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Classification of intracranial hemorrhage (CT) images using CNN-LSTM method and image-based GLCM features 使用 CNN-LSTM 方法和基于图像的 GLCM 特征对颅内出血(CT)图像进行分类
Pub Date : 2024-05-04 DOI: 10.1051/matecconf/202439201075
Swetha Mucha, A. Ramesh Babu
A hybrid is used, combining feature-based method transformed-based features with image-based grey level co-occurrence matrix features. When it comes to classifying cerebral hemorrhages CT images, the combined feature-based strategy performs better than the image-feature-based and transformed feature-based techniques. Natural language processing using deep learning techniques, particularly long short-term memory (LSTM), has become the go-to choice in applications like sentiment analysis and text analysis. This work presents a completely automated deep learning system for the purpose of classifying radiological data in order to diagnose intracranial hemorrhage (ICH). Long short-term memory (LSTM) units, a logistic function, and 1D convolution neural networks (CNN) make up the suggested automated deep learning architecture. These components were all trained and evaluated using a large dataset of 12,852 head computed tomography (CT) radiological reports.
采用了一种混合方法,将基于特征的转换特征方法与基于图像的灰度共现矩阵特征相结合。在对脑出血 CT 图像进行分类时,基于特征的组合策略比基于图像特征和基于变换特征的技术表现更好。使用深度学习技术,特别是长短期记忆(LSTM)进行自然语言处理,已成为情感分析和文本分析等应用的首选。本研究提出了一种完全自动化的深度学习系统,用于对放射学数据进行分类,以诊断颅内出血(ICH)。长短期记忆(LSTM)单元、逻辑函数和一维卷积神经网络(CNN)构成了所建议的自动深度学习架构。这些组件都是通过一个包含 12,852 份头部计算机断层扫描(CT)放射报告的大型数据集进行训练和评估的。
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引用次数: 0
Numerical Analysis on Shock of Double-layer Plate with Foamed Aluminum 泡沫铝双层板的冲击数值分析
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338001007
Peng Wang, W. Huang, Zhao Li, Hao Zhang
The response of structure under shock is very important. For sandwich structures, the foam of other material with good energy absorbing capacity is an effective way to enhance the ability to resist external shock. In this work, numerical shock analysis is conducted for double-layered plate with foamed aluminum. The deformation process is firstly studied in case of initial shock velocity of 8.9m/s, then comparative analysis is conducted on the influence of different shock velocity on structural response.
结构在冲击作用下的响应是非常重要的。对于夹层结构来说,其他吸能能力好的材料的泡沫是增强其抗外震能力的有效途径。本文对双层泡沫铝板进行了数值冲击分析。首先研究了初始冲击速度为8.9m/s时的变形过程,然后对比分析了不同冲击速度对结构响应的影响。
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引用次数: 0
Time Response and Natural Frequency Analysis for Structures with Interval Parameters 含区间参数结构时响应及固有频率分析
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338201024
Xingxing Feng, Chang Cao, Min Liu
This paper deals with the evaluations of lower and upper bounds of dynamic responses and natural frequencies for structures with uncertain interval parameters. The structural physical parameters, geometric dimensions and initial conditions can be considered as interval parameters. The modified Chebyshev interval method (MCIM) is presented to handle the uncertainties. In comparison with the Chebyshev interval method (CIM), MICM provides with tighter bounds of the time responses and natural frequencies without a significant increase in computation time. Monte Carlo method is also used to provide with exact bounds. MICM, CIM and Monte Carlo method are applied for structures with interval parameters, and the efficiency and accuracy of CIM and MCIM are verified.
