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Study on the storage stability performance enhancement mechanism of graphene on rubber-modified asphalt based on size effect 基于尺寸效应的石墨烯在橡胶改性沥青上储存稳定性性能增强机理研究
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023105
Yutong Xie, Yingli Gao, M. Liao, Weiwei Tian
The application of waste rubber powder (WRP) for asphalt pavement could achieve the harmless and resourceful utilization of solid waste, but the storage stability of waste rubber powder modified asphalt (RA) is one of the main problems restricting its application. Existing studies have demonstrated that graphene could enhance the storage stability of RA, but graphene's size effect on the modifying effect and its corresponding mechanism are still uncertain. In this research, the effects of graphene microstructural properties (i.e., molecular size and layer number) on the storage stability of RA were investigated by storage stability testing, dynamic shear rheometry (DSR) testing and fluorescence microscopy (FM) testing, in combination with molecular dynamics simulation (MD). The experimental results indicated that graphene improved the storage stability of RA significantly, with few-layer graphene being more effective in enhancing it. MD was used to investigate the graphene size effect on RA in compatibility, intermolecular binding energy and structural stability of the system. The simulation results revealed that small-sized graphene molecules were more compatible with RA. Meanwhile, few-layer, small-sized graphene can provide higher binding energy and better enhancement of storage stability of RA. The number of graphene layers mainly influences the binding energy rather than solubility parameters. The relative concentration distribution results demonstrated that graphene facilitated the spatial distribution of asphaltenes, rubber components and light components. This research provides theoretical support for the rational selection of microstructural properties of graphene to improve the modified asphalt storage stability performance.
废胶粉在沥青路面上的应用可以实现固体废物的无害化、资源化利用,但废胶粉改性沥青的贮存稳定性是制约其应用的主要问题之一。已有研究表明,石墨烯可以增强RA的储存稳定性,但石墨烯的尺寸效应对改性效果的影响及其机制尚不确定。本研究通过存储稳定性测试、动态剪切流变学(DSR)测试和荧光显微镜(FM)测试,结合分子动力学模拟(MD),研究了石墨烯微观结构特性(即分子大小和层数)对RA存储稳定性的影响。实验结果表明,石墨烯能显著提高RA的储存稳定性,且石墨烯层数少的效果更好。用MD研究了石墨烯尺寸对RA的相容性、分子间结合能和结构稳定性的影响。模拟结果表明,小尺寸的石墨烯分子与RA的相容性更好。同时,少层、小尺寸的石墨烯可以提供更高的结合能,更好地增强RA的储存稳定性。石墨烯层数主要影响结合能而非溶解度参数。相对浓度分布结果表明,石墨烯有利于沥青质、橡胶组分和轻质组分的空间分布。本研究为合理选择石墨烯的微观结构性质,提高改性沥青的储存稳定性性能提供了理论支持。
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引用次数: 0
Tutorial on prescriptive analytics for logistics: What to predict and how to predict 物流规范分析教程:预测什么以及如何预测
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023116
Xuecheng Tian, Ran Yan, Shuaian Wang, Yannick Liu, Lu Zhen
The development of the Internet of things (IoT) and online platforms enables companies and governments to collect data from a much broader spatial and temporal area in the logistics industry. The huge amount of data provides new opportunities to handle uncertainty in optimization problems within the logistics system. Accordingly, various prescriptive analytics frameworks have been developed to predict different parts of uncertain optimization problems, including the uncertain parameter, the combined coefficient consisting of the uncertain parameter, the objective function, and the optimal solution. This tutorial serves as the pioneer to introduce existing literature on state-of-the-art prescriptive analytics methods, such as the predict-then-optimize framework, the smart predict-then-optimize framework, the weighted sample average approximation framework, the empirical risk minimization framework, and the kernel optimization framework. Based on these frameworks, this tutorial further proposes possible improvements and practical tips to be considered when we use these methods. We hope that this tutorial will serve as a reference for future prescriptive analytics research on the logistics system in the era of big data.
