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Estimation Study of Multicomponent Stress-Strength Reliability Using Advanced Sampling Approach 基于先进抽样方法的多分量应力-强度可靠性估计研究
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-03-09 DOI: 10.35378/gujs.1132770
A. Hassan, Rasha S. Elshaarawy, H. Nagy
In this study, we analyze a multicomponent system with v independent and identical strength components X1, …, Xv and each of these components is exposed to a common random stress Y. The system is considered to be operating only if at least u out of v (1 u  v) strength variables exceeds the random stress. The estimate of system reliability is investigated, assuming strength and stress random variables follow the exponentiated exponential distribution with different shape parameters. The maximum likelihood estimator for system reliability is derived from ranked set sampling (RSS), neoteric RSS (NRSS) and median RSS (MRSS). Some accuracy measurements, such as mean squared errors and efficiencies, are used to examine the behaviour of various estimators. Simulation studies demonstrate that the NRSS scheme's reliability estimates are chosen above those of the RSS and MRSS schemes in the majority of situations. Theoretical research is explained through real data analysis
在本研究中,我们分析了一个多组件系统,该系统具有v个独立且相同的强度组件X1,…,Xv,并且这些组件中的每个组件都暴露于共同的随机应力y。只有当v(1uv)强度变量中至少有u超过随机应力时,系统才被认为是运行的。假设强度和应力随机变量在不同形状参数下服从指数分布,研究了系统可靠性的估计。系统可靠性的最大似然估计是由排序集抽样(RSS)、新近抽样(NRSS)和中位数抽样(MRSS)得到的。一些精度测量,如均方误差和效率,用于检查各种估计器的行为。仿真研究表明,在大多数情况下,NRSS方案的可靠性估计优于RSS和MRSS方案。通过实际数据分析说明理论研究
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引用次数: 1
Detection of Bovine Species on Image Using Machine Learning Classifiers 利用机器学习分类器检测图像上的牛种
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-03-06 DOI: 10.35378/gujs.1203685
Ali Tezcan Sarizeybek, A. Işık
There are too many cattle in the world and too many breeds of cattle. For someone who is new to cattle breeding, it may be difficult to tell which species their cattle are. In some cases, an experienced person may not understand the breeds of two cattle that are similar in appearance. In this study, the aim is to classify the cattle species with image processing methods and mobile applications written in Flutter and TensorFlow Lite. For classifying breeds, The VGG-16 algorithm was used for feature extraction. XGBoost and Random Forest algorithms were used for classification and the combined versions of the two methods were compared. In addition, SMOTE algorithm and image augmentation algorithms were used to prevent the imbalance of the dataset, the performance results of the combined versions of the two methods were compared. Images of different cattle species from different farms were obtained and the dataset was prepared, then trained image classification models and tested the trained models. As a result of performance tests, it’s obtained that the best model is VGG16+Random Forest+SMOTE+Augmentation with 88.77% accuracy result for this study. In the mobile application, first the cattle is detected with a pre-trained object detection model, and then the breed classification of the cattle on the image is made with image classification model.
