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A Study on the Evaluation of the Compression Behavior of PLA Lattice Structures Manufactured by FDM FDM法制备PLA晶格结构的压缩性能评价研究
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6262
Dragos Gabriel Zisopol, Mihail Minescu, Dragos Valentin Iacob
The paper brings forward the results of a study on the compression test of 28 lattice structures made of PLA by FDM, with the height of the deposited layer at a pass of Hs = 0.20 mm and 50% filling percentage Pu. The 28 samples were made on Anycubic 4 Max Pro 2.0 the 3D printer, considering 7 filling patterns: Grid, Tri-hexagon, Octet, Triangles, Cubic subdivision, Gyroid, and Cross 3D for each type of lattice structure. The dimensions of the specimens, before and after the compression test, were determined using the DeMeet 3D coordinate measuring machine. In this context, a minimum printing accuracy value of 98.98% and a maximum deformation value of 57.70% were recorded for the lattice structure corresponding to the Triangles fill pattern. For the same Triangles type lattice structure, the highest average maximum compressive force of 87.32 kN was obtained. The maximization of the ratio between the use value and the production cost, one of the fundamental technical-economic principles of value analysis, was obtained for the lattice structure corresponding to the Cubic subdivision filling model.
本文提出了用FDM对28种PLA晶格结构进行压缩试验的研究结果,沉积层高度为Hs = 0.20 mm,填充率为50% Pu。28个样品在Anycubic 4 Max Pro 2.0 3D打印机上制作,考虑了7种填充模式:网格,三六边形,八边形,三角形,Cubic subdivision, Gyroid和Cross 3D对于每种类型的晶格结构。使用DeMeet三维坐标测量机测量压缩试验前后试件的尺寸。在这种情况下,与三角形填充图案相对应的晶格结构的最小打印精度值为98.98%,最大变形值为57.70%。对于相同的三角形晶格结构,获得的平均最大抗压力最高为87.32 kN。得到了与Cubic细分填充模型相对应的点阵结构的使用价值与生产成本之比的最大化,这是价值分析的基本技术经济原则之一。
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引用次数: 12
Malware Attack Detection in Large Scale Networks using the Ensemble Deep Restricted Boltzmann Machine 基于集成深度受限玻尔兹曼机的大规模网络恶意软件攻击检测
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6204
Janani Kumar, Gunasundari Ranganathan
Today, cyber attackers use Artificial Intelligence (AI) to boost the sophistication and scope of their attacks. On the defense side, AI is used to improve defense plans, robustness, flexibility, and efficiency of defense systems by adapting to environmental changes. With the developments in information and communication technologies, various exploits that are changing rapidly constitute a danger sign for cyber security. Cybercriminals use new and sophisticated tactics to boost their attack speed and size. Consequently, there is a need for more flexible, adaptable, and strong cyber defense systems that can identify a wide range of threats in real time. In recent years, the adoption of AI approaches has increased and maintained a vital role in the detection and prevention of cyber threats. This paper presents an Ensemble Deep Restricted Boltzmann Machine (EDRBM) to classify cybersecurity threats in large-scale network environments. EDRBM acts as a classification model that enables the classification of malicious flowsets in a large-scale network. Simulations were carried out to evaluate the efficacy of the proposed EDRBM model under various malware attacks. The results showed that the proposed method achieved a promising malware classification rate in malicious flowsets.
