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Symmetries, travelling-wave and self-similar solutions of two-component BKP hierarchy 双分量 BKP 层次结构的对称性、行波和自相似解
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-30 DOI: 10.1016/j.aej.2024.10.063
J. Mohammed Zubair Ahamed, R. Sinuvasan
We investigate the two-component BKP hierarchy equation for its Lie point symmetries. To obtain a complete classification of the group-invariant solution, we derive the one-dimensional optimal system of subalgebras of A3,3(DsT2). By employing those subalgebras, we construct the invariant solutions which are represented through Weierstrass elliptic functions, Jacobi elliptic functions, and soliton solutions. Also, we analyse the existence of a bounded travelling-wave solution for the equation. Moreover, through the utilization of scale-invariant symmetry, we derive a self-similar solution. Additionally, by conducting singularity analysis, the solution can be expressed in the form of a right Painlevè series.
我们研究了其列点对称的双分量 BKP 层次方程。为了获得组不变解的完整分类,我们推导了 A3,3(D⨂sT2)子代数的一维最优系统。通过使用这些子代数,我们构建了不变解,这些不变解通过魏尔斯特拉斯椭圆函数、雅可比椭圆函数和孤子解来表示。此外,我们还分析了该方程有界行波解的存在性。此外,通过利用尺度不变对称性,我们得出了自相似解。此外,通过奇异性分析,解可以用右潘列韦数列的形式表示。
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引用次数: 0
The characteristics study of a bounded fractional-order chaotic system: Complexity, and energy control 有界分数阶混沌系统的特性研究:复杂性与能量控制
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-30 DOI: 10.1016/j.aej.2024.10.038
Qingzhe Wu , Juling Zhang , Miao Li , Hassan Saberi-Nik , Jan Awrejcewicz
The dynamics of a four-dimensional fractional-order (FO) dynamical system from the viewpoint of spectral entropy (SE), C0 complexity, and algorithm 0–1 are presented in detail in this article. The efficiency of these algorithms in the existence of chaos for FO systems has been investigated as well as other methods such as Lyapunov exponents, Lyapunov dimension, and bifurcation diagrams. With Hamilton’s energy analysis for the 4D FO system, it is found that chaotic behavior is more dependent on energy consumption. Therefore, it is necessary to design a negative feedback control to reduce energy consumption and suppress chaotic behavior. Finally, we obtain the global Mittag-Leffler positive invariant sets (GMLPISs) and global Mittag-Leffler attractive sets (GMLASs) of the introduced system. Numerical results indicate the effectiveness of complexity and chaos detection methods as well as bound calculation.
本文从谱熵 (SE)、C0 复杂性和算法 0-1 的角度详细介绍了四维分数阶(FO)动力系统的动力学。研究了这些算法在 FO 系统存在混沌时的效率,以及其他方法,如 Lyapunov 指数、Lyapunov 维度和分岔图。通过对 4D FO 系统进行汉密尔顿能量分析,发现混沌行为更依赖于能量消耗。因此,有必要设计一种负反馈控制来减少能量消耗并抑制混沌行为。最后,我们得到了引入系统的全局 Mittag-Leffler 正不变集(GMLPISs)和全局 Mittag-Leffler 吸引集(GMLASs)。数值结果表明了复杂性和混沌检测方法以及约束计算的有效性。
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引用次数: 0
Dual band four port MIMO antenna with dual circular polarization for Wi-Fi/WiMAX applications 用于 Wi-Fi/WiMAX 应用的双频四端口 MIMO 天线,具有双圆极化功能
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-30 DOI: 10.1016/j.aej.2024.10.062
Poonam Thanki , Trushit Upadhyaya , Upesh Patel , Khaled Aliqab , Meshari Alsharari , Ayman A. Althuwayb , Ammar Armghan , Vishal Sorathiya
The planar compact four port circularly polarized printed MIMO antenna described in this article is small and intended to support Wi-Fi and WiMAX applications. Suggested four E-shaped monopole elements make up the dual circularly polarized (CP) MIMO antenna that has two left hand CP (LHCP) elements and two right hand CP (RHCP) elements. An I shaped strip is used to join separate ground planes of designed E shaped monopole antenna to have same voltage levels. A good diversity performance is achieved with an envelope correlation coefficient (ECC) of less than 0.15. The 60 mm × 60 mm antenna is designed from FR4 material, which is inexpensive and has a 1.6 mm thickness. Using a high-frequency structure simulator (HFSS), the suggested MIMO antenna is designed and optimized. The measured findings demonstrate the circular polarization, 3-dB axial ratio beamwidth, impedance bandwidth of 2.11 GHz −2.42 GHz and 3.40 GHz-3.51 GHz, adequate axial ratio bandwidth (ARBW) of the suggested MIMO antenna along with high isolation of −17 dB, gain of 3.43 and 2.09 dBic at 2.4 GHz and 3.5 GHz respectively, TARC (Total active reflection coefficient) of less than 0 dB, a CCL (Channel capacity loss) of lesser than 0.4 bits/sec/Hz, and an MEG (Mean effective gain) value of less than 3 dB.
