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Metronome synchronization in the presence of friction 有摩擦时的节拍器同步
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20240888
Wenqian Wu
This study investigates the synchronization phenomenon inherent to mechanical metronomes. Synchronization properties were probed under diverse conditions, with modifications to parameters such as the number of metronomes, the tabletop material, the additional weight on the platform, and the friction coefficient between the roller and platform. Experimental outcomes demonstrate that the synchronization is significantly influenced by the platform's movement, which is subsequently determined by the properties of both the platform and roller. An analytical modeling approach provided insights into these effects, particularly when analyzing two metronomes placed on a flat platform equipped with rollers. Central to the findings is the revelation that both the coefficient of friction and the mass of supplementary weights play crucial roles in shaping synchronization behavior, a conclusion in line with experimental observations. The numerical segment of the study leveraged the Kuramoto model. Observations centered on the phase variation of resonators and a time-responsive order parameter, shedding light on the role of coupling strength in synchronization and its absence. Overall, this study furnishes a thorough theoretical and experimental exploration of mechanical metronome synchronization, targeting an enhanced understanding and application of the observed phenomenon.
本研究探讨了机械节拍器固有的同步现象。通过对节拍器数量、桌面材料、平台上的额外重量以及滚筒和平台之间的摩擦系数等参数进行修改,在不同条件下对同步特性进行了探究。实验结果表明,同步受平台运动的显著影响,而平台运动又由平台和滚筒的特性决定。分析建模方法提供了对这些影响的见解,特别是在分析放置在装有滚轴的平面平台上的两个节拍器时。研究结果的核心是揭示了摩擦系数和辅助砝码的质量在形成同步行为中的关键作用,这一结论与实验观察结果一致。研究的数值部分利用了仓本模型。观察结果集中于谐振器的相位变化和时间响应阶次参数,揭示了耦合强度在同步和不同步中的作用。总之,本研究对机械节拍器同步进行了深入的理论和实验探索,旨在加强对所观察现象的理解和应用。
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引用次数: 0
The origin, development, and application of fractal geometry theory in architecture 建筑学中分形几何理论的起源、发展和应用
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20240914
Yifei Guan, Simi Liu, Yiwei Zhang
Fractal geometry plays a crucial role in the study of fractals, with wide-ranging applications and it is closely related to architectural design creation, notably in architecture. Fractals are becoming more prevalent in todays society and can be used to describe a variety of extremely irregular items in the actual world. This article aims to provide an overview and analysis of the significant implications of fractal geometry in architecture, exploring its relationship with elements in nature, such as trees. By searching, organizing data, and elucidating examples, the article delves into the origin and basic background of fractal geometry. The use of fractal geometry in architecture demonstrates the perfect symbiosis between fractal and nature through analysis of TOD, the ancient gardens in Suzhou, and other practical applications. One notable fractal algorithm is the L-system, a modeling approach expressing fractal concepts, enabling parameterization and architectural design. Fractal geometry successfully expands possibilities for the harmonious coexistence of architecture and nature, embodying numerous natural features and human-centric ideas.
分形几何在分形研究中发挥着至关重要的作用,其应用范围十分广泛,与建筑设计创作密切相关,尤其是在建筑领域。分形在当今社会越来越普遍,可以用来描述现实世界中各种极不规则的事物。本文旨在概述和分析分形几何在建筑中的重要意义,探讨其与树木等自然元素的关系。文章通过检索、整理资料和阐释实例,深入探讨了分形几何的起源和基本背景。通过对 TOD、苏州古代园林和其他实际应用的分析,分形几何在建筑中的应用展示了分形与自然的完美共生。其中一个著名的分形算法是 L 系统,它是一种表达分形概念的建模方法,可实现参数化和建筑设计。分形几何成功地拓展了建筑与自然和谐共存的可能性,体现了众多自然特征和以人为本的理念。
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引用次数: 0
Portfolio selection methods and efficiency research 投资组合选择方法和效率研究
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241114
Tian Qin
The purpose of this article is to examine how to use the most effective methods to build a portfolio in the face of todays rapid growth in the field of artificial intelligence. The field of Artificial Intelligence is one of the most talked about areas in the world today and one that has changed a lot in recent years. The author will analyze the competitiveness of Nvidia.Corp, Apple.Inc amd Microsoft. Corporations use analytical models related to the stock market and combine positive and negative news about well-known companies in the relevant field to see if they are competitive enough to be added to a portfolio. Ultimately, the efficiency of these methods in terms of revenue is assessed through the final returns. Through evaluation, investors can choose the most reliable model to analyze the direction of stock prices and the value of companies in the process of completing the construction of portfolios.