世界上的牛太多了,牛的品种也太多了。对于刚开始养牛的人来说,可能很难分辨他们的牛是哪个品种。在某些情况下,一个有经验的人可能无法理解外表相似的两只牛的品种。在这项研究中,目的是用图像处理方法和用Flutter和TensorFlow Lite编写的移动应用程序对牛进行分类。品种分类采用VGG-16算法进行特征提取。使用XGBoost和Random Forest算法进行分类,并比较两种方法的组合版本。此外,采用SMOTE算法和图像增强算法防止数据集的不平衡,比较了两种方法组合版本的性能结果。获取不同养殖场不同牛种的图像,建立数据集,训练图像分类模型,并对训练好的模型进行测试。通过性能测试,得出本研究的最佳模型为VGG16+Random Forest+SMOTE+Augmentation,准确率为88.77%。在移动应用中,首先使用预训练的目标检测模型对牛进行检测,然后使用图像分类模型对图像上的牛进行品种分类。
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引用次数: 0
Voltage Dependent Profiles of the Surface States and Series Resistance (Rs) in the Al-(Cd:ZnO)-pSi Schottky Diodes (SDs) Utilizing Voltage-Current (IV) Characteristics 利用电压-电流(IV)特性的Al-(Cd:ZnO)-pSi肖特基二极管(SD)表面态和串联电阻(Rs)的电压相关分布
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-03-03 DOI: 10.35378/gujs.1218206
Neslihan Delen, I. Tasçioglu, S. ALTINDAL YERİŞKİN, A. Özbay
In this work, the main electronic parameters of the performed Al-(CdxZn1-xO)-pSi Metal/İnterface-layer/Semiconductor (MIS) type Schotty Diodes (SDs) have been investigated by utilizing IV characteristics at 300 K. The (CdxZn1-xO) interfacial layer was enlarged on the pSi wafer by utilizing sol-gel technique. Ideality-factor(n), potential barrier Фbo, Rs, shunt resistances (Rsh) and rectification rate (RR) (Iforward/Ireverse) values have been calculated based on thermionic emission (TE) theory and Cheung function between -5V and 5V and they changed for 0.1, 0.2, and 0.3 Cd doped interfacial layer. Energy-dependent profiles of them were also extracted from the forward bias IV data and their magnitude was found as 1012eV-1.cm-2 order which are very appropriate for the MIS type SD. The values of n, barrier height (BH), Фbo, and RR were changed from the 4.347, 0.582 eV, 5.74x103 to 5.293, 0.607 eV, 2.83x106, These results show that electronic parameters of these SDs are strong function of voltage, calculated method, and the dopand rate of Cadminium (Cd) interfacial layer and the best one rate is the 30% Cd:ZnO. Thus such an interfacial layer may be used instead of traditional insulator layers and increase the quality of Metal/Semiconductor (MS) type SDs. .
本工作利用300K下的IV特性研究了所制备的Al-(CdxZn1-xO)-pSi金属/界面层/半导体(MIS)型肖特基二极管(SD)的主要电子参数。根据热离子发射(TE)理论和Cheung函数,计算了理想因子(n)、势垒Фbo、Rs、分流电阻(Rsh)和整流率(RR)(Iforward/Ireverse)在-5V和5V之间的值,并对0.1、0.2和0.3Cd掺杂的界面层进行了改变。从正向偏压IV数据中提取了它们的能量依赖性轮廓,发现它们的大小为1012eV-1.cm-2级,这非常适合MIS类型SD。n、势垒高度(BH)、Фbo和RR的值从4.347、0.582eV、5.74x103变为5.293、0.607eV、2.83x106,这些结果表明,这些SDs的电子参数与电压、计算方法和镉界面层的掺杂率有很强的函数关系,其中最佳掺杂率为30%Cd:ZnO。因此,可以使用这种界面层来代替传统的绝缘体层,并提高金属/半导体(MS)型SD的质量。
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引用次数: 1
On Quaternions with Higher Order Jacobsthal Numbers Components 具有高阶jacobthal数分量的四元数
Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-03-01 DOI: 10.35378/gujs.1002454
Engin ÖZKAN, Mine UYSAL
In this study, we present higher order Jacobsthal numbers. Then we define higher order Jacobsthal quaternions by using higher order Jacobsthal numbers. We give the concept of the norm and conjugate for these quaternions. We express and prove some propositions related to these quaternions. Also, we find the recurrence relation, the Binet formula and the generating function for these quaternions. Finally, we calculate Cassini, Catalan, Vajda and d’Ocagne identities for higher order Jacobsthal quaternions.
