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Correlation between Cone Penetration Test parameters, soil type, and soil liquidity index using long short-term memory neural network 基于长短期记忆神经网络的探深试验参数、土壤类型和土壤流动性指标的相关性研究
Q4 MECHANICS Pub Date : 2023-11-13 DOI: 10.2478/sgem-2023-0023
Mateusz Jocz, Marek Lefik
Abstract Accuracy and quality of recognizing soil properties are crucial for optimal building design and for ensuring safety in the construction and exploitation stages. This article proposes use of long short-term memory (LSTM) neural network to establish a correlation between Cone Penetration Test (CPTU) results, the soil type, and the soil liquidity index I L . LSTM artificial neural network belongs to the class of networks requiring deep machine learning and is qualitatively different from artificial neural networks of the multilayer perceptron type, which have long been widely used to interpret the results of geotechnical experiments. The article outlines the methodology of CPTU testing and laboratory testing of the liquidity index, as well as construction and preparation of data for the network. The proposed network achieved good results when considering a database consisting of the parameters of eight CPTU soundings, soil stratifications, and laboratory test results.
摘要土壤性质识别的准确性和质量对于优化建筑设计和保证施工开发阶段的安全至关重要。本文提出利用长短期记忆(LSTM)神经网络建立圆锥体穿透试验(CPTU)结果与土壤类型和土壤流动性指数之间的相关性。LSTM人工神经网络属于需要深度机器学习的一类网络,与长期以来广泛用于解释岩土工程实验结果的多层感知器类型的人工神经网络在性质上有所不同。本文概述了流动性指标的CPTU测试方法和实验室测试方法,以及网络数据的构建和准备。当考虑到由8个CPTU测深参数、土壤分层和实验室测试结果组成的数据库时,所提出的网络取得了良好的效果。
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引用次数: 0
Second-order effects in horizontally loaded reinforced concrete columns 水平荷载下钢筋混凝土柱的二阶效应
Q4 MECHANICS Pub Date : 2023-11-02 DOI: 10.2478/sgem-2023-0022
Janusz Pędziwiatr, Michał Musiał
Abstract This paper deals with the second-order effects in horizontally loaded reinforced concrete columns. The current standard approach according to Eurocode 2 is the starting point for the considerations. Simplified methods that take into account the secondary effects, that is, the nominal stiffness method and the nominal curvature method, and their limitations are discussed. Most attention is devoted to the general method. As only general guidelines for this method can be found in the literature on the subject, the author presents his own original approach to calculations done using this method. Exemplary analyses for the corbel columns of high bay racked warehouses are made. Columns of different lengths are analyzed. The calculations show the overestimates introduced by the simplified methods and the benefits stemming from the use of the general method, especially in the case of quite slender columns.
摘要本文研究钢筋混凝土水平受压柱的二阶效应。根据欧洲法规2,目前的标准方法是考虑的起点。讨论了考虑二次效应的简化方法,即名义刚度法和名义曲率法及其局限性。大多数注意力都集中在一般方法上。由于这种方法的一般指导方针可以在有关该主题的文献中找到,作者提出了他自己使用这种方法进行计算的原始方法。对高架仓库的桁架柱进行了实例分析。对不同长度的柱进行了分析。计算表明了简化方法带来的高估和使用一般方法带来的好处,特别是在相当细的柱的情况下。
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引用次数: 0
The Use of CPTU and DMT Methods to Determine Soil Deformation Moduli—Perspectives and Limitations 使用CPTU和DMT方法确定土壤变形模量-前景和局限性
Q4 MECHANICS Pub Date : 2023-10-28 DOI: 10.2478/sgem-2023-0021
Z. Młynarek, J. Wierzbicki, T. Lunne
Abstract The article presents the concept of determining constrained modulus— M 0 , initial shear modulus— G 0 , Young modulus— E , and rigidity index— I R on the basis of parameters from static penetration tests CPTU (Piezocone Penetration Testing), SCPTU (Seismic Piezocone Penetration Testing) and dilatometer tests DMT (Flat Dilatometer Test), SDMT (Seismic Flat Dilatometer Test). The basis for constructing the empirical relationships between the mentioned modules and parameters from the CPTU and DMT studies was to determine the factors that affect these relationships. The article discusses the impact of the following factors; geological and geotechnical conditions, conditions of recording measurements in CPTU and DMT tests, factors relating to the CPTU and DMT testing methods, factors affecting reference parameters from laboratory tests, factors related to subsoil properties. The basis for obtaining the empirical relationships for determining the analyzed modules and rigidity index were extensive research of the soils of various origins, in Poland. Measurement uncertainties and factors influencing the recorded parameters in the CPTU study were documented by the studies of the Norwegian Geotechnical Institute and the former Department of Geotechnics of the Agricultural University in Poznań. In these studies, penetrometers from several reputable manufacturers were used. The article summarizes the established empirical relationships for individual modules, taking into account the effect of overconsolidation. It also comments on the interrelationship between constrained modulus M 0 from CPTU and DMT test for soils in Poland.