研究了区间参数不确定结构的动力响应和固有频率的下界和上界的求值问题。结构物理参数、几何尺寸和初始条件可视为区间参数。提出了改进的切比雪夫区间法(MCIM)来处理不确定性。与Chebyshev区间方法(CIM)相比,MICM在不显著增加计算时间的情况下提供了更严格的时间响应和固有频率边界。蒙特卡罗方法也被用来提供精确的边界。将MICM、CIM和蒙特卡罗方法应用于区间参数结构,验证了CIM和MCIM方法的有效性和准确性。
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引用次数: 0
Aerodynamic Shape Optimization of a NACA0018 Airfoil Using Adjoint Method and Gradient-Based Optimizer 基于伴随法和梯度优化器的NACA0018翼型气动外形优化
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337701016
Gavin Scott Manggai van Stratan, Sukanta Roy, Y. San
The purpose of this study is to demonstrate the suitability and efficacy of the adjoint method on the aerodynamic shape optimization on a simple symmetrical airfoil NACA0018 at low Reynolds number for wind turbine application. The adjoint method has been used in many pressure-based numerical simulations with various degrees of success leading to optimized geometries in their respective uses. ANSYS Fluent code was used in this simulation. Lift to drag ratio was defined as the observables for which adjoint sensitivities were formulated. The objective function of the optimization was set to maximize the lift to drag ratio of the airfoil by 20%. The optimization regime showed significant increase in lift and drag ratio from the initial baseline NACA0018 value of 0.0211 up to 3.66 for the optimal NACAOpt. The results demonstrate the potential of the adjoint solver paired together with the gradient-based optimizer to improve the geometry for shape optimization in many CFD applications.
本研究的目的是为了证明伴随方法在低雷诺数下用于风力机的简单对称翼型NACA0018气动外形优化中的适用性和有效性。伴随方法已在许多基于压力的数值模拟中使用,并取得了不同程度的成功,从而在各自的应用中优化了几何形状。仿真采用ANSYS Fluent代码。升阻比被定义为伴随灵敏度的可观测值。优化的目标函数被设定为最大的升阻比翼型的20%。优化方案显示,最优NACAOpt的升阻比从初始基线NACA0018值0.0211显著增加到3.66。结果表明,伴随求解器与基于梯度的优化器相结合,可以改善许多CFD应用中形状优化的几何形状。
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引用次数: 0
Determination of the impact of strain rate on dynamic recrystallization of hot-deformed 2205 duplex stainless steel 应变速率对热变形2205双相不锈钢动态再结晶影响的测定
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337402001
A. D. Baruwa, E. Gonya, M. Makhatha
2205 duplex stainless steel suffers poor hot workability, especially whe1981hot-deformed. This investigation aims to determine the strain rate’s effect on the material’s dynamic recrystallization after heat treatment. Secondly, to ascertain the critical strain at which the recrystallization occurs. The as-rolled material was subjected to heat treatment at 1340 °C for some time. After heat treatment, the yielded equiaxed austenite morphology was used for this investigation. Gleeble 1500™ thermo-mechanical was used as a simulant in uniaxial compression mode. The deformation temperature was set at 850 °C, with maximum strain at 0.8 and carried out at 0.001 s-1, 0.01 s-1, 0.1 s-1, 1 s-1, 5 s-1 strain rates. The microstructure of before and after heat-treatment was evaluated using a light microscope, while the critical factors (stress and strain) were determined through the stress-strain curve. It was observed that the lowest strain rate generated the maximum critical stress and critical strain at 191.99 MPa and 0.08283, respectively. However, at the highest strain rate, the maximum critical stress and critical strain experienced by the material were at 336.32 MPa and 0.17577. Overall, it was established that the applied stain rate influenced the critical strain and stress of the material. It can be concluded that dynamic recrystallization can occur at any strain rate, but the applied stress determines the extent of the phenomenon.
2205双相不锈钢的热加工性很差,特别是热变形时。本研究旨在确定应变速率对热处理后材料动态再结晶的影响。其次,确定发生再结晶的临界应变。轧制后的材料在1340℃下进行一段时间的热处理。热处理后,得到等轴奥氏体。在单轴压缩模式下,采用Gleeble 1500™热机械模拟。变形温度为850℃,最大应变为0.8,变形速率分别为0.001 s- 1,0.01 s- 1,0.1 s- 1,1 s- 1,5 s-1。利用光镜对热处理前后的微观组织进行评价,并通过应力-应变曲线确定关键因素(应力和应变)。结果表明,最低应变速率产生的最大临界应力和临界应变分别为191.99 MPa和0.08283 MPa。而在应变速率最高时,材料经历的最大临界应力和临界应变分别为336.32 MPa和0.17577。总的来说,确定了施加染色率影响材料的临界应变和应力。可以得出结论,动态再结晶可以在任何应变速率下发生,但施加的应力决定了这种现象的程度。
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引用次数: 0
Research on the Development of Sensor Tracking Technology under the Guidance of Artificial Intelligence 人工智能指导下传感器跟踪技术发展研究
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338201006
Shanshan Ge
The development and application of artificial intelligence from before heavy calculation to today's parallel processing, has a qualitative leap, for the experience of human experts can predict the conclusion, the integration of chip development has been artificial intelligence to create economic benefits of a big research topic, and combined with the analysis of all kinds of indicators to sensor data technology also more directional in artificial intelligence, modern research and development of all kinds of tracking equipment and drone equipment to a certain extent, integrated the sensor detection technology, and on the development of programming language, have the updated research field.