本文介绍的平面紧凑型四端口圆极化印刷 MIMO 天线体积小,旨在支持 Wi-Fi 和 WiMAX 应用。建议使用四个 E 形单极子元件组成双圆极化 (CP) MIMO 天线,其中包括两个左侧 CP (LHCP) 元件和两个右侧 CP (RHCP) 元件。设计 E 型单极子天线时,使用 I 型带连接不同的接地平面,以获得相同的电压电平。分集性能良好,包络相关系数(ECC)小于 0.15。60 毫米 × 60 毫米的天线是用 FR4 材料设计的,这种材料价格低廉,厚度为 1.6 毫米。利用高频结构模拟器(HFSS)设计并优化了建议的多输入多输出天线。测量结果表明,所建议的 MIMO 天线具有圆极化、3 dB 轴比波束宽度、2.11 GHz -2.42 GHz 和 3.40 GHz -3.51 GHz 阻抗带宽、足够的轴比带宽(ARBW)以及高隔离度(-17 dB)、增益(3.在 2.4 千兆赫和 3.5 千兆赫时,增益分别为 3.43 和 2.09 dBic,TARC(总有源反射系数)小于 0 dB,CCL(信道容量损耗)小于 0.4 比特/秒/赫兹,MEG(平均有效增益)值小于 3 dB。
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引用次数: 0
A practical strategy of electrospun fibers of polystyrene/cellulose acetate blend for atmospheric water harvesting 用于大气水收集的聚苯乙烯/醋酸纤维素混合物电纺纤维的实用策略
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-30 DOI: 10.1016/j.aej.2024.10.070
Somoweldeen Abosedira , Moataz Soliman , Shaker Ebrahim , Eman Fadl , Marwa Khalil
Atmospheric water harvesting (AWH) is an innovative and sustainable approach to deal with the expanding problem of water scarcity. Herein, the objective is to apply electrospun fiber through blended polymers of cellulose acetate (CA)/polystyrene (PS) with various ratios for collecting the water vapor from the atmosphere. A new prototype for AWH was implemented based on Peltier device. The prepared membranes were characterized by Fourier transforms infrared spectroscopy (FTIR), thermal gravimetric analysis (TGA), and scanning electron microscopy (SEM) and hydrophilicity/hydrophobicity measurement. In CA/PS blend with a ratio of 1:1, SEM image illustrated homogenous, fine and small fibers with an average diameter 100 nm. The presence of CA increases water uptake compared to pure PS. This blend offers a moderate performance in water harvesting, with some water beads potentially forming on the PS fibers and being absorbed by the adjacent CA fibers. In 1:2 blend had a predominance of smooth and small fibers with 100 nm diameter without beads. To enhance the effectiveness of atmospheric water collection, a thermoelectric device (Peltier) in a new well-designed sealed chamber was employed. The efficiency of blended fibers of ratio 1:2 for CA/PS accomplished a collected water of 61.9 mg/cm2.hr with a contact angle of 124.7°.