在本研究中,我们提出了高阶jacobthal数。然后用高阶雅各布数定义了高阶雅各布四元数。我们给出了这些四元数的范数和共轭的概念。我们表达并证明了与这些四元数有关的一些命题。并给出了这些四元数的递推关系、Binet公式和生成函数。最后,我们计算了高阶jacobthal四元数的Cassini, Catalan, Vajda和d 'Ocagne恒等式。
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引用次数: 1
Low-Cost Alpha Cabin Like Test Box Proposal for the Development of New Acoustic Sound Insulation Materials 开发新型隔音材料的低成本Alpha舱样试验箱方案
Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-03-01 DOI: 10.35378/gujs.1010472
Hatice Mehtap BULUKLU, Filiz BAL KOÇYİĞİT, Ercan KÖSE
Experimental criteria for sound insulation material recommendation and design have an important share in indoor acoustic control. Among these criteria, laboratories with devices such as impedance tubes, alpha cabins and reverberation rooms used to measure and analyze parameters such as sound transmission loss and sound absorption coefficient have been investigated. In literature, it has been observed that there are studies on acoustic materials and the tests applied to these materials, but the application is more limited. According to research data, an Alpha Cabin model system design that can be used to develop new types of acoustic sound materials has been proposed. In addition to the fact that a large number of experimental measurements can be performed at lower costs using the designed Alpha Cabin model system, many tests can be performed easily for different material designs in a very short time. To perform these tests, the Alpha Cabin system has been designed based on noise and sound insulation. For example, floating flooring, ribbed connection, and so on. Afterward, different insulation materials were used for insulation purposes and standards were achieved. The Alpha Cabin test system, which was designed and developed, overlaps the experimental and theoretical data for 500, 2000, and 4000 Hz when compared with the values of 29.1 dB for 500 Hz, 38.6 dB for 2000 Hz, and 49 dB for 4000 Hz measured in the Acoustic Facade Panel Test Room, and it has been observed that it can be used in the development of new sound insulation materials.
隔声材料推荐和设计的实验准则在室内声学控制中占有重要的地位。在这些标准中,研究了使用阻抗管、alpha室和混响室等设备测量和分析传声损失和吸声系数等参数的实验室。在文献中,已经观察到对声学材料的研究和对这些材料的测试,但应用比较有限。根据研究数据,提出了一种可用于开发新型声学声学材料的Alpha Cabin模型系统设计。除了使用设计的Alpha Cabin模型系统可以以较低的成本进行大量的实验测量之外,还可以在很短的时间内轻松地对不同的材料设计进行许多测试。为了进行这些测试,Alpha座舱系统基于噪声和隔音进行了设计。例如,浮动地板,肋连接等。之后,不同的绝缘材料用于绝缘目的,并达到标准。设计开发的Alpha Cabin测试系统将500hz、2000 Hz和4000 Hz的实验和理论数据与声学立面板试验室测得的500hz 29.1 dB、2000hz 38.6 dB和4000hz 49 dB的值进行了对比,可以用于新型隔声材料的开发。
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引用次数: 0
The Production of Hollow Nanofibers from PBS / TPU Blends by Coaxial Electrospinning Method 同轴静电纺丝法由PBS/TPU共混物制备中空纳米纤维
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-02-15 DOI: 10.35378/gujs.1199571
Hatice Bilge İşgen, Sema Samatya Yılmaz, Ayse Aytac
In this study, the production of hollow Polybutylene Succinate (PBS)/Thermoplastic Polyurethane (TPU) nanofibers as biodegradable nanomaterials with improved mechanical properties were carried out by coaxial electrospinning method. The polymer solutions of pure PBS, pure TPU, and PBS/TPU blends (60/40, 40/60, 20/80 w/w) (as the shell) versus pure Polyvinylpyrrolidone (PVP) (as core) were put together for bi-component nanofibers production. The core structure of nanofibers was dissolved in distilled water. Thus, hollow nanofibers were obtained with the removal of