物联网(IoT)和在线平台的发展使公司和政府能够从物流行业更广泛的空间和时间区域收集数据。海量的数据为处理物流系统优化问题中的不确定性提供了新的机会。因此,各种规定性分析框架被开发用于预测不确定优化问题的不同部分,包括不确定参数、由不确定参数组成的组合系数、目标函数和最优解。本教程是介绍现有文献中最先进的规定性分析方法的先驱,如预测-优化框架、智能预测-优化框架、加权样本平均近似框架、经验风险最小化框架和核优化框架。基于这些框架,本教程进一步提出了在使用这些方法时需要考虑的可能的改进和实用技巧。希望本教程能对未来大数据时代的物流系统规范分析研究起到一定的参考作用。
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引用次数: 8
Algorithms for solving a class of real quasi-symmetric Toeplitz linear systems and its applications 一类实拟对称Toeplitz线性系统的求解算法及其应用
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023101
Xinglong Zhang, Xiaoyu Jiang, Zhaolin Jiang, Hee-Young Byun
In this paper, fast numerical methods for solving the real quasi-symmetric Toeplitz linear system are studied in two stages. First, based on an order-reduction algorithm and the factorization of Toeplitz matrix inversion, a sequence of linear systems with a constant symmetric Toeplitz matrix are solved. Second, two new fast algorithms are employed to solve the real quasi-symmetric Toeplitz linear system. Furthermore, we show a fast algorithm for quasi-symmetric Toeplitz matrix-vector multiplication. In addition, the stability analysis of the splitting symmetric Toeplitz inversion is discussed. In mathematical or engineering problems, the proposed algorithms are extraordinarily effective for solving a sequence of linear systems with a constant symmetric Toeplitz matrix. Fast matrix-vector multiplication and a quasi-symmetric Toeplitz linear solver are proven to be suitable for image encryption and decryption.
本文分两个阶段研究了求解实拟对称Toeplitz线性系统的快速数值方法。首先,基于降阶算法和Toeplitz矩阵逆分解,求解了一类具有常对称Toeplitz矩阵的线性系统序列。其次,采用两种新的快速算法求解拟对称Toeplitz线性方程组。此外,我们给出了一个准对称Toeplitz矩阵向量乘法的快速算法。此外,还讨论了分裂对称Toeplitz反演的稳定性分析。在数学或工程问题中,所提出的算法对于求解具有恒定对称Toeplitz矩阵的线性系统序列非常有效。证明了快速矩阵向量乘法和准对称Toeplitz线性解算器适用于图像加解密。
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引用次数: 0
Multi-objective optimization design for steel-aluminum lightweight body of pure electric bus based on RBF model and genetic algorithm 基于RBF模型和遗传算法的纯电动客车钢铝轻量化车身多目标优化设计
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023102
Wuhua Jiang, Yuexin Zhang, Jie Liu, Daisheng Zhang, Y. Yan, Chuanzheng Song
In order to solve the problem of insufficient range caused by the excessive weight of the pure electric bus, a multi-objective genetic algorithm (GA) and radial basis function (RBF) model are combined in this paper to realize the lightweighting of steel and aluminum hybrid body of the pure electric bus. First, the upper and lower frames of the pure electric bus body are initially designed with aluminum alloy and steel materials respectively to meet the lightweight requirements. Second, a finite element (FE) model of the bus body is established, and the validity of the model is validated through physical tests. Then, the sensitivity analysis is performed to identify the relative importance of individual design parameters over the entire domain. The Hamosilei sampling method is selected for the design of the experiment (DOE) because users can specify the number of experiments and ensure that the set of random numbers is a good representative of real variability, and the RBF model is adopted to approximate the responses of objectives and constraints. Finally, the multi-objective optimization (MOO) method based on GA with RBF model is used to solve the optimization problem of the lightweight steel-aluminum hybrid bus body. The results show that compared with the traditional fully steel body, the use of the aluminum alloy lower-frame structure can reduce body mass by 38.4%, and the proposed optimization method can further reduce the mass of the steel-aluminum body to 4.28% without affecting the structural stiffness and strength performance of the body.