大气集水(AWH)是解决日益严重的水资源短缺问题的一种创新型可持续方法。本文的目标是通过醋酸纤维素(CA)/聚苯乙烯(PS)不同比例的混合聚合物应用电纺纤维来收集大气中的水蒸气。基于珀尔帖(Peltier)装置,实现了一种新的 AWH 原型。通过傅立叶变换红外光谱(FTIR)、热重分析(TGA)、扫描电子显微镜(SEM)和亲水性/疏水性测量,对制备的膜进行了表征。在比例为 1:1 的 CA/PS 混合物中,扫描电子显微镜图像显示纤维均匀、细小,平均直径为 100 nm。与纯 PS 相比,CA 的存在增加了吸水性。这种混合物的集水性能适中,一些水珠可能会在 PS 纤维上形成,并被相邻的 CA 纤维吸收。在 1:2 混合物中,主要是直径为 100 纳米的光滑小纤维,没有水珠。为了提高大气集水的效果,我们在一个设计良好的新型密封室中采用了热电装置(珀尔帖)。CA/PS比例为1:2的混合纤维的集水量为61.9 mg/cm2.hr,接触角为124.7°。
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引用次数: 0
SF-SAM-Adapter: SAM-based segmentation model integrates prior knowledge for gaze image reflection noise removal SF-SAM 适配器:基于 SAM 的分割模型整合了先验知识,用于去除凝视图像反射噪声
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.092
Ting Lei, Jing Chen, Jixiang Chen
Gaze tracking technology in HMDs (Head-Mounted Displays) suffers from decreased accuracy due to highlight reflection noise from users' glasses. To address this, we present a denoising method which directly pinpoints the noisy regions through advanced segmentation models and then fills the flawed regions through advanced image inpainting algorithms. In segmentation stage, we introduce a novel model based on the recently proposed segmentation large model SAM (Segment Anything Model), called SF-SAM-Adapter (Spatial and Frequency aware SAM Adapter). It injects prior knowledge regarding the strip-like shaped in spatial and high-frequency in frequency of reflection noise into SAM by integrating specially designed trainable adapter modules into the original structure, while retaining the expressive power of the large model and better adapting to the downstream task. We achieved segmentation metrics of IoU (Intersection over Union) = 0.749 and Dice = 0.853 at a memory size of 13.9 MB, outperforming recent techniques, including UNet, UNet++, BATFormer, FANet, MSA, and SAM2-Adapter. In inpainting, we employ the advanced inpainting algorithm LAMA (Large Mask inpainting), resulting in significant improvements in gaze tracking accuracy by 0.502°, 0.182°, and 0.319° across three algorithms. The code and datasets used in current study are available in the repository: https://github.com/leiting5297/SF-SAM-Adapter.git.
HMD(头戴式显示器)中的凝视跟踪技术因用户眼镜的高亮反射噪声而降低了准确性。为了解决这个问题,我们提出了一种去噪方法,通过先进的分割模型直接定位噪声区域,然后通过先进的图像内绘算法填补有缺陷的区域。在分割阶段,我们引入了一种基于最近提出的大型分割模型 SAM(Segment Anything Model)的新型模型,称为 SF-SAM-Adapter(空间和频率感知 SAM 适配器)。它通过将专门设计的可训练适配器模块集成到原始结构中,为 SAM 注入了有关反射噪声的空间条状形状和频率高频的先验知识,同时保留了大型模型的表现力,并能更好地适应下游任务。在内存容量为 13.9 MB 的情况下,我们实现了 IoU(Intersection over Union)= 0.749 和 Dice = 0.853 的分割指标,优于包括 UNet、UNet++、BATFormer、FANet、MSA 和 SAM2-Adapter 在内的最新技术。在绘制方面,我们采用了先进的绘制算法 LAMA(大掩模绘制),三种算法的注视跟踪精度分别显著提高了 0.502°、0.182° 和 0.319°。当前研究中使用的代码和数据集可在以下资源库中获取:https://github.com/leiting5297/SF-SAM-Adapter.git。
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引用次数: 0
Pendulum attached to a vibrating point: Semi-analytical solution by optimal and modified homotopy perturbation method 连接到振动点的摆:最优同调扰动法和修正同调扰动法的半解析解
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.086
Tapas Roy , Aya Soqi , Dilip K. Maiti , Rania Wannan , Jihad Asad
A simple pendulum of length (b) and bob mass (m) attached to point (O) is considered and investigated. The point (O) is oscillating vertically according to the relation (qocosΩt), where qo and Ωare amplitude and angular frequency of the external agent, respectively. The presence of time dependent oscillating term makes the governing equation is not solvable analytically. An attempt was to explore the application of optimal and modified homotopy perturbation method (OM-HPM) as a powerful semi-analytical tool for solving the oscillatory problem which exhibiting regular and irregular oscillation for some parameter set. Furthermore, the analytical expressions in series form, which is very close to the numerical solution of Runge-Kutta method is obtained. In addition, the analytical expression for the amplitude and the frequency of the oscillations for two cases: simple regular oscillation and the irregular oscillation is computed. Finally, the simplicity of the obtained solutions facilities a clear understanding, and the OM-HPM offer a robust and efficient analytical tool to obtain series based analytical solution for such kind of problems.