摘要本文提出了根据静力侵彻试验CPTU(压电锥侵彻试验)、地震压电锥侵彻试验SCPTU(地震压电锥侵彻试验)和膨胀试验DMT(平面膨胀试验)、SDMT(地震平面膨胀试验)的参数确定约束模量m0、初始剪切模量g0、杨氏模量E和刚度指数I R的概念。从CPTU和DMT研究中构建上述模块与参数之间的经验关系的基础是确定影响这些关系的因素。本文讨论了以下因素的影响;地质和岩土条件、CPTU和DMT测试中记录测量的条件、与CPTU和DMT测试方法有关的因素、影响实验室测试参考参数的因素、与底土性质有关的因素。获得用于确定分析模块和刚度指数的经验关系的基础是对波兰各种来源的土壤的广泛研究。测量不确定度和影响CPTU研究中记录参数的因素由挪威岩土研究所和波兹纳斯农业大学前岩土工程系的研究记录。在这些研究中,使用了几家信誉良好的制造商的穿透计。本文在考虑过固结效应的情况下,总结了各个模块已建立的经验关系。对波兰土壤CPTU约束模量m0与DMT试验的相互关系进行了评述。
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引用次数: 0
Quality requirements for static liquefaction test of soil in triaxial apparatus 三轴仪土壤静态液化试验质量要求
Q4 MECHANICS Pub Date : 2023-10-18 DOI: 10.2478/sgem-2023-0019
Mirosław J. Lipiński, Małgorzata Wdowska, Intan Puspitaningrum
Abstract Since in the field of research concerning liquefaction phenomenon, the largest database exists for triaxial tests, this type of apparatus was selected as the most relevant. Available data concerning laboratory research on liquefaction tests for identification of undrained response of sand indicated that the results are very sensitive to even smallest incorrectness in the testing procedure. Besides, due to a complex nature of liquefaction phenomenon, it was considered prudent to undertake some efforts directed to increase the objectivity of tests. Therefore, before commencement of the actual test program for investigation of undrained response of soil, it is necessary to carry out some preparatory experimental work consisting of application of indispensable modification necessary for enhancement of a quality of a triaxial test. The paper presents the key issues pertaining to the implementation of the experiment. Significance of these modifications for desired characteristics is emphasized. Relevance of some upgrading of the equipment for liquefaction tests is exemplified.