为了解决纯电动客车车身重量过大导致行驶里程不足的问题,本文将多目标遗传算法(GA)与径向基函数(RBF)模型相结合,实现了纯电动客车钢铝混合动力车身的轻量化。首先,纯电动客车车身上下框架分别初步采用铝合金和钢材材料设计,满足轻量化要求。其次,建立了客车车身有限元模型,并通过物理试验验证了模型的有效性;然后,进行灵敏度分析,以确定各个设计参数在整个领域的相对重要性。实验(DOE)的设计选择Hamosilei抽样方法,因为用户可以指定实验次数,并确保随机数集合能够很好地代表真实的可变性,并且采用RBF模型来近似目标和约束的响应。最后,采用基于遗传算法和RBF模型的多目标优化方法,对轻量化钢铝混合动力客车车身的优化问题进行了求解。结果表明,与传统的全钢车身相比,采用铝合金下框架结构可使车身质量降低38.4%,而本文提出的优化方法可在不影响车身结构刚度和强度性能的情况下,将钢铝车身质量进一步降低至4.28%。
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引用次数: 0
A selective evolutionary heterogeneous ensemble algorithm for classifying imbalanced data 不平衡数据分类的选择进化异构集成算法
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023138
Xiaomeng An, Sen Xu
Learning from imbalanced data is a challenging task, as with this type of data, most conventional supervised learning algorithms tend to favor the majority class, which has significantly more instances than the other classes. Ensemble learning is a robust solution for addressing the imbalanced classification problem. To construct a successful ensemble classifier, the diversity of base classifiers should receive specific attention. In this paper, we present a novel ensemble learning algorithm called Selective Evolutionary Heterogeneous Ensemble (SEHE), which produces diversity by two ways, as follows: 1) adopting multiple different sampling strategies to generate diverse training subsets and 2) training multiple heterogeneous base classifiers to construct an ensemble. In addition, considering that some low-quality base classifiers may pull down the performance of an ensemble and that it is difficult to estimate the potential of each base classifier directly, we profit from the idea of a selective ensemble to adaptively select base classifiers for constructing an ensemble. In particular, an evolutionary algorithm is adopted to conduct the procedure of adaptive selection in SEHE. The experimental results on 42 imbalanced data sets show that the SEHE is significantly superior to some state-of-the-art ensemble learning algorithms which are specifically designed for addressing the class imbalance problem, indicating its effectiveness and superiority.
从不平衡数据中学习是一项具有挑战性的任务,因为对于这种类型的数据,大多数传统的监督学习算法倾向于大多数类,它比其他类具有更多的实例。集成学习是解决不平衡分类问题的一种鲁棒解决方案。为了构建一个成功的集成分类器,应该特别注意基分类器的多样性。本文提出了一种新的集成学习算法——选择性进化异构集成(SEHE),该算法通过两种方式产生多样性:1)采用多种不同的采样策略生成不同的训练子集;2)训练多个异构基分类器构建集成。此外,考虑到一些低质量的基分类器可能会降低集成的性能,并且很难直接估计每个基分类器的潜力,我们利用选择性集成的思想自适应地选择基分类器来构建集成。特别地,采用了一种进化算法来进行自适应选择。在42个不平衡数据集上的实验结果表明,SEHE明显优于一些专门针对类不平衡问题而设计的最新集成学习算法,表明了其有效性和优越性。
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引用次数: 0
The effects of cross-diffusion and logistic source on the boundedness of solutions to a pursuit-evasion model 交叉扩散和logistic源对追逐-逃避模型解的有界性的影响
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023170
Chang-Jian Wang, Zi-Han Zheng
We study the following quasilinear pursuit-evasion model: begin{document}$ begin{equation*} left{ begin{array}{ll} u_{t} = Delta u-chinabla cdot (u(u+1)^{alpha}nabla w)+u(lambda_{1}-mu_{1}u^{r_{1}-1}+ av), & xin Omega, t>0,[2.5mm] v_{t} = Delta v+xinabla cdot(v(v+1)^{beta}nabla z)+v(lambda_{2}-mu_{2}v^{r_{2}-1}-bu), & xin Omega, t>0,[2.5mm] 0 = Delta w-w+v, & xin Omega, t>0 ,[2.5mm] 0 = Delta z-z+u, & xin Omega, t>0 , end{array} right. end{equation*} $end{document} in a smooth and bounded domain $ Omegasubsetmathbb{R}^{n}(ngeq 1), $ where $ a, b, chi, xi, lambda_{1}, lambda_{2}, mu_{1}, mu_{2} > 0, $ $ alpha, beta inmathbb{R}, $ and $ r_{1}, r_{2} > 1. $ When $ r_{1} > max{1, 1+alpha}, r_{2} > max{1, 1+beta}, $ it has been proved that if $ min{(r_{1}-1)(r_{2}-beta-1), (r_{1}-alpha-1)(r_{2}-beta-1)} > frac{(n-2)_{+}}{n}, $ then for some suitable nonnegative initial data $ u_{0} $ and $ v_{0}, $ the system admits a unique globally classical solution which is bounded in $ Omegatimes(0, infty) $.