考虑并研究了一个长度为 (b) 和摆锤质量为 (m) 的简单摆锤,该摆锤固定在点 (O) 上。点 (O) 根据关系式 (qocosΩt) 垂直摆动,其中 qo 和 Ω 分别为外部作用力的振幅和角频率。与时间相关的振荡项的存在使得控制方程无法通过分析求解。我们尝试探索应用优化和修正同调扰动法(OM-HPM)作为一种强大的半分析工具,来解决在某些参数设置下表现出规则和不规则振荡的振荡问题。此外,还获得了与 Runge-Kutta 方法数值解非常接近的串联分析表达式。此外,还计算了简单规则振荡和不规则振荡两种情况下振荡幅度和频率的解析表达式。最后,所获得的解的简洁性使人一目了然,OM-HPM 提供了一种强大而高效的分析工具,可用于获得此类问题的基于序列的分析解。
{"title":"Pendulum attached to a vibrating point: Semi-analytical solution by optimal and modified homotopy perturbation method","authors":"Tapas Roy ,&nbsp;Aya Soqi ,&nbsp;Dilip K. Maiti ,&nbsp;Rania Wannan ,&nbsp;Jihad Asad","doi":"10.1016/j.aej.2024.10.086","DOIUrl":"10.1016/j.aej.2024.10.086","url":null,"abstract":"<div><div>A simple pendulum of length <span><math><mrow><mo>(</mo><mi>b</mi><mo>)</mo></mrow></math></span> and bob mass <span><math><mrow><mo>(</mo><mi>m</mi><mo>)</mo></mrow></math></span> attached to point <span><math><mrow><mo>(</mo><mi>O</mi><mo>)</mo></mrow></math></span> is considered and investigated. The point <span><math><mrow><mo>(</mo><mi>O</mi><mo>)</mo></mrow></math></span> is oscillating vertically according to the relation <span><math><mrow><mo>(</mo><msub><mrow><mi>q</mi></mrow><mrow><mi>o</mi></mrow></msub><mi>cos</mi><mi>Ω</mi><mi>t</mi><mo>)</mo></mrow></math></span>, where <span><math><msub><mrow><mi>q</mi></mrow><mrow><mi>o</mi></mrow></msub></math></span> and <span><math><mrow><mi>Ω</mi><mspace></mspace></mrow></math></span>are amplitude and angular frequency of the external agent, respectively. The presence of time dependent oscillating term makes the governing equation is not solvable analytically. An attempt was to explore the application of optimal and modified homotopy perturbation method (OM-HPM) as a powerful semi-analytical tool for solving the oscillatory problem which exhibiting regular and irregular oscillation for some parameter set. Furthermore, the analytical expressions in series form, which is very close to the numerical solution of Runge-Kutta method is obtained. In addition, the analytical expression for the amplitude and the frequency of the oscillations for two cases: simple regular oscillation and the irregular oscillation is computed. Finally, the simplicity of the obtained solutions facilities a clear understanding, and the OM-HPM offer a robust and efficient analytical tool to obtain series based analytical solution for such kind of problems.</div></div>","PeriodicalId":7484,"journal":{"name":"alexandria engineering journal","volume":"111 ","pages":"Pages 396-403"},"PeriodicalIF":6.2,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142537771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A new immunofluorescence determination of Parkinson's disease biomarkers using silver nanoparticles 利用银纳米粒子对帕金森病生物标记物进行免疫荧光测定的新方法
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.069
Chao Qin , Jun Xia , Yong Wen, Jun Wang, Chen Zhong
Parkinson's disease (PD) is a neurodegenerative condition marked by a steady loss of dopaminergic neurons in the brain's substantia nigra. Prompt identification and tracking of PD progression are essential for prompt intervention and efficient PD care. In this study, we developed an immunofluorescence detection approach for α-synuclein (α-syn), a critical biomarker associated with PD, that is both extremely sensitive and specific. Using polyethylene glycol (PEG)-functionalized magnetic beads (MBs) and an Ag+ fluorescence probe (Ag+-FP) based on Rhodamine 6 G, the suggested method makes use of an immunofluorescence detection system. The system's workings are based on antigen-antibody