本文旨在探讨在人工智能领域快速发展的今天,如何使用最有效的方法来建立投资组合。人工智能领域是当今世界最受关注的领域之一,近年来也发生了很大变化。作者将分析 Nvidia 公司、苹果公司和微软公司的竞争力。公司使用与股票市场相关的分析模型,结合相关领域知名公司的正面和负面消息,来判断这些公司是否有足够的竞争力加入投资组合。最终,通过最终收益来评估这些方法在收益方面的效率。通过评估,投资者可以在完成投资组合构建的过程中,选择最可靠的模型来分析股票价格走向和公司价值。
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引用次数: 0
Comparative study of riemann integral and lebesgue integral in calculus 微积分中的里曼积分和勒贝格积分的比较研究
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20240731
Qiuran Dong, Yifan He
The aim of this research paper is to provide a comprehensive comparison between Riemann integral and Lebesgue integral. Integration is described as the inverse process of differentiation, which is used to determine the original function. Riemann integration is a specific type of definite integral applied to find the exact area under a function graph between two limits in a closed interval. Lebesgue integration, on the other hand, provides a more generalized framework for integration theory. Integrals are essential in mathematical modelling and analysis tools. Studying and comparing the similarities and differences between these two integration methods can help us better understand the essence and properties of integrals, so as to more accurately apply integration methods to solve practical problems. This paper provides a systematic analysis of the basics, definitions, concepts, and properties of Riemann integral and Lebesgue integral. Reasoning, proofs, and examples are consolidated to explain the properties and characteristics of these two integral methods. Finally, this paper explores the strengths and limitations of each integration methods, summarising their advantages and applicability to practical problems and providing insights into their respective computational methods and applicability in different contexts.
本研究论文旨在对黎曼积分和勒贝格积分进行全面比较。积分被描述为微分的逆过程,用于确定原始函数。黎曼积分是一种特定类型的定积分,用于求封闭区间内两个极限之间函数图形下的精确面积。Lebesgue 积分则为积分理论提供了一个更广泛的框架。积分在数学建模和分析工具中是必不可少的。研究和比较这两种积分方法的异同,有助于我们更好地理解积分的本质和特性,从而更准确地应用积分方法解决实际问题。本文系统地分析了黎曼积分和勒贝格积分的基础知识、定义、概念和性质。本文综合了推理、证明和实例,解释了这两种积分方法的性质和特点。最后,本文探讨了每种积分方法的优势和局限性,总结了它们在实际问题中的优势和适用性,并对它们各自的计算方法和在不同情况下的适用性提出了见解。
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引用次数: 0
On Euclidean, spherical and hyperbolic crystallography 关于欧几里得、球面和双曲晶体学
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241107
Zhengjie Yan
A major impetus in the early development of group theory in the 19th century was the study of geometrical symmetries. Inspired by the theory regarding orbifold notation developed by John Conway, we understand and analyze the theory of the classification of symmetrical patterns in three different spaces. One of the triumphs was the full understanding of 2-dimensional planar symmetries, precisely, the classification theorem of wallpaper groups. Then we use the same way to classify the symmetrical patterns in spherical and hyperbolic spaces. There were also scattered theories on the general notion called crystallographic groups. In this paper, we reproduce the classical result that there are 17 types of wallpaper groups using a topological method; we also conclude that there are 14 family cases in the spherical space and infinite conditions in the hyperbolic spaces. During this process, we first consider the three different spaces, then, analyze the symmetrical patterns case by case. The characteristic we consider to classify these patterns is orbifold; finally, we use the formulas to calculate the result.