摘要在液化现象的研究领域中,三轴试验的数据库是最大的,因此选择这种类型的仪器作为最相关的。关于鉴定砂土不排水反应的液化试验的实验室研究的现有数据表明,结果对试验程序中即使最小的误差也非常敏感。此外,由于液化现象的复杂性,人们认为采取一些旨在提高试验客观性的努力是谨慎的。因此,在开展土壤不排水响应研究的实际试验计划之前,有必要进行一些准备试验工作,包括应用提高三轴试验质量所必需的必要修改。本文提出了与实验实施有关的关键问题。强调了这些修改对期望特性的意义。举例说明了一些液化试验设备升级的相关性。
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引用次数: 0
Application of Clay–rubber Mixtures for the Transportation Geotechnics—the Numerical Analysis 粘土-橡胶混合料在交通岩土工程中的应用——数值分析
Q4 MECHANICS Pub Date : 2023-10-18 DOI: 10.2478/sgem-2023-0020
Małgorzata Jastrzębska, Marian Łupieżowiec
Abstract The use of waste materials (including rubber) in industry is one of the most important issues in terms of environmental protection. One of such applications is the use of soil–rubber mixtures in backfills or lower layers of embankments or road structures. The numerical analyses of the behavior of a clay–rubber mixture layer built into a road embankment are presented in this article. An elastic-perfectly plastic model with a Coulomb–Mohr yield surface was used in the finite element analysis. The parameters of soil–rubber mixtures adopted for the analysis were estimated on the basis of triaxial tests: monotonic (UU—unconsolidated undrained, and CU—consolidated undrained) and cyclic (CU) performed with low frequency ( f = 0,001 Hz). The triaxial tests were carried out on mixtures of kaolin (K) and red clay (RC) with the addition of 1–5 mm rubber granulate (G) in the amount of 5–25% by weight. Numerical analyses included a static plate load test (VSS) of a layer made of a rubber–soil mixture built into the embankment and testing the stability of embankments using the c –ϕ strength reduction procedure. The results of laboratory tests confirm the necessity of testing soil–rubber mixtures each time before their use in embankments. The observed overall decrease in shear strength and stiffness of the tested material is variable and depends on the type of soil and the content of rubber waste. Satisfactory results of the analysis were obtained, both in terms of the values of layer stiffness modules and slope safety factors, which allows for the conclusion of the possibility of using soil–rubber mixtures (with the recommended granulate addition up to 30% by weight) in the layers of road embankments and (depending on the road class) in the lower layers of the pavement structure.
工业废料(包括橡胶)的利用是环境保护中最重要的问题之一。其中一种应用是在回填土或下层路堤或道路结构中使用土壤-橡胶混合物。本文对公路路基中粘土-橡胶混合料层的性能进行了数值分析。采用具有库仑-莫尔屈服曲面的弹塑性模型进行有限元分析。分析所采用的土-橡胶混合料的参数是在三轴试验的基础上估计的:单调(uu -未固结不排水,CU -固结不排水)和低频(f = 0.001 Hz)循环(CU)试验。在高岭土(K)与红粘土(RC)的混合料中添加1 ~ 5 mm的橡胶颗粒(G),橡胶颗粒的质量比为5 ~ 25%,进行了三轴试验。数值分析包括静板荷载试验(VSS),由橡胶-土壤混合物制成的一层内置于路堤中,并使用c -ϕ强度折减程序测试路堤的稳定性。室内试验结果证实了土-橡胶混合料在路堤中每次使用前进行试验的必要性。观察到的试验材料抗剪强度和刚度的总体下降是可变的,取决于土壤的类型和橡胶废料的含量。在层刚度模块值和边坡安全系数方面,分析结果令人满意,这使得可以在道路堤防层和(取决于道路类别)路面结构的下层使用土-橡胶混合物(推荐颗粒添加量为重量的30%)的可能性得出结论。
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引用次数: 0
Modernized Resonant Column and Torsional Shearing Apparatus With Multipoint Contactless Displacement Detection System 带多点非接触位移检测系统的现代化共振柱扭剪仪
Q4 MECHANICS Pub Date : 2023-10-08 DOI: 10.2478/sgem-2023-0018
Marcin Bujko, Marta Bocheńska, Piotr Srokosz, Ireneusz Dyka
Abstract In this study, a modification of resonant column/torsional shearing (RC/TS) apparatus was proposed to perform a qualitative analysis of a noncohesive soil specimen vibration during RC tests. An additional multipoint displacement detection system was installed in the RC/TS WF8500 device. In the new measuring system, 48 mini-magnets are attached to the side surface of a cylindrical soil specimen, creating a regular grid of measuring points. Around 48 Hall sensors (Honeywell SS495A1) are used to measure changes in the magnetic field strength due to the movement of the corresponding magnets on the surface of the specimen subjected to dynamic torque. The Hall sensor generates an analog signal that is proportional to the change in the magnetic field. The measurements are collected with a newly developed data acquisition system that consists of a set of analog-to-digital converters and a set of ARM (Advanced RISC (Reduced Instruction Sets Computing) Machine) microcontrollers. The measurement system is controlled with a dedicated software, ControlRec, developed by the authors. The measurements are taken synchronically with and independently from the standard RC test procedure. The new measuring technique allows to observe displacements of the 48 points on the specimens’ surface with over 4 times higher sampling rate than in the original measuring system. As a result, additional effects related to the mechanical wave propagation through soil specimen were observed (local disturbances in distribution of vibration amplitudes or significant displacements near the bottom end of the specimen, which is assumed to be fixed in the standard RC/TS results analysis), that could not be identified using the standard equipment of the device.