We study the following quasilinear pursuit-evasion model: begin{document}$ begin{equation*} left{ begin{array}{ll} u_{t} = Delta u-chinabla cdot (u(u+1)^{alpha}nabla w)+u(lambda_{1}-mu_{1}u^{r_{1}-1}+ av), & xin Omega, t>0,[2.5mm] v_{t} = Delta v+xinabla cdot(v(v+1)^{beta}nabla z)+v(lambda_{2}-mu_{2}v^{r_{2}-1}-bu), & xin Omega, t>0,[2.5mm] 0 = Delta w-w+v, & xin Omega, t>0 ,[2.5mm] 0 = Delta z-z+u, & xin Omega, t>0 , end{array} right. end{equation*} $end{document} in a smooth and bounded domain $ Omegasubsetmathbb{R}^{n}(ngeq 1), $ where $ a, b, chi, xi, lambda_{1}, lambda_{2}, mu_{1}, mu_{2} > 0, $ $ alpha, beta inmathbb{R}, $ and $ r_{1}, r_{2} > 1. $ When $ r_{1} > max{1, 1+alpha}, r_{2} > max{1, 1+beta}, $ it has been proved that if $ min{(r_{1}-1)(r_{2}-beta-1), (r_{1}-alpha-1)(r_{2}-beta-1)} > frac{(n-2)_{+}}{n}, $ then for some suitable nonnegative initial data $ u_{0} $ and $ v_{0}, $ the system admits a unique globally classical solution which is bounded in $ Omegatimes(0, infty) $.
{"title":"The effects of cross-diffusion and logistic source on the boundedness of solutions to a pursuit-evasion model","authors":"Chang-Jian Wang, Zi-Han Zheng","doi":"10.3934/era.2023170","DOIUrl":"https://doi.org/10.3934/era.2023170","url":null,"abstract":"We study the following quasilinear pursuit-evasion model: begin{document}$ begin{equation*} left{ begin{array}{ll} u_{t} = Delta u-chinabla cdot (u(u+1)^{alpha}nabla w)+u(lambda_{1}-mu_{1}u^{r_{1}-1}+ av), & xin Omega, t>0,[2.5mm] v_{t} = Delta v+xinabla cdot(v(v+1)^{beta}nabla z)+v(lambda_{2}-mu_{2}v^{r_{2}-1}-bu), & xin Omega, t>0,[2.5mm] 0 = Delta w-w+v, & xin Omega, t>0 ,[2.5mm] 0 = Delta z-z+u, & xin Omega, t>0 , end{array} right. end{equation*} $end{document} in a smooth and bounded domain $ Omegasubsetmathbb{R}^{n}(ngeq 1), $ where $ a, b, chi, xi, lambda_{1}, lambda_{2}, mu_{1}, mu_{2} > 0, $ $ alpha, beta inmathbb{R}, $ and $ r_{1}, r_{2} > 1. $ When $ r_{1} > max{1, 1+alpha}, r_{2} > max{1, 1+beta}, $ it has been proved that if $ min{(r_{1}-1)(r_{2}-beta-1), (r_{1}-alpha-1)(r_{2}-beta-1)} > frac{(n-2)_{+}}{n}, $ then for some suitable nonnegative initial data $ u_{0} $ and $ v_{0}, $ the system admits a unique globally classical solution which is bounded in $ Omegatimes(0, infty) $.","PeriodicalId":48554,"journal":{"name":"Electronic Research Archive","volume":"1 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70245622","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The exact solutions of the fractional-stochastic Fokas-Lenells equation in optical fiber communication 光纤通信中分数-随机Fokas-Lenells方程的精确解
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023180
S. Albosaily, W. Mohammed, M. El-Morshedy
The fractional-stochastic Fokas-Lenells equation (FSFLE) in the Stratonovich sense is taken into account here. The modified mapping method is used to generate new trigonometric, hyperbolic, elliptic and rational stochastic fractional solutions. Because the Fokas-Lenells equation has many implementations in telecommunication modes, complex system theory, quantum field theory, and quantum mechanics, the obtained solutions can be employed to describe a wide range of exciting physical phenomena. We plot several 2D and 3D diagrams to demonstrate how multiplicative noise and fractional derivatives affect the analytical solutions of the FSFLE. Also, we show how multiplicative noise at zero stabilizes FSFLE solutions.