19 世纪群论早期发展的主要推动力是对几何对称性的研究。受约翰-康威(John Conway)提出的轨道符号理论的启发,我们理解并分析了三种不同空间中对称图案的分类理论。其中的一项成果是全面理解了二维平面对称性,准确地说,是壁纸群的分类定理。然后,我们用同样的方法对球面空间和双曲空间中的对称图案进行分类。关于晶体群的一般概念也有一些零散的理论。在本文中,我们用拓扑学方法重现了墙纸群有 17 种类型的经典结果;我们还得出结论,在球面空间中有 14 种族情况,在双曲空间有无限种情况。在此过程中,我们首先考虑三种不同的空间,然后逐个分析对称图案。我们对这些图案进行分类所考虑的特征是球面;最后,我们使用公式计算结果。
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引用次数: 0
Research on network intrusion detection based on XGBoost algorithm and multiple machine learning algorithms 基于 XGBoost 算法和多种机器学习算法的网络入侵检测研究
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241171
Zhihui Fan, Zhixuan You
Network intrusion detection refers to monitoring and analysing network traffic, system logs and other information to identify abnormal behaviours and attacks in the network, and take timely and appropriate countermeasures to protect the security and stability of the network. This paper investigates the application of seven machine learning methods in network intrusion detection, and evaluates each model by indicators such as precision, accuracy, recall and F1 score. The results show that XGBoost, Random Forest and Decision Tree models have the best prediction results, while Support Vector Machines and Plain Bayes models have poor prediction results. XGBoost, Random Forest and Decision Tree models all belong to the category of integrated learning, which have strong generalisation ability and robustness, can handle high-dimensional and complex datasets and are not prone to overfitting. In addition, they are able to handle non-linear relationships and are suitable for complex classification problems. Catboost and logistic regression models have better prediction results, but their prediction results are also affected by feature engineering. They may under- or over-fit when dealing with high-dimensional, complex datasets. Support Vector Machines and Plain Bayesian Models have poorer prediction results, which is related to their limitations. Support vector machines may experience computational difficulties when dealing with high-dimensional, complex datasets and are weak in dealing with non-linear relationships. The plain Bayesian model assumes that the features are independent of each other, which may not hold true in practical applications, thus affecting the prediction results. The conclusions of this paper are instructive for research and application in the field of network security, and can provide reference and inspiration for research in related fields.
网络入侵检测是指通过监测和分析网络流量、系统日志等信息,识别网络中的异常行为和攻击行为,并及时采取相应的应对措施,以保护网络的安全和稳定。本文研究了七种机器学习方法在网络入侵检测中的应用,并通过精度、准确率、召回率和 F1 分数等指标对各个模型进行了评估。结果表明,XGBoost、随机森林和决策树模型的预测效果最好,而支持向量机和普通贝叶斯模型的预测效果较差。XGBoost 模型、随机森林模型和决策树模型都属于综合学习的范畴,具有很强的泛化能力和鲁棒性,可以处理高维和复杂的数据集,而且不容易过度拟合。此外,它们还能处理非线性关系,适用于复杂的分类问题。Catboost 和逻辑回归模型具有更好的预测结果,但它们的预测结果也会受到特征工程的影响。在处理高维复杂数据集时,它们可能会拟合不足或拟合过度。支持向量机和普通贝叶斯模型的预测结果较差,这与它们的局限性有关。支持向量机在处理高维、复杂数据集时可能会遇到计算上的困难,而且在处理非线性关系时能力较弱。普通贝叶斯模型假定特征是相互独立的,这在实际应用中可能不成立,从而影响预测结果。本文的结论对网络安全领域的研究和应用具有指导意义,可为相关领域的研究提供借鉴和启发。
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引用次数: 0
An in-depth analysis and derivation of extremum conditions based on gradient information 基于梯度信息的极值条件的深入分析和推导
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241121
Honghao Yang, Guizhong He
This paper explores the necessary conditions for extremum in both constrained and unconstrained problems by extracting fundamental principles of constraint conditions. We provide a precise geometric understanding of the Lagrange Multiplier, prioritizing analytical insight. Beginning with a geometric interpretation of the gradient, we leverage the expansion of functions and their images to comprehend extremum and detail the Lagrangian derivation process.We expand the base vectors of the constraint surface into those of the full space and use a transition matrix to assess the function's extremum. This demonstrates how the second derivative matrix is transformed into its full-space representation to discern extrema in optimization problems. Additionally, we introduce incremental variables to optimize the second-order derivative matrix in full space, providing a novel perspective to solve extremal necessary conditions.