摘要本文提出了一种改进的RC/TS共振柱/扭剪(RC/TS)装置,用于定性分析非粘性土试件在RC试验中的振动。在RC/TS WF8500装置中安装了一个额外的多点位移检测系统。在新的测量系统中,48个微型磁铁附着在圆柱形土壤样本的侧面,形成一个规则的测量点网格。大约48个霍尔传感器(霍尼韦尔SS495A1)被用来测量在动态扭矩作用下试样表面相应磁体的运动所引起的磁场强度变化。霍尔传感器产生与磁场变化成正比的模拟信号。测量数据是用新开发的数据采集系统收集的,该系统由一组模数转换器和一组ARM(高级精简指令集计算机)微控制器组成。该测量系统由作者开发的专用软件ControlRec控制。测量与标准RC测试程序同步进行,独立于标准RC测试程序。新的测量技术可以观察到试样表面48个点的位移,采样率比原来的测量系统高4倍以上。因此,观察到与土样中机械波传播相关的附加效应(振动幅值分布的局部扰动或试件底部附近的显著位移,在标准RC/TS结果分析中假设是固定的),而使用设备的标准设备无法识别。
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引用次数: 0
Reduction of Numerical Model in Some Geotechnical Problems 一些岩土工程问题的数值模型简化
Q4 MECHANICS Pub Date : 2023-10-07 DOI: 10.2478/sgem-2023-0016
Artur Góral, Marek Lefik, Marek Wojciechowski
Abstract The concept of equivalence of the realistic, initial reference model and the simplified, reduced model is proposed. In reduced models, the action of the soil on the structure is replaced by the action of a layer with prescribed properties, defined by a set of parameters. The main difficulty here is to find the parameter values required by the simplified theory. The subject of this work is to find the dependence of the parameters of the reduced model on the parameters of the full model, including realistic soil behavior, in order to ensure the equivalence of both models. We show the potential of the method by presenting two examples: Winkler and Pasternak's model of a plate on the ground. We assume that both models are equivalent if they give identical results (displacements) at a finite number of observation points. An artificial neural network (ANN) is built in order to approximate and record the dependence of the parameters of the reduced model (at the network output) from the parameters of the full model (given at the network input). The complex network acts as a formula that assigns the parameters of the reduced model to a realistic description of the soil structure that is used for finite element method (FEM) modeling. The formalism we propose is quite general and can be applied to many engineering problems. The presented procedure is entirely numerical; it allows to calculate the parameters of the reduced model without resorting to symbolic calculations or additional theoretical considerations.