人工智能的发展和应用从以前的重计算到今天的并行处理,有了质的飞跃,对于经验丰富的人类专家可以预测的结论,集成芯片的发展已经是人工智能创造经济效益的一大研究课题,而结合各种指标的分析来进行传感器数据技术也在人工智能中更有方向性。现代各种跟踪设备和无人机设备的研发在一定程度上集成了传感器检测技术,并且在编程语言的发展上,有了更新的研究领域。
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引用次数: 0
Modeling transient transport through a fixed bed: Comparative study of phenomenological models with and without hydrodynamic dispersion 通过固定床的瞬态输运建模:有和没有流体动力色散的现象学模型的比较研究
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337902004
N. Benaouag, M. Sardin, R. Rihani
Numerous publications on the transport of pollutants in a fixed bed, in particular in the treatment of waters still use two-parameter models: a capacity parameter measuring the delay of the breakthrough curve (CP) and a transfer kinetics parameter to translate the dispersion observed (Thomas model and Yoon-Nelson model), The authors totally neglect the role of the hydrodynamic dispersion which however largely contributes to the spread of the curves and thus the adjustments made on the analyzed breakthrough curves are invalid, Using three examples involving fixed beds of homogeneous adsorbent beads or sand, one of Lin et al [2013] with biochar-alginate grains (diameter 2.0 mm), the following from Jang et al. [2018] with resin beads (diameter 0.8 mm), and the last of our own work with a clay-limestone quartz sand of mean diameter 0.4 mm (Benaouag et al., 2018) we analyzed the validity of these models, For this we used as reference model a model with 4 parameters (Mixers in Cascade with Exchange) taking into account hydrodynamic dispersion, linear sharing and first-order mass transfer kinetics.
许多关于污染物在固定河床中运移的出版物,特别是关于水处理的出版物仍然使用双参数模型:在此基础上,作者完全忽略了水动力弥散的作用,而水动力弥散在很大程度上促进了曲线的扩散,因此对所分析的突破曲线所做的调整是无效的。林等[2013]之一biochar-alginate谷物(直径2.0毫米),以下从张成泽等。[2018]与树脂珠(直径0.8毫米),最后我们自己的工作clay-limestone石英砂的平均直径0.4毫米(Benaouag et al ., 2018)我们分析这些模型的有效性,为这个我们用四参数模型作为参考模型(搅拌机在级联交易所)考虑水动力弥散,线性共享和一阶传质动力学。
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引用次数: 0
Analysis of the changes impact in the construction of the vehicle exhaust silencer on the noise emission level 分析了汽车排气消声器结构变化对噪声排放水平的影响
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337501009
Szymon Furgal, T. Kałaczyński, M. Łukasiewicz, R. Martinod
Each element of the exhaust system has a different function. The element that has the greatest impact on reducing the noise associated with exhaust gas discharge is the final silencer. The design of the final silencerr has a significant impact on vehicle noise. The paper presents the study of the impact of modifications of the final silencer with a construction other than the factory one on the noise emission level of the vehicle. The tests were carried out in accordance with the Polish standard PN-92/S-04051 regarding the permissible level of external noise of vehicles.