本文通过提取约束条件的基本原理,探讨了有约束和无约束问题中出现极值的必要条件。我们提供了对拉格朗日乘法器的精确几何理解,并将分析洞察力放在首位。从梯度的几何解释开始,我们利用函数及其图像的展开来理解极值,并详细介绍了拉格朗日推导过程。我们将约束曲面的基向量展开为完整空间的基向量,并使用过渡矩阵来评估函数的极值。这展示了如何将二阶导数矩阵转换为全空间表示,以辨别优化问题中的极值。此外,我们还引入了增量变量来优化全空间中的二阶导数矩阵,为解决极值必要条件提供了一个新的视角。
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引用次数: 0
Integrating GBDT regression and factor analysis for accurate prediction of used sailboat prices 整合 GBDT 回归和因素分析,准确预测二手帆船价格
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241126
Haojie Yang, Ruiqi Yao, Qing Zhu, Jialei Huang
Similar to many luxury goods, the value of sailboats fluctuates with the age of the boat and market conditions. To comprehensively understand the sailboat market, our team utilized web crawlers to collect data on second-hand sailboats and relevant regional factors (economic, geographic, tourism). We established a unified prediction model that integrates sailboat characteristics and regional influences. Using a factor analysis model, combined with a Gradient Boosting Decision Tree (GBDT) regression model, we evaluated the regional impact on second-hand sailboat prices. The combined model demonstrated high accuracy in predicting the prices of monohull and catamaran sailboats. The study further explored the applicability of the model to the Hong Kong market and validated its effectiveness with different datasets. The results indicated substantial demand and tremendous market potential in the Hong Kong market. Finally, through ARIMA time series forecasting, statistical histograms, and correlation analysis, the study revealed relationships between year and price, regional disparities, and key price-influencing factors.
与许多奢侈品类似,帆船的价值也会随着船龄和市场条件的变化而波动。为了全面了解帆船市场,我们的团队利用网络爬虫收集了有关二手帆船和相关区域因素(经济、地理、旅游)的数据。我们建立了一个统一的预测模型,将帆船特征和区域影响因素整合在一起。利用因子分析模型,结合梯度提升决策树(GBDT)回归模型,我们评估了区域对二手帆船价格的影响。综合模型在预测单体帆船和双体帆船的价格方面表现出很高的准确性。研究进一步探讨了该模型在香港市场的适用性,并通过不同的数据集验证了其有效性。结果表明,香港市场需求巨大,市场潜力巨大。最后,通过ARIMA时间序列预测、统计直方图和相关分析,研究揭示了年份与价格之间的关系、地区差异以及影响价格的主要因素。
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引用次数: 0
Thermal-Hydraulic performance of microchannel heat sink designed with counter-flow and different groove shape 采用逆流和不同槽形设计的微通道散热器的热工水力性能
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241141
Ruize Liu
Microchannel heat sink is a potential procedure for scatter heat as a result of its little size and high effectiveness. Thermal resistance and pumping power are two significant parameters to assess the behavior of microchannel heat sink. In this review, heat transfer and fluid behavior have been concentrated mathematically in a microchannel heat sink with the counter stream and different shape of the groove. Four unique cases are discussed in this paper, microchannel heat sink with rectangular groove (R-MCHS), microchannel heat sink with circular groove (C-MCHS), microchannel heat sink with triangular groove (T-MCHS), and straight microchannel heat sink (S-MCHS). Three-dimensional numerical simulation is conducted with the Reynolds number, Re, shifting from 100 to 500 with expanding 100 for each step. As the coolant, Single-stage fluid water streams in the heat sink. The thermal and hydraulic performance of these cases are evaluated by comparing the average temperature of the solid domain, Nusselt number, Thermal Resistance, and Pumping Power. Contrasted with the S-MCHS, the thermal performance of MCHSs with grooves is increased, and the Nusselt number increased at the furrow area. Likewise, the pumping power is bigger for all cases with grooves contrasted and S-MCHS. In all grooved cases, R-MCHS has the lowest average temperature on the bottom surface and the highest average temperature in the solid domain. The C-MCHS has the least thermal resistance for all Re between 100 to 500. In light of the component, the plan standards to move toward the presentation of inclination are proposed.