摘要提出了现实初始参考模型与简化简化模型等价的概念。在简化模型中,土壤对结构的作用被具有规定属性的层的作用所取代,这些属性由一组参数定义。这里的主要困难是找到简化理论所需的参数值。这项工作的主题是找到简化模型的参数对完整模型参数的依赖关系,包括实际的土壤行为,以确保两个模型的等效性。我们通过两个例子展示了该方法的潜力:温克勒和帕斯捷尔纳克的地面板块模型。如果两个模型在有限数量的观测点上给出相同的结果(位移),我们假设它们是等效的。建立了一个人工神经网络(ANN),以近似和记录简化模型的参数(在网络输出处)与完整模型的参数(在网络输入处给定)的依赖性。复杂网络作为一个公式,将简化模型的参数分配给用于有限元法(FEM)建模的土壤结构的真实描述。我们提出的形式主义是非常普遍的,可以应用于许多工程问题。所提出的程序完全是数值的;它允许计算简化模型的参数,而无需诉诸符号计算或额外的理论考虑。
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引用次数: 0
Reliability of Methods for Determination of Stress History Parameters in Soils 土壤应力历史参数测定方法的可靠性
Q4 MECHANICS Pub Date : 2023-10-07 DOI: 10.2478/sgem-2023-0017
Małgorzata Wdowska, Mirosław J. Lipiński
Abstract Stress history acquired by any cohesive soil influences, to a large extent, three groups of fundamental properties indispensable in geotechnical design i.e. state of soil, shear strength, and stiffness characteristics. The basic stress history parameter (from which other parameters are derived) determined directly from laboratory tests is a preconsolidation stress σ′p. Since the first method proposed by Casagrande in 1936, value σ′p is determined in the oedometer test as a border between overconsolidated (OC) and normally consolidated (NC) zones. Approach based on division between predominantly elastic, (recoverable) strain, and plastic (irrecoverable) strain is a main principle of several methods of σ′p determination, which have been proposed over the past eighty-six years. Accumulated experiences have revealed that any laboratory procedure based on the oedometer test does not provide realistic value of preconsolidation stress, especially in heavy preconsolidated soils. The major reason for that results from the fact that the mechanism responsible for natural overconsolidation is more complicated than mechanical preloading. Therefore, there is a necessity to reevaluate effectiveness of standard methods and look for another solution of evaluation yield stress σ′Y in natural soils. This article presents the comparison between σ′Y determined for various soils with use of standard methods based on conventional oedometer test and yield stress determined on the basis of alternative procedures. The latter are represented by various approaches as e.g. based on SHANSEP procedure or initial shear modulus and others. The most promising among these alternative methods is a new concept based on dilatancy phenomenon that takes place during shearing of a dense soil. The parameter reflecting stress history is derived from pore pressure response and is based on characteristic values of Skempton's parameter A record. Consistency of data concerning stress history parameters profile obtained for deep subsoil on the basis of various methods is shown for comparison.
任何粘性土获得的应力历史在很大程度上影响着岩土工程设计中不可缺少的三组基本特性,即土的状态、抗剪强度和刚度特性。从实验室试验中直接确定的基本应力历史参数(其他参数由此导出)是预固结应力σ ' p。自1936年Casagrande提出第一种方法以来,σ ' p值在测径仪试验中被确定为超固结带(OC)和正常固结带(NC)之间的边界。基于主要弹性应变(可恢复)和塑性应变(不可恢复)的划分方法是过去86年来提出的几种确定σ ' p方法的主要原则。积累的经验表明,任何基于测径计试验的实验室程序都不能提供预固结应力的真实值,特别是在重预固结土中。其主要原因是自然超固结的机理比机械预压更为复杂。因此,有必要重新评估标准方法的有效性,并寻找评估自然土屈服应力σ ' Y的另一种解。本文比较了用常规测径仪试验的标准方法测定各种土壤的σ ' Y和用其他方法测定屈服应力的结果。后者由各种方法表示,例如基于SHANSEP程序或初始剪切模量等。在这些替代方法中,最有希望的是一种基于致密土剪切过程中发生的剪胀现象的新概念。反映应力历史的参数来源于孔隙压力响应,并基于Skempton参数A记录的特征值。对比了各种方法得到的深底土应力历史参数剖面数据的一致性。
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引用次数: 0
Second-Order Work Criterion in the Stability Analysis of an Earth Dam Subjected to Seepage 渗流作用下土坝稳定性分析的二阶功准则
Q4 MECHANICS Pub Date : 2023-10-01 DOI: 10.2478/sgem-2023-0015
Krzysztof Sternik
Abstract Failure may take different forms: reaching the Mohr–Coulomb limit stress condition is accompanied by yielding, strain localisation may occur in shear, compaction or dilatant bands, arbitrary large strain and loss of strength may be accompanied by a field of chaotic displacements of soil particles. Failure is also related to material instability. It takes place when there is a loss of uniqueness of constitutive relationships. It has been found that instability domains exist strictly inside the Mohr–Coulomb failure surface. Material instability can be detected by local Hill's criterion, that is the second-order work at a point. Results of a coupled hydro-mechanical finite element analysis of an ‘earth dam – subgrade’ system at changing hydraulic boundary conditions have been presented in the article. Normalised values of the second-order work and factor of safety values by the shear strength reduction procedure for corresponding stages of the analysis were calculated. It has been shown that the value of the safety factor corresponds to the values of the second-order work. The analysis results show that a decrease in the value of the safety factor is accompanied by a decrease in the value of the second-order work until negative values occur at some points.