这里考虑了Stratonovich意义上的分数随机Fokas-Lenells方程(fsle)。利用改进的映射方法生成新的三角解、双曲解、椭圆解和有理随机分式解。由于Fokas-Lenells方程在通信模式、复杂系统理论、量子场论和量子力学中有许多实现,所得到的解可以用来描述广泛的令人兴奋的物理现象。我们绘制了几个2D和3D图表来演示乘法噪声和分数阶导数如何影响fsle的解析解。此外,我们还展示了零处的乘法噪声如何稳定fsle解。
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引用次数: 0
Mathematical modeling and simulation analysis of different structured cored wire feeding spheroidization by finite volume method 用有限体积法对不同结构的包芯丝喂料球化过程进行数学建模和仿真分析
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023202
Huiming Wang, Yimin Shi, Xingshi He, Wenzhi Zhao
A three-dimensional dynamic heat transfer mathematical model of the process when cored wire feed in molten iron is established based on finite volume method (FVM). The calculation area is meshed with triangles and quadrilaterals to determine nodes and control volumes, and implicit time integration method is used to ensure the stability of calculating process. For exposing the dynamic heat transfer behavior, the variation of temperature field and explosion characteristics of cored wires are studied. In addition, the melt loss rate of the top end of cored wire and the correlation among melt explosion depth, molten iron temperature and feeding speed of cored wires are theoretically calculated. More importantly, the influence of different structures of cored wires on the absorption rate of magnesium are considered. The calculation results are in good agreement with the experimental data, which indicate that the existing theoretical model has good validity and can provide theoretical guidance for spheroidization process in molten iron.
基于有限体积法(FVM),建立了铁水中包芯线材进给过程的三维动态传热数学模型。计算区域采用三角形和四边形网格划分确定节点和控制体积,采用隐式时间积分法保证计算过程的稳定性。为了揭示芯线的动态传热行为,研究了芯线的温度场变化和爆炸特性。此外,还从理论上计算了包芯线材顶端的熔体损失率以及熔体爆炸深度、铁水温度和包芯线材送料速度之间的关系。更重要的是,考虑了不同芯线结构对镁吸收率的影响。计算结果与实验数据吻合较好,表明现有理论模型具有较好的有效性,可以为铁液球化过程提供理论指导。
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引用次数: 0
Finite-/fixed-time synchronization of leakage and discrete delayed Hopfield neural networks with diffusion effects 具有扩散效应的泄漏和离散延迟Hopfield神经网络的有限/固定时间同步
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023208
Minglei Fang, Jin-zhi Liu, Wei Wang
In this paper, the problem on finite-/fixed-time synchronization (FFTS) is investigated for a class of diffusive Hopfield neural networks with leakage and discrete delays. Some new and useful criteria independent on time delays but dependent on the diffusion coefficients are established to guarantee the FFTS for the addressed network model under a unified framework. In sharp contrast to the existed results which can only finite-timely or fixed-timely synchronize the systems with both diffusion effects and leakage delays, the theoretical results of this paper are more general and practical. Finally, a numerical example is presented to show the effectiveness of the proposed control methods.
研究了一类具有泄漏和离散延迟的扩散Hopfield神经网络的有限/固定时间同步问题。为了保证寻址网络模型在统一框架下的FFTS性能,建立了一些新的、有用的、不依赖于时滞而依赖于扩散系数的准则。与既有扩散效应又有泄漏延迟的系统只能有限及时或固定及时同步的结果形成鲜明对比,本文的理论结果更具通用性和实用性。最后,通过数值算例验证了所提控制方法的有效性。
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引用次数: 1
Induced 3-Hom-Lie superalgebras 诱导3- homlie超代数
IF 0.8 4区 数学 Q1 MATHEMATICS Pub Date : 2023-01-01 DOI: 10.3934/era.2023237
Baoling Guan, Xinxin Tian, Lijun Tian

We construct 3-Hom-Lie superalgebras on a commutative Hom-superalgebra by means of involution and even degree derivation. We construct a representation of induced 3-Hom-Lie superalgebras by means of supertrace.

利用对合和偶次求导的方法,在可交换的homlie超代数上构造了3- homlie超代数。利用超迹构造了诱导3- homlie超代数的表示。
{"title":"Induced 3-Hom-Lie superalgebras","authors":"Baoling Guan, Xinxin Tian, Lijun Tian","doi":"10.3934/era.2023237","DOIUrl":"https://doi.org/10.3934/era.2023237","url":null,"abstract":"<abstract><p>We construct 3-Hom-Lie superalgebras on a commutative Hom-superalgebra by means of involution and even degree derivation. We construct a representation of induced 3-Hom-Lie superalgebras by means of supertrace.</p></abstract>","PeriodicalId":48554,"journal":{"name":"Electronic Research Archive","volume":"1 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70246949","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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