微通道散热器体积小、效率高,是一种潜在的散热方法。热阻和泵功率是评估微通道散热器性能的两个重要参数。在这篇综述中,热传导和流体行为在具有逆流和不同形状凹槽的微通道散热器中进行了数学集中研究。本文讨论了四种独特的情况,即带矩形凹槽的微通道散热器(R-MCHS)、带圆形凹槽的微通道散热器(C-MCHS)、带三角形凹槽的微通道散热器(T-MCHS)和直形微通道散热器(S-MCHS)。进行了三维数值模拟,雷诺数 Re 从 100 到 500,每一步扩大 100。冷却剂为散热器中的单级流体水流。通过比较固体域的平均温度、努塞尔特数、热阻和泵送功率,对这些情况的热性能和水力性能进行了评估。与 S 型 MCHS 相比,带沟槽的 MCHS 的热性能提高了,沟槽区域的努塞尔特数增加了。同样,所有带沟槽的情况与 S-MCHS 相比,泵送功率都更大。在所有带沟槽的情况下,R-MCHS 的底面平均温度最低,而固域平均温度最高。在所有 Re 值为 100 到 500 的情况下,C-MCHS 的热阻最小。根据这些成分,提出了向倾斜方向发展的计划标准。
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引用次数: 0
Improving liquid cancer biopsy through computer-aided microfluidic device design based on the tubular pinch effect and Deans flow 基于管状夹持效应和迪恩斯流的计算机辅助微流体设备设计改进了液体癌症活检技术
Pub Date : 2024-03-07 DOI: 10.54254/2753-8818/31/20241145
Alexander Recce
A blood test, called a liquid biopsy is being developed by several research groups for the early detection of cancer. The key challenge in this process is enrichment, or isolation, of the small number of cancer cells in blood serum from other cells. This study uses numerical simulations to design devices that advance the state of art in the enrichment of circulating cancer cells. In particular, the lift forces acting on neutrally buoyant small spherical particles in a Poiseuille flow bounded by a wall are modelled using numerical computation. Specifically, we explore the influence of the Reynolds number, distance to the wall, and particle size on these lift forces, building upon previous research on the Segre-Silberberg effect. By validating the mechanism by which particles concentrate at specific positions within the fluid, we confirm the existence of the Segre-Silberberg effect in this system. Subsequently, we apply a customized 3D model of a filtration device to investigate the Segre-Silberberg effect and Deans effect in a non-Poiseuille flow, which can be applied in liquid cancer biopsy. Our results demonstrate that this flow pattern could potentially be used to separate cancer cells from the mean flow. Finally, we apply the flow separation mechanisms in microfluidic design through a rapid 3D design and computational fluid dynamics (CFD) verification cycle. The popular spiral microfluidic design does not demonstrate strong flow separation pattern in our tests, while the sinusoidal design shows much more promise. Further research is needed to empirically evaluate these designs.
几个研究小组正在开发一种称为液体活检的血液检测方法,用于癌症的早期检测。这一过程的关键挑战在于从其他细胞中富集或分离血清中的少量癌细胞。本研究利用数值模拟来设计设备,以推动循环癌细胞富集技术的发展。特别是,我们利用数值计算模拟了在以壁为界的波瓦流中,作用于中性浮力小球形颗粒的升力。具体来说,我们在之前对 Segre-Silberberg 效应的研究基础上,探索了雷诺数、与壁的距离和颗粒大小对这些升力的影响。通过验证颗粒在流体中特定位置聚集的机制,我们证实了该系统中存在 Segre-Silberberg 效应。随后,我们应用定制的过滤装置三维模型,研究了非波赛尔流中的赛格尔-希尔贝格效应和迪恩斯效应,这可应用于液态癌症活检。我们的研究结果表明,这种流动模式可用于从平均流中分离癌细胞。最后,我们通过快速三维设计和计算流体动力学(CFD)验证循环,将流动分离机制应用于微流控设计中。在我们的测试中,流行的螺旋微流体设计并没有表现出很强的流体分离模式,而正弦波设计则表现出更大的前景。还需要进一步的研究来对这些设计进行经验评估。
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