complexes. Identified as Ab1-MBs@α-syn@Ab2-Ag NPs, the immuno-complexes encapsulate α-synuclein between anti-α-synuclein antibodies (Ab1) fixed on amino-MBs and Ag Nanoparticles functionalized with matching Ab2. α-synuclein detection was accomplished at a limit of less than 8 pg/mL through optimization of pH, reaction duration, and antibody concentration. The method showed very little cross-reactivity with other widely used biomarkers and a high specificity. The system showed a linear range of 524.8 ng/mL to 0.2 ng/mL. The results, which showed recovery values ranging from 97.00 % to 99.57 % and were consistent with those obtained using a commercial ELISA kit, indicated the system's potential for clinical applications in the diagnosis and monitoring of PD.
帕金森病(PD)是一种神经退行性疾病,以大脑黑质中多巴胺能神经元的持续丧失为特征。及时发现和跟踪帕金森病的进展对于及时干预和有效治疗帕金森病至关重要。在这项研究中,我们开发了一种免疫荧光检测α-突触核蛋白(α-syn)的方法,这是一种与帕金森病相关的重要生物标记物,具有极高的灵敏度和特异性。所建议的方法使用聚乙二醇(PEG)功能化磁珠(MBs)和基于罗丹明6 G的Ag+荧光探针(Ag+-FP),利用免疫荧光检测系统。该系统的工作原理基于抗原-抗体复合物。这种免疫复合物被称为 Ab1-MBs@α-syn@Ab2-Ag NPs,它将固定在氨基-MBs 上的抗α-突触核蛋白抗体(Ab1)与用匹配的 Ab2 功能化的 Ag 纳米粒子之间的α-突触核蛋白包裹在一起。该方法与其他广泛使用的生物标记物几乎没有交叉反应,而且特异性很高。该系统的线性范围为 524.8 纳克/毫升至 0.2 纳克/毫升。结果显示回收率在97.00%到99.57%之间,与使用商业ELISA试剂盒获得的结果一致,这表明该系统在诊断和监测PD的临床应用方面具有潜力。
{"title":"A new immunofluorescence determination of Parkinson's disease biomarkers using silver nanoparticles","authors":"Chao Qin ,&nbsp;Jun Xia ,&nbsp;Yong Wen,&nbsp;Jun Wang,&nbsp;Chen Zhong","doi":"10.1016/j.aej.2024.10.069","DOIUrl":"10.1016/j.aej.2024.10.069","url":null,"abstract":"<div><div>Parkinson's disease (PD) is a neurodegenerative condition marked by a steady loss of dopaminergic neurons in the brain's substantia nigra. Prompt identification and tracking of PD progression are essential for prompt intervention and efficient PD care. In this study, we developed an immunofluorescence detection approach for α-synuclein (α-syn), a critical biomarker associated with PD, that is both extremely sensitive and specific. Using polyethylene glycol (PEG)-functionalized magnetic beads (MBs) and an Ag<sup>+</sup> fluorescence probe (Ag<sup>+</sup>-FP) based on Rhodamine 6 G, the suggested method makes use of an immunofluorescence detection system. The system's workings are based on antigen-antibody complexes. Identified as Ab1-MBs@α-syn@Ab2-Ag NPs, the immuno-complexes encapsulate α-synuclein between anti-α-synuclein antibodies (Ab1) fixed on amino-MBs and Ag Nanoparticles functionalized with matching Ab2. α-synuclein detection was accomplished at a limit of less than 8 pg/mL through optimization of pH, reaction duration, and antibody concentration. The method showed very little cross-reactivity with other widely used biomarkers and a high specificity. The system showed a linear range of 524.8 ng/mL to 0.2 ng/mL. The results, which showed recovery values ranging from 97.00 % to 99.57 % and were consistent with those obtained using a commercial ELISA kit, indicated the system's potential for clinical applications in the diagnosis and monitoring of PD.</div></div>","PeriodicalId":7484,"journal":{"name":"alexandria engineering journal","volume":"111 ","pages":"Pages 404-414"},"PeriodicalIF":6.2,"publicationDate":"2024-10-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142537772","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Experimental investigation on large-aspect-ratio zirconia ceramic microchannels by waterjet-assisted laser processing 利用水刀辅助激光加工大宽比氧化锆陶瓷微通道的实验研究
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.080
Qingqing Qiu , Jinjin Han , Aqib Mashood Khan , Rui Ma , Bin He , Linglei Kong , Qilin Li , Kai Ding , Wasim Ahmad , Weining Lei