如今,网络攻击者使用人工智能(AI)来提高攻击的复杂性和范围。在国防方面,人工智能通过适应环境变化,提高国防系统的防御计划、鲁棒性、灵活性和效率。随着信息通信技术的发展,各种漏洞的快速变化构成了网络安全的危险信号。网络罪犯使用新的和复杂的策略来提高他们的攻击速度和规模。因此,需要更灵活、适应性强、更强大的网络防御系统,以实时识别各种威胁。近年来,采用人工智能方法在检测和预防网络威胁方面发挥了越来越重要的作用。提出了一种集成深度受限玻尔兹曼机(EDRBM),用于大规模网络环境下的网络安全威胁分类。EDRBM作为一种分类模型,能够对大规模网络中的恶意流集进行分类。通过仿真,评估了EDRBM模型在各种恶意软件攻击下的有效性。结果表明,该方法在恶意流集中实现了较高的恶意分类率。
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引用次数: 0
Improving the Impact Resistance through Annealing in PLA 3D Printed Parts 通过退火提高PLA 3D打印件的抗冲击性能
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6281
Dragos Gabriel Zisopol, Alexandra Ileana Portoaca, Maria Tanase
This study conducts an experimental exploration and thorough analysis of the influence of annealing on the impact resistance of PLA 3D-printed components. The investigation extends its scope to encompass the influence of printing parameters, specifically layer thickness and infill percentage. The research highlights that the impact resistance of annealed 3D printed PLA components is predominantly influenced by the infill percentage, with the highest impact energy observed at a full 100% infill. It is noticeable that the application of annealing post-processing heat treatment results in a remarkable, up to threefold, increase of the impact energy highlighting its potential efficacy as a viable technique for enhancing the mechanical integrity of PLA 3D printed products. Consequently, this study establishes annealing as a promising methodology, particularly for PLA 3D printing applications that encounter significant mechanical loads.
本研究对退火对PLA 3d打印部件抗冲击性能的影响进行了实验探索和深入分析。研究扩展了其范围,包括印刷参数的影响,特别是层厚度和填充率。研究强调,退火3D打印PLA部件的抗冲击性主要受填充率的影响,当填充率达到100%时,冲击能最高。值得注意的是,退火后处理热处理的应用导致冲击能量显著增加,高达三倍,突出了其作为提高PLA 3D打印产品机械完整性的可行技术的潜在功效。因此,本研究确定退火是一种有前途的方法,特别是对于遇到重大机械负荷的PLA 3D打印应用。
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引用次数: 0
Bitcoin Price Prediction using the Hybrid Convolutional Recurrent Model Architecture 使用混合卷积循环模型架构的比特币价格预测
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6223
Omar M. Ahmed, Lailan M. Haji, Ayah M. Ahmed, Nashwan M. Salih
The field of finance makes extensive use of real-time prediction of stock price tools, which are instruments that are put to use in the process of creating predictions. In this article, we attempt to predict the price of Bitcoin in a manner that is both accurate and reliable. Deep learning models, as opposed to more traditional methods, are used to manage enormous volumes of data and to generate predictions. The purpose of this research is to develop a method for predicting stock prices using the Hybrid Convolutional Recurrent Model (HCRM) architecture. This model architecture integrates the advantages of two separate deep learning models: The 1-Dimensional-Convolusional Neural Network (1D-CNN) and the Long-Short Term Memory (LSTM). The 1D-CNN is responsible for the feature extraction, while the LSTM is in charge of the temporal regression. The developed 1D-CNN-LSTM model has an outstanding performance in predicting stock values.
金融领域广泛使用实时预测股票价格的工具,这是在创建预测过程中使用的工具。在本文中,我们试图以一种既准确又可靠的方式预测比特币的价格。与更传统的方法相反,深度学习模型被用于管理大量数据并生成预测。本研究的目的是开发一种使用混合卷积循环模型(HCRM)架构预测股票价格的方法。该模型架构集成了两个独立的深度学习模型的优势:一维卷积神经网络(1D-CNN)和长短期记忆(LSTM)。1D-CNN负责特征提取,LSTM负责时间回归。所建立的1D-CNN-LSTM模型在股票价值预测方面表现优异。
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引用次数: 0
Atmospheric CO2 Level Measurement and Discomfort Index Calculation with the use of Low-Cost Drones 利用低成本无人机进行大气CO2浓度测量及不适指数计算
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6230
Piyush Kokate, Shashikant Sadistap, Anirban Middey
Unmanned Aerial Vehicle (UAV) platforms are emerging as an essential tool for various studies in environmental engineering. The quadcopters drones have immense potential for sensor interfacing and stable data acquisition. These UAVs can perform critical activities like volcanic eruption monitoring, stack emission monitoring, urban air quality monitoring, identification of pollution levels in 3D space, etc. Carbon dioxide (CO2) and the Discomfort Index (DI) are essential indicators of air quality and climate comfort. Hence, it is critical to monitor them with extreme accuracy. This study demonstrates a novel application of CO2 profiling using low-cost drones at varied altitudes. The drone-aided vertical CO2 profiling was carried out at 60 m AGL (Above Ground Level) during summer and winter, in Nagpur city of India. This study retrieved some exciting data on the DI. It was found that CO2 concentration in the range of 20-70 m AGL was lower than the surface level. The derived DI was maximum at the height range of 40-50 m. Inversion was observed in the range of 30-40 m. A positive correlation between CO2 and temperature was observed in both seasons. The lightweight commercial drones are capable of tethering sensor modules to get accurate results in less cost and effort. This type of novel tethered sensor technique could be applicable in weather forecasting, landfill surface monitoring, volcanic eruption monitoring, and other probable applications with few drone flight limits.