PVP from the structure. Characterization studies (SEM, FTIR, and Tensile tests) of hollow nanofibers were performed. The morphological properties of PBS/TPU blends in ratios of 60/40 and 20/80 were observed as homogeneous and non-adhered fiber structures. It was determined that the hollow PBS/TPU (60/40) mat has the thinnest nanofibers. New bond formations within the interactions of substances as studied in the chemistry of blended electrospun webs were examined with FTIR analysis. Therewithal, this test showed the removal of PVP in the core of all nanofibers. It was observed that the adhered fibers increased the tensile stress and decreased the tensile strain at mechanical test results that were verified also by SEM views. It is suggested that the hollow nanofibers produced by this study can be used in the biomedical field as a biodegradable and breathable wound dressing
本研究采用同轴静电纺丝方法制备了中空的聚丁二酸丁二醇酯(PBS)/热塑性聚氨酯(TPU)纳米纤维,作为具有改善机械性能的可生物降解纳米材料。将纯PBS、纯TPU和PBS/TPU共混物(60/40、40/60、20/80w/w)(作为壳)与纯聚乙烯吡咯烷酮(PVP)(作为芯)的聚合物溶液放在一起用于双组分纳米纤维生产。将纳米纤维的核心结构溶解在蒸馏水中。因此,通过从结构中去除PVP获得了中空纳米纤维。对中空纳米纤维进行了表征研究(SEM、FTIR和拉伸试验)。观察到60/40和20/80比例的PBS/TPU共混物的形态特性为均匀和非粘附的纤维结构。确定中空PBS/TPU(60/40)垫具有最薄的纳米纤维。用FTIR分析检测了在混合电纺纤维网化学中研究的物质相互作用中的新键形成。此外,该测试显示在所有纳米纤维的核心中PVP被去除。在SEM视图也证实的机械测试结果中,观察到粘附的纤维增加了拉伸应力并降低了拉伸应变。本研究制备的中空纳米纤维可以作为一种可生物降解、透气的伤口敷料应用于生物医学领域
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引用次数: 0
Detection of COVID-19 Disease with Machine Learning Algorithms from CT Images 利用机器学习算法从CT图像中检测新冠肺炎疾病
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-02-14 DOI: 10.35378/gujs.1150388
Mahmut Nedim Ekersular, A. Alkan
With the identification of the SARS-COV-2 virus in November 2019, the world has become very different. The COVID-19 disease caused by the virus has reached epidemic proportions and continues. This virus, which is one of the most contagious and deadly pathogens in human history with the number of cases approaching 600 million and the number of deaths exceeding 6 million, has shown and continues to show itself in every area that people come into contact with, from business life to economy, transportation to education, social life to psychology. Although the developed vaccines provide a partial decrease in the number of deaths, the mutations that the virus constantly undergoes and the increase in the transmission rate accordingly reduce the effectiveness of the vaccines, and the number of deaths tends to increase as the number of infected people. It is undoubtedly important that the detection of this epidemic disease, which is the biggest crisis that humanity has experienced in the last century after World War II, is carried out accurately and quickly. In this study, a machine learning-based artificial intelligence method has been proposed for the detection of COVID-19 from computed tomography images. The features of images with two classes are extracted using the Local Binary Pattern. The images reserved for training in the dataset were used for training machine learning models. Trained models were tested with previously unused test images. While the Fine K-Nearest Neighbors model reached the highest accuracy with a value of 0.984 for the training images, the highest accuracy value was obtained by the Cubic Support Vector Machine with 0.93 for the test images. These results are higher than the deep learning-based study using the same data set.