排气系统的每个元件都有不同的功能。对降低与废气排放有关的噪音影响最大的元件是最终消声器。终消声器的设计对车辆噪声有重要影响。本文研究了采用非出厂结构改造终消声器对车辆噪声排放水平的影响。测试是按照波兰标准PN-92/S-04051进行的,该标准规定了车辆外部噪声的允许水平。
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引用次数: 0
Ecodesign of a process for dimethyl carbonate: Influence of the degree of modelling of the methanolysis of urea 碳酸二甲酯工艺的生态设计:尿素甲醇分解模型化程度的影响
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337907009
Laurent Astruc, C. Vialle, C. Sablayrolles, L. Cassayre, I. Rodríguez-Donis
The environmental performance of emerging bio-based technologies must be assessed at an early stage of their development, when the process can still be modified for sustainable optimization, i.e. including environmental, social and economic aspects. The Life Cycle Analysis (LCA) methodology is already recognized as an effective solution for environmental analysis. However, the data obtained at the laboratory scale are incomplete in the initial stage of the eco-design of a new synthesis route, which complicates the inventory of the life cycle. Coupling a process modelling/simulation tool with LCA has proven to be an effective solution for providing inventory data. The simulation of a process is based on the selection of models allowing the environmental, energy and economic optimization of a technology to be developed on the production scale. The choice of models for the reaction and separation steps will certainly have a significant impact on the results of the environmental assessment. This article is dedicated to the study of the impact of the degree of complexity of the modelling of the reaction pathway on the environmental assessment of the process of methanolysis of urea to produce dimethyl carbonate (DMC).
新兴生物基技术的环境绩效必须在其发展的早期阶段进行评估,当时该过程仍然可以进行修改,以实现可持续的优化,即包括环境、社会和经济方面。生命周期分析(LCA)方法已被公认为环境分析的有效解决方案。然而,在新合成路线生态设计的初始阶段,在实验室规模上获得的数据是不完整的,这使得生命周期的清单变得复杂。将流程建模/仿真工具与LCA相结合已被证明是提供库存数据的有效解决方案。过程的模拟是基于模型的选择,允许在生产规模上开发技术的环境,能源和经济优化。反应和分离步骤模型的选择必然会对环境评价的结果产生重大影响。本文致力于研究反应途径建模复杂程度对尿素甲醇解制碳酸二甲酯(DMC)过程环境评价的影响。
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引用次数: 0
Rapid Prototyping and Tooling Technology to Assist the Development of Low-Cost Dies 协助低成本模具开发的快速成型和模具技术
Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338101002
Muhammad Shehbaz, Muhammad Sajid, W. Ahmad, S. Hussain, M. Jahanzaib
This case study aims toward the importance of the application of rapid prototyping and tooling technology in die design and manufacturing. Many conventional machining processes of die manufacturing, including computer numeric control (CNC) machining and electric discharge machining (EDM), are used by the local manufacturers of die, but these processes are time-consuming and expensive. There is a need to explore opportunities to reduce die manufacturing costs. This paper aims to assist the development of low-cost dies through the application of rapid prototyping and tooling technology. For this purpose, solid works software was used to design the die of a 4-hole Lego Block. 3D printing was incorporated in the existing capability of investment casting process for die manufacturing. A proper gating system design consideration was taken into account to ensure the accurate flow of casting material for achieving fine surface finish. From the results, it has been observed that gating system design with four ingates gives the optimum value of surface finish (~3.4156μm). The proposed rapid prototyping and tooling technology makes the practitioners (tool makers) capable of making dies with complex shapes, superior surface finishes, and dimensional accuracy in less or no time.
本案例旨在说明快速成型和模具技术在模具设计和制造中的重要性。模具制造的许多常规加工工艺,包括计算机数控(CNC)加工和电火花加工(EDM),都是由当地的模具制造商使用的,但这些工艺既耗时又昂贵。有必要探索降低模具制造成本的机会。本文旨在通过快速成型和模具技术的应用,协助低成本模具的开发。为此,利用solid works软件设计了一款4孔乐高积木的模具,将3D打印技术融入到现有的熔模铸造工艺中,用于模具制造。为了保证铸件的准确流动,达到良好的表面光洁度,在设计浇注系统时考虑了适当的设计因素。结果表明,采用4个浇口的浇注系统设计可获得最佳的表面光洁度值(~3.4156μm)。提出的快速成型和模具技术使从业者(工具制造商)能够在更短的时间内制作具有复杂形状,卓越表面光洁度和尺寸精度的模具。
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引用次数: 0
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