imaging techniques to estimate proton relaxation parameters in various solvent at Earth field 核磁共振/磁共振成像技术在地球场各种溶剂中质子弛豫参数估计中的应用
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.21.00180
H. Ovalıoğlu
The nuclear magnetic resonance (NMR) field of earth may be utilized to estimate proton relaxation parameters in different liquids. In liquid samples, it can quantified proton relaxation durations T 1 and T 2 , along with the self-diffusion coefficient D, thanks to the magnetic field of the Earth. It was proved that it is feasible to distinguish between liquids based only on these characteristics by analyzing a wide range of liquid samples. In this paper, it was investigated whether it is possible to utilize Earth’s magnetic field Nuclear Magnetic Resonance (EFNMR) so as to correctly and practically quantify T 1 and T 2 along with the self-diffusion coefficient D. These findings pave the way for additional research into the use of EFNMR for the determination of relaxation parameters. It was acquired two-dimensional 1H NMR images of 50 ml of toluene solvent at low frequencies using the magnetic field of the Earth.
地球的核磁共振场可以用来估计不同液体中的质子弛豫参数。在液体样品中,由于地球磁场的作用,它可以定量质子弛豫持续时间t1和t2,以及自扩散系数D。通过分析大范围的液体样品,证明仅根据这些特征来区分液体是可行的。本文研究了是否有可能利用地球磁场核磁共振(EFNMR)来正确和实际地量化t1和t2以及自扩散系数d。这些发现为进一步研究利用EFNMR来确定弛豫参数铺平了道路。利用地球磁场获得了50ml甲苯溶剂在低频下的二维1H NMR图像。
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引用次数: 1
Analysis of maximum power tracking methods in photovoltaic panels 光伏板最大功率跟踪方法分析
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00061
Ali Akdemir, Abdulhakim Karakaya
In the last century, the demand for energy has soared with the rapid development of technology and the human population. The fossil fuels such as coal, natural gas, oil, etc. used today to obtain energy have a limited lifespan. Therefore, the interest in renewable energy sources is increasing. Solar energy, which is one of these renewable energy sources, comes to the fore more than other renewable energy sources because the energy emitted instantly by the sun is so much greater than the energy consumed by the world in a year. Therefore, much research has been done to produce a greater amount of energy from the sun. This study examines the Maximum Power Point Tracking (MPPT) methods that are widely used today. The methods under review include; Constant Voltage, Short Circuit Current, Perturb and Observe, Fuzzy Logic, Incremental Conductance and Artificial Neural Networks. Of these methods, Perturb and Observe, Fuzzy Logic and Artificial Neural Networks have been analyzed using the PVSOL software, which is for making designs and simulations for photovoltaic systems. The analysis includes a comparison of the depreciation periods for the Standard Systems and the facilities where these control algorithms are used.
在上个世纪,随着技术和人口的快速发展,对能源的需求激增。今天用于获取能源的化石燃料,如煤炭、天然气、石油等,使用寿命有限。因此,人们对可再生能源的兴趣正在增加。太阳能是这些可再生能源之一,比其他可再生能源更为突出,因为太阳瞬间释放的能量远大于世界一年消耗的能量。因此,人们已经做了大量的研究来从太阳中产生更多的能量。本研究考察了目前广泛使用的最大功率点跟踪(MPPT)方法。正在审查的方法包括:;恒压、短路电流、扰动与观测、模糊逻辑、增量电导和人工神经网络。在这些方法中,扰动与观测、模糊逻辑和人工神经网络已经使用PVSOL软件进行了分析,该软件用于光伏系统的设计和仿真。该分析包括对标准系统和使用这些控制算法的设施的折旧期的比较。
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引用次数: 2
Calculation of gamma-ray buildup factors for some medical materials 某些医用材料γ射线积累因子的计算
IF 2.2 4区 材料科学 Q4 MATERIALS SCIENCE, MULTIDISCIPLINARY Pub Date : 2022-09-01 DOI: 10.1680/jemmr.22.00051
Y. Y. Çelen, M. Sarihan, G. Almisned, H. Tekin, I. Ekmekci
In recent years, novel materials with protective qualities against ionizing radiation have been discovered. Important concepts include the continued use of X-rays for diagnosis and treatment, particularly in the radiological energy range, as well as the calculation of the radiation attenuation properties of such materials, the build-up factor, and the attenuation coefficients. Radiation shielding is characterized by parameters such as linear attenuation coefficient (LAC, cm−1),.equivalent atomic number (Zeq), exposure buildup factors (EBF) and exposure absorption buildup factors (EABF). Radiation is often employed in the diagnosis and treatment of cancer and accurately calculating the absorbed dosage during radiation treatment, which is one of the most popular cancer treatments. It relies on accurate modeling of the radiation beams administered to the patient and their interaction with the environment in which they are absorbed. In this research, the shielding characteristics of water, fat, and bone related to human tissue are investigated. Using Phy-X/PSD software, the equivalent atomic number (Zeq), exposure buildup factor (EBF), and energy absorption buildup factor (EABF) were determined.
近年来,人们发现了具有电离辐射防护性能的新型材料。重要的概念包括继续使用X射线进行诊断和治疗,特别是在辐射能量范围内,以及计算这些材料的辐射衰减特性、累积因子和衰减系数。辐射屏蔽由线性衰减系数(LAC,cm−1)、当量原子序数(Zeq)、暴露累积因子(EBF)和暴露吸收累积因子(EABF)等参数表征。放射治疗通常用于癌症的诊断和治疗,并在放射治疗过程中准确计算吸收剂量,这是最受欢迎的癌症治疗方法之一。它依赖于对给予患者的辐射束及其与吸收环境的相互作用的精确建模。在本研究中,研究了与人体组织相关的水、脂肪和骨骼的屏蔽特性。使用Phy-X/PSD软件,测定了当量原子序数(Zeq)、暴露累积因子(EBF)和能量吸收累积因子(EABF)。
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引用次数: 4
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Emerging Materials Research
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