随着2019年11月发现严重急性呼吸系统综合征冠状病毒2型,世界变得非常不同。由该病毒引起的新冠肺炎疾病已达到流行病的程度,并在继续。这种病毒是人类历史上最具传染性和致命性的病原体之一,病例数接近6亿,死亡人数超过600万。它已经并将继续在人们接触的每个领域表现出来,从商业生活到经济、交通到教育、社会生活到心理。尽管开发的疫苗使死亡人数部分减少,但病毒不断发生的突变和传播率的增加相应地降低了疫苗的有效性,死亡人数往往会随着感染人数的增加而增加。准确而迅速地检测这种流行病无疑是重要的,这是人类在第二次世界大战后的上个世纪所经历的最大危机。在这项研究中,提出了一种基于机器学习的人工智能方法,用于从计算机断层扫描图像中检测新冠肺炎。使用局部二进制模式提取具有两个类别的图像的特征。数据集中保留用于训练的图像用于训练机器学习模型。使用以前未使用的测试图像对经过训练的模型进行测试。虽然Fine K-Nearest Neighbors模型在训练图像中达到了0.984的最高精度,但三次支持向量机在测试图像中获得了0.93的最高精度值。这些结果高于使用相同数据集的基于深度学习的研究。
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引用次数: 0
Accumulation of Heavy Metals and Determination of Natural Radioactivity in the Soil-Thyme System in Omerli, Istanbul: Assessment of Ecological and Health Risk 伊斯坦布尔奥马利土壤Thyme系统中重金属的积累和天然放射性的测定:生态和健康风险评估
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-02-14 DOI: 10.35378/gujs.1150020
A. N. Esen, A. Azbouche, S. Haciyakupoğlu, Sema Erentürk, Zaida Melzi̇
Transfer of metals from soil to plant is an important pathway of human exposure to environmental contaminants. In this study accumulation of different metals was investigated and natural radioactivity levels were measured in the soil–thyme system. Results showed that the concentration of Br, Cr, Mn, Ni, and Pb in the soil is higher than the World average value, and P, Ca, and Zn have higher transfer factors. The natural radioactivity level in the soils is similar to the World average. For thyme samples the average values for 226Ra, 232Th and 40K were found as 22.7 Bqkg-1, 61.3 Bqkg-1 and 722 Bqkg-1, respectively. The health and ecological risks of soil were evaluated. The total hazard index of the child was 1.453 on average, greater than that of the adult (0.175), primarily due to the contribution of Cr. Ecological risk assessed based on various indices indicated that Pb and Ni show contamination risk to the environment. Our study confirms that metals in soil influence metals in plants, and those metal interactions are critical for pollution risk control.
金属从土壤转移到植物是人类接触环境污染物的重要途径。在这项研究中,研究了不同金属的积累,并测量了土壤-百里香系统中的天然放射性水平。结果表明,土壤中Br、Cr、Mn、Ni和Pb的浓度均高于世界平均水平,P、Ca和Zn的转移因子较高。土壤中的天然放射性水平与世界平均水平相似。对于百里香样品,226Ra、232Th和40K的平均值分别为22.7 Bqkg-1、61.3 Bqkg-2和722 Bqkg-3。对土壤的健康和生态风险进行了评估。儿童的总危险指数平均为1.453,高于成人(0.175),主要是由于Cr的贡献。根据各种指数评估的生态风险表明,Pb和Ni对环境具有污染风险。我们的研究证实,土壤中的金属会影响植物中的金属,这些金属相互作用对污染风险控制至关重要。
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引用次数: 0
Fabrication and Performance of a Perovskite Solar Cell: Effect of Acetylacetone on Compact TiO2 Layer 钙钛矿太阳能电池的制备与性能:乙酰丙酮对TiO2致密层的影响
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-01-11 DOI: 10.35378/gujs.1176183
B. Kaya, İ. Boz, Mehtap ŞAFAK BOROĞLU
Solar energy has been the most emphasized issue in recent years, as it is sustainable and causes zero emissions. Solar cells are of interest because they convert sunlight into electricity through photovoltaic effects. Over the last ten years, the efficiency of perovskite solar cells has achieved 25% due to the development of synthesis techniques and electrode materials etc. The electron transport layer, a hole transport layer their thickness and structure of surface etc. act an important role in improving the performance of perovskite solar cells. We have investigated the effect of the acid-assisted route and the acetylacetone-assisted (AA) route on TiO2 films and thus the effect of the efficiency of perovskite solar cells. Perovskite (CH3NH3PbI3) solar cells based on different c-TiO2 have been fabricated by the spin coating route, and the overall experimental section is made in the nitrogen medium at room temperature. Cracked c-TiO2 film obtained via the acid-assisted route. The planar heterojunction structure of ITO/AA-TiO2/CH3NH3PbI3/P3HT/Ag resulted 0.03% of power conversion efficiency (PCE). However, the perovskite solar cells with a mesoporous heterojunction structure of ITO/ AA-TiO2/m- TiO2 /CH3NH3PbI3/P3HT/Ag resulted 0.1% of PCE.