Zirconia (ZrO2) ceramic has excellent mechanical properties and superior chemical stability, making it widely used in aerospace, microelectronics, biomedicine, and mechanical manufacturing. However, due to its difficult-to-machine characteristics, traditional machining methods struggle with fabricating large-aspect-ratio (LAR) microchannels in zirconia ceramics. This study compares direct laser machining (DLM) and waterjet-assisted laser micromachining (WJALM) in preparing LAR zirconia microchannels, focusing on surface morphology, heat-affected zones, microhardness, chemical and phase composition. Subsequently, parameter experiments of WJALM were carried out to achieve superior machined quality LAR zirconia microchannels by assessing the geometric profile and ablation-area-ratio. Experimental results indicated that WJALM significantly surpasses DLM, achieving a 46 % decrease in areal surface roughness (Sa), WJALM reduced the heat-affected zone depth by approximately 37 % compared to DLM. The WJALM process also enhanced the ablation-area-ratio by 61 %, achieving superior machining quality under optimized conditions of 27 W laser power, 100 mm/s scanning speed, and 8 m/s waterjet velocity.
氧化锆(ZrO2)陶瓷具有优异的机械性能和超强的化学稳定性,因此被广泛应用于航空航天、微电子、生物医学和机械制造领域。然而,由于其难以加工的特性,传统的加工方法很难在氧化锆陶瓷中加工出大宽比(LAR)的微通道。本研究比较了直接激光加工(DLM)和水射流辅助激光微加工(WJALM)在制备 LAR 氧化锆微通道中的应用,重点关注表面形貌、热影响区、微硬度、化学成分和相组成。随后,进行了 WJALM 的参数实验,通过评估几何轮廓和烧蚀面积比来获得优质的加工 LAR 氧化锆微通道。实验结果表明,WJALM 明显优于 DLM,表面粗糙度(Sa)降低了 46%,与 DLM 相比,WJALM 将热影响区深度减少了约 37%。WJALM 工艺还将烧蚀面积比提高了 61%,在 27 W 激光功率、100 mm/s 扫描速度和 8 m/s 水刀速度的优化条件下实现了卓越的加工质量。
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引用次数: 0
Advanced R-GAN: Generating anomaly data for improved detection in imbalanced datasets using regularized generative adversarial networks 高级 R-GAN:利用正则化生成对抗网络生成异常数据,以改进不平衡数据集的检测工作
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.084
Junhak Lee , Dayeon Jung , Jihoon Moon , Seungmin Rho
The high prevalence of fraud in contemporary financial transactions necessitates advanced anomaly detection systems to address the significant imbalance between legitimate and anomalous transactions in real-time datasets. To address this issue, our study introduces a novel approach, the regularized generative adversarial network (R-GAN). Diverging from conventional resampling techniques and typical generative adversarial network (GAN) architectures, R-GAN incorporates spectral normalization for the STGAN (short for spectral normalization for GAN) generator framework, which enhances it with a similarity measure loss to improve the authenticity of the generated data. The discriminator is meticulously designed, leveraging the CELU (short for continuously differentiable exponential linear unit) activation for optimal feature extraction, ensuring diverse and representative sample generation. To ensure fairness and validate the effectiveness of our data generation process, we used PyCaret's automated machine learning framework to rigorously test different machine learning models, ultimately identifying the light gradient boosting machine as the most effective. To add transparency to our system, we applied Shapley additive explanations (SHAP), providing clear insights into the decisions made by our explainable artificial intelligence-driven model. This approach ensures high-fidelity anomaly detection in real-time environments and continuously refines through SHAP insights, significantly addressing imbalanced datasets across various applications.