破坏可能有不同的形式:达到莫尔-库仑极限应力条件时伴随着屈服,在剪切、压实或膨胀带中可能发生应变局部化,任意大应变和强度损失可能伴随着土体颗粒的混沌位移场。失效也与材料不稳定有关。它发生在本构关系的独特性丧失的时候。研究发现,失稳区域严格存在于莫尔-库仑破坏面内。材料的不稳定性可以用局部希尔准则来检测,即在一点处的二阶功。本文对改变水力边界条件下的土坝-路基系统进行了水-力耦合有限元分析。通过抗剪强度折减法计算了相应阶段的二阶功和安全系数的归一化值。结果表明,安全系数的值对应于二阶功的值。分析结果表明,安全系数的减小伴随着二阶功的减小,直至在某些点出现负值。
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引用次数: 0
Effect of the Addition of Dispersed Reinforcement on the Resilient Modulus of Slightly Cemented Non-Cohesive Soil 分散配筋对微胶结非粘性土弹性模量的影响
Q4 MECHANICS Pub Date : 2023-09-30 DOI: 10.2478/sgem-2023-0013
Mariola Wasil, Patryk Dobrzycki, Katarzyna Zabielska-Adamska
Abstract The aim of this article is to determine the effect of the addition of dispersed reinforcement on the resilient modulus of non-cohesive soil used as material for improved subgrade or subbase course of the pavement structure. Resilient modulus ( M r ) is a parameter used in road construction, which characterises soil subgrade or base aggregates stiffness in flexible pavement subjected to the traffic load. This article presents laboratory test results of non-cohesive coarse material (gravelly sand – grSa – without fines) with the addition of 1.5% cement and dispersed reinforcement – polypropylene fibres in lengths of 12, 18 and 40 mm. Tests were conducted on the samples with various percentages of fibres (0, 0.2 and 0.3%) relating to the dry mass of the soil. Samples were compacted according to the standard Proctor (SP) and modified Proctor (MP) methods. Main laboratory tests were conducted in the triaxial apparatus enabling testing samples subjected to cyclic loads according to AASHTO T307 standard. Resilient modulus was determined after 7 and 28 days of curing. The results indicate the influence of fibre amount, fibre length, and curing time on the M r of the soil modified with 1.5% of cement. The obtained results were also influenced by the method of compaction. The addition of polypropylene fibres decreases the resilient modulus of soil stabilised by 1.5% of cement. The best results of dispersive reinforcement were obtained for samples containing 0.3% of fibres with a length of 18 mm, compacted by the MP methods.
摘要:本文的目的是确定分散钢筋的加入对非粘性土的弹性模量的影响,作为改善路基或基层路面结构的材料。弹性模量(M r)是道路施工中使用的一个参数,它表征了柔性路面中土壤路基或基层骨料在交通荷载作用下的刚度。本文介绍了添加1.5%水泥和长度分别为12、18和40 mm的分散增强聚丙烯纤维的非粘性粗材料(砾石砂- grSa -无细粒)的实验室测试结果。对与土壤干质量有关的纤维的不同百分比(0,0.2和0.3%)的样品进行了测试。采用标准的Proctor (SP)法和改良的Proctor (MP)法对样品进行压实。主要实验室试验是在三轴装置上进行的,使测试样品受到AASHTO T307标准的循环载荷。在养护7天和28天后测定弹性模量。结果表明,掺量1.5%的水泥改性土,纤维量、纤维长度和养护时间对其mr的影响。压实方法对所得结果也有影响。聚丙烯纤维的加入使水泥稳定土的弹性模量降低1.5%。用MP方法压实的纤维长度为18 mm,纤维含量为0.3%的样品获得了最佳的分散增强效果。
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引用次数: 0
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