无人机(UAV)平台正在成为各种环境工程研究的重要工具。四轴无人机在传感器接口和稳定的数据采集方面具有巨大的潜力。这些无人机可以执行火山喷发监测、烟囱排放监测、城市空气质量监测、三维空间污染水平识别等关键活动。二氧化碳(CO2)和不适指数(DI)是空气质量和气候舒适度的重要指标。因此,极其精确地监测它们是至关重要的。这项研究展示了在不同高度使用低成本无人机进行二氧化碳分析的新应用。在夏季和冬季,在印度那格浦尔市的60米AGL(地面以上)进行了无人机辅助的垂直二氧化碳剖面分析。这项研究检索了一些关于DI的令人兴奋的数据。在20 ~ 70 m AGL范围内,CO2浓度低于地表水平。推导出的DI在40 ~ 50 m高度范围内最大。在30 ~ 40 m范围内观测到逆温。两个季节CO2与温度呈正相关。轻型商用无人机能够捆绑传感器模块,以更少的成本和努力获得准确的结果。这种新型系绳传感器技术可用于天气预报、垃圾填埋场表面监测、火山爆发监测以及其他无人机飞行限制较少的可能应用。
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引用次数: 0
Assessing Window Design's Impact on Daylight Uniformity in Classrooms in Patna, India 评估窗户设计对印度巴特那教室日光均匀性的影响
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6212
Alok Kumar Maurya, Ravish Kumar, Ajay Kumar
Windows play a vital role in daylight infusion, significantly impacting indoor visual comfort. Various metrics exist for evaluating visual comfort in which the uniformity ratio falls under the distribution category and is as crucial as illuminance levels. This ratio effectively reduces the likelihood of glare and the need for artificial lighting. The primary objective of this research is to assess the impact of window design on daylight uniformity ratio in a classroom setting. In pursuit of this objective, a study investigated the uniformity ratio (Uo) of north-oriented and south-oriented classrooms of Kendriya Vidyalaya (KV) Khagual, Patna. The study considered five common shapes of windows (excluding the existing base cases) at different window-sill levels. Ninety simulations were run in the DesignBuilder software under overcast, intermediate, and clear sky conditions. To assess the uniformity ratio on three dates: March 21st, June 21st, and December 21st, which correspond to the highest, equinox, and lowest solar availability during the year under intermediate and clear sky conditions at three distinct times. The omission of the specific time and date for overcast conditions and the particular year for clear and intermediate sky conditions is justified as the outcome remains consistent throughout all years. The results show that the window design and sill level significantly affect the uniformity ratio. The research findings show that window design in Case 9 at a sill of 1230 mm and lintel of 3050 mm (just below the slab) consistently produces the best uniformity ratio across all sky conditions, independent of classroom orientation. This paper offers valuable design recommendations by comparing the uniformity ratio for five commonly used window designs. This is one of the first studies of window design and position to evaluate the uniformity ratio in the classrooms at Patna.