当代金融交易中欺诈行为十分普遍,因此需要先进的异常检测系统来解决实时数据集中合法交易与异常交易之间严重失衡的问题。为解决这一问题,我们的研究引入了一种新方法--正则化生成对抗网络(R-GAN)。有别于传统的重采样技术和典型的生成式对抗网络(GAN)架构,R-GAN 为 STGAN(GAN 光谱归一化的缩写)生成器框架加入了光谱归一化技术,利用相似性度量损失对其进行增强,以提高生成数据的真实性。鉴别器经过精心设计,利用 CELU(连续可微分指数线性单元的缩写)激活来优化特征提取,确保生成的样本具有多样性和代表性。为了确保公平性并验证数据生成过程的有效性,我们使用 PyCaret 的自动机器学习框架对不同的机器学习模型进行了严格测试,最终确定光梯度提升机器是最有效的。为了增加系统的透明度,我们采用了夏普利加法解释(SHAP),让人们清楚地了解我们的可解释人工智能驱动模型所做的决策。这种方法可确保在实时环境中进行高保真异常检测,并通过 SHAP 见解不断改进,从而显著解决各种应用中的不平衡数据集问题。
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引用次数: 0
VAR-YOLOv8s: IoT-based automatic foul detection in soccer matches VAR-YOLOv8s:基于物联网的足球比赛犯规自动检测系统
IF 6.2 2区 工程技术 Q1 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2024-10-29 DOI: 10.1016/j.aej.2024.10.031
Yuan Shao , Zaihong He
The application of Internet of Things (IoT) technology and its ongoing evolution have drawn a lot of interest to the field of intelligent sports referee system research. In this article, we present a novel VAR-YOLOv8 model that significantly improves the accuracy and robustness of error detection in football matches by combining MPDIoU, a residual local feature network (RLFN), and a video assistant referee system “VARS” module. Experimental results show how well the model can handle dense gates and rapidly changing parameters. It also does a good job of recognizing and classifying different types of faults in difficult situations. The concept uses Internet of Things (IoT) technology to enable real-time data collection and processing, providing strong technical support for smart sports refereeing systems, significant practical application value and many advancement opportunities. Through testing utilizing the SoccerNet dataset, the VAR-YOLOv8s demonstrate accomplished an normal [email protected] of 80.5 and [email protected] of 31.0 amid the testing handle. To move forward the insights and productivity of shrewd arbitrage frameworks, future investigate will center on optimizing show execution and exploring unused information enlargement and combination procedures.
物联网(IoT)技术的应用及其不断发展,引起了人们对智能体育裁判系统研究领域的浓厚兴趣。在本文中,我们介绍了一种新型 VAR-YOLOv8 模型,该模型通过结合 MPDIoU、残差局部特征网络(RLFN)和视频助理裁判系统 "VARS "模块,显著提高了足球比赛中错误检测的准确性和鲁棒性。实验结果表明,该模型能很好地处理密集的门和快速变化的参数。在困难情况下,它还能很好地识别和分类不同类型的故障。该概念利用物联网(IoT)技术实现了数据的实时采集和处理,为智能体育裁判系统提供了强有力的技术支持,具有重要的实际应用价值和诸多进步机会。通过使用SoccerNet数据集进行测试,VAR-YOLOv8s在测试过程中的正常[email protected]为80.5,[email protected]为31.0。为了提高精明套利框架的洞察力和生产力,未来的研究将集中于优化演示执行和探索未使用的信息放大和组合程序。
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引用次数: 0
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