太阳能是近年来最受重视的问题,因为它是可持续的,零排放。太阳能电池之所以引起人们的兴趣,是因为它们通过光电效应将阳光转化为电能。近十年来,由于合成技术和电极材料等方面的发展,钙钛矿太阳能电池的效率已达到25%。电子输运层、空穴输运层的厚度和表面结构等对提高钙钛矿太阳能电池的性能起着重要的作用。我们研究了酸辅助路线和乙酰丙酮辅助(AA)路线对TiO2薄膜的影响,从而对钙钛矿太阳能电池效率的影响。采用自旋镀膜的方法制备了基于不同c-TiO2的钙钛矿(CH3NH3PbI3)太阳能电池,并在室温下在氮气介质中进行了整体实验。酸助法制备c-TiO2薄膜。ITO/AA-TiO2/CH3NH3PbI3/P3HT/Ag的平面异质结结构可获得0.03%的功率转换效率(PCE)。然而,具有ITO/ AA-TiO2/m- TiO2/ CH3NH3PbI3/P3HT/Ag介孔异质结结构的钙钛矿太阳能电池的PCE为0.1%。
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引用次数: 0
Analytical Investigation of Microcrystalline Wood Charcoal Reinforced Polyester Composites Using ED-XRF, FTIR and SEM-EDS Techniques 微晶木炭增强聚酯复合材料的xrd、FTIR和SEM-EDS分析研究
IF 0.9 Q3 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-01-10 DOI: 10.35378/gujs.794837
Francis Edoziuno, R. Akaluzia
Polyester based particle reinforced composites were developed using varying weight fractions (ranging from 0 to 30 wt%, at 5 wt% interval) of microcrystalline wood charcoal powder (75µm). Quantitative, qualitative and functional characterization of developed wood charcoal (WC) particles reinforced polyester matrix composites was carried out successfully using energy dispersive x-ray spectrophotometer (EDXRF), Fourier transform infrared spectrometer (FTIR) and scanning electron microscope (SEM) enhanced with ancillary EDS for elemental identification capability. The primary elements and oxides identified in wood charcoal by EDXRF include iron, copper, zinc, calcium and CaO, Fe2O3, CuO, ZnO respectively. These elements and oxides were noted to induce improvement on the properties of reinforced polymer composites. EDS elemental mapping also confirmed the major elements identified by EDXRF analysis. Composites reinforced with microcrystalline wood charcoal exhibited strong interfacial bonding and interlocking due to even dispersion of the filler particles as revealed by SEM images. Interactions of the microcrystalline wood charcoal fillers with the polyester matrix molecules were revealed by FTIR functional characterization as minor shifts in the frequency bands of functional groups normally present in unsaturated polyester resin.
聚酯基颗粒增强复合材料使用不同重量分数(从0到30 wt%,间隔5 wt%)的微晶木炭粉(75µm)。利用能量色散x射线分光光度计(EDXRF)、傅里叶变换红外光谱仪(FTIR)和扫描电子显微镜(SEM)对制备的木质炭(WC)颗粒增强聚酯基复合材料进行了定量、定性和功能表征。EDXRF在木炭中鉴定出的主要元素和氧化物分别为铁、铜、锌、钙和CaO、Fe2O3、CuO、ZnO。这些元素和氧化物被注意到诱导增强聚合物复合材料的性能的改善。EDS元素映射也证实了EDXRF分析鉴定的主要元素。SEM图像显示,微晶木炭增强复合材料由于填充颗粒均匀分散,表现出较强的界面结合和互锁。通过FTIR功能表征,揭示了微晶木炭填料与聚酯基体分子的相互作用,其通常存在于不饱和聚酯树脂中的官能团频带发生了微小的变化。
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引用次数: 0
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gazi university journal of science
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