窗户在日光注入中起着至关重要的作用,显著影响着室内的视觉舒适度。存在各种衡量视觉舒适度的指标,其中均匀度比属于分布类别,与照度水平一样重要。这个比例有效地减少了眩光的可能性和对人工照明的需求。本研究的主要目的是评估教室环境中窗户设计对日光均匀度的影响。为了实现这一目标,一项研究调查了巴特那Kendriya Vidyalaya (KV) Khagual的北向和南北向教室的均匀率(Uo)。该研究考虑了不同窗台高度的五种常见窗户形状(不包括现有的基本情况)。在DesignBuilder软件中进行了90次模拟,分别在阴天、中天和晴天条件下进行。在3月21日、6月21日和12月21日三个不同的时间,分别对应中天和晴空条件下全年太阳可利用度最高、春分和最低的三个日期,评估均匀度比。对阴天条件的具体时间和日期以及晴空和中间天空条件的具体年份的遗漏是合理的,因为结果在所有年份都是一致的。结果表明,窗的设计和窗台的高度对均匀度有显著影响。研究结果表明,案例9的窗窗设计在1230毫米的窗台和3050毫米的门楣(就在楼板下方)上,在所有天空条件下都能产生最佳的均匀性,与教室的朝向无关。本文通过对五种常用窗户设计的均匀度比的比较,提出了有价值的设计建议。这是第一次研究窗户的设计和位置,以评估巴特那教室的均匀性。
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引用次数: 0
A Detection and Investigation Model for the Capture and Analysis of Network Crimes 网络犯罪抓捕与分析的侦查模型
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6316
Iman S. Alansari
Investigation in the field of network forensics involves examining network traffic to identify, capture, preserve, reconstruct, analyze, and document network crimes. Although there are different perspectives on the practical and technical aspects of network forensics, there is still a lack of fundamental guidelines. This paper proposes a new detection and investigation model for capturing and analyzing network crimes, using design science research. The proposed model involves six processes: identification, verification, gathering, preservation, examination, analysis, and documentation. Each process is associated with several activities that provide the investigation team with a clear picture of exactly what needs to be performed. In addition, the proposed model has a unique activity, namely reporting. As a result, this model represents a comprehensive approach to network forensics investigations. It is designed to work in conjunction with established forensic techniques to ensure that forensic evidence from the network is collected and analyzed efficiently and effectively following accepted forensic procedures. The proposed model was compared with existing models in terms of completeness, showing that it is complete and can be adapted to any type of network and legal framework.
网络取证领域的调查包括检查网络流量,以识别、捕获、保存、重建、分析和记录网络犯罪。尽管在网络取证的实践和技术方面有不同的观点,但仍然缺乏基本的指导方针。本文运用设计科学的研究方法,提出了一种新的网络犯罪侦查模型。提出的模型包括六个过程:识别、验证、收集、保存、检查、分析和文档。每个过程都与几个活动相关联,这些活动为调查小组提供了需要执行的确切内容的清晰图像。此外,建议的模型有一个独特的活动,即报告。因此,该模型代表了网络取证调查的综合方法。它旨在与现有的法医技术相结合,以确保根据公认的法医程序高效地收集和分析来自该网络的法医证据。将所提出的模型与现有模型在完整性方面进行了比较,表明它是完整的,可以适应任何类型的网络和法律框架。
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引用次数: 0
Photocatalytic and Magnetic Properties of TiO2 Micro- and Nano- Powders decorated by Magnetic Cocatalysts 磁性助催化剂修饰TiO2微纳米粉体的光催化和磁性能
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6244
Tatiana Gegechkori, Grigor Mamniashvili, Tornike Gagnidze, Malkhaz Nadareishvili, Tinatin Zedginidze
In this paper, photocatalytic TiO2 micro- and nano-powders coated by Ni and Co nanoclusters were prepared by the original electroless deposition method. The magnetic properties of Ni and Co nanoclusters decorating TiO2 grains were studied by the magnetometry measurements of the temperature dependