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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
MATEC Web of Conferences Pub Date : 2024-05-04 DOI: 10.1051/matecconf/202439201075
Swetha Mucha, A. Ramesh Babu
{"title":"Classification of intracranial hemorrhage (CT) images using CNN-LSTM method and image-based GLCM features","authors":"Swetha Mucha, A. Ramesh Babu","doi":"10.1051/matecconf/202439201075","DOIUrl":"https://doi.org/10.1051/matecconf/202439201075","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":" 11","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141129642","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338001007
Peng Wang, W. Huang, Zhao Li, Hao Zhang
{"title":"Numerical Analysis on Shock of Double-layer Plate with Foamed Aluminum","authors":"Peng Wang, W. Huang, Zhao Li, Hao Zhang","doi":"10.1051/matecconf/202338001007","DOIUrl":"https://doi.org/10.1051/matecconf/202338001007","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"40 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73190436","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338201024
Xingxing Feng, Chang Cao, Min Liu
{"title":"Time Response and Natural Frequency Analysis for Structures with Interval Parameters","authors":"Xingxing Feng, Chang Cao, Min Liu","doi":"10.1051/matecconf/202338201024","DOIUrl":"https://doi.org/10.1051/matecconf/202338201024","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"15 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84292664","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337701016
Gavin Scott Manggai van Stratan, Sukanta Roy, Y. San
{"title":"Aerodynamic Shape Optimization of a NACA0018 Airfoil Using Adjoint Method and Gradient-Based Optimizer","authors":"Gavin Scott Manggai van Stratan, Sukanta Roy, Y. San","doi":"10.1051/matecconf/202337701016","DOIUrl":"https://doi.org/10.1051/matecconf/202337701016","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"41 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85082570","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337402001
A. D. Baruwa, E. Gonya, M. Makhatha
{"title":"Determination of the impact of strain rate on dynamic recrystallization of hot-deformed 2205 duplex stainless steel","authors":"A. D. Baruwa, E. Gonya, M. Makhatha","doi":"10.1051/matecconf/202337402001","DOIUrl":"https://doi.org/10.1051/matecconf/202337402001","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85660044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338201006
Shanshan Ge
{"title":"Research on the Development of Sensor Tracking Technology under the Guidance of Artificial Intelligence","authors":"Shanshan Ge","doi":"10.1051/matecconf/202338201006","DOIUrl":"https://doi.org/10.1051/matecconf/202338201006","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"24 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76986065","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337902004
N. Benaouag, M. Sardin, R. Rihani
{"title":"Modeling transient transport through a fixed bed: Comparative study of phenomenological models with and without hydrodynamic dispersion","authors":"N. Benaouag, M. Sardin, R. Rihani","doi":"10.1051/matecconf/202337902004","DOIUrl":"https://doi.org/10.1051/matecconf/202337902004","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"36 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79511330","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337501009
Szymon Furgal, T. Kałaczyński, M. Łukasiewicz, R. Martinod
{"title":"Analysis of the changes impact in the construction of the vehicle exhaust silencer on the noise emission level","authors":"Szymon Furgal, T. Kałaczyński, M. Łukasiewicz, R. Martinod","doi":"10.1051/matecconf/202337501009","DOIUrl":"https://doi.org/10.1051/matecconf/202337501009","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"47 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85692464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202337907009
Laurent Astruc, C. Vialle, C. Sablayrolles, L. Cassayre, I. Rodríguez-Donis
{"title":"Ecodesign of a process for dimethyl carbonate: Influence of the degree of modelling of the methanolysis of urea","authors":"Laurent Astruc, C. Vialle, C. Sablayrolles, L. Cassayre, I. Rodríguez-Donis","doi":"10.1051/matecconf/202337907009","DOIUrl":"https://doi.org/10.1051/matecconf/202337907009","url":null,"abstract":"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).","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"157 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86049555","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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
MATEC Web of Conferences Pub Date : 2023-01-01 DOI: 10.1051/matecconf/202338101002
Muhammad Shehbaz, Muhammad Sajid, W. Ahmad, S. Hussain, M. Jahanzaib
{"title":"Rapid Prototyping and Tooling Technology to Assist the Development of Low-Cost Dies","authors":"Muhammad Shehbaz, Muhammad Sajid, W. Ahmad, S. Hussain, M. Jahanzaib","doi":"10.1051/matecconf/202338101002","DOIUrl":"https://doi.org/10.1051/matecconf/202338101002","url":null,"abstract":"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.","PeriodicalId":18309,"journal":{"name":"MATEC Web of Conferences","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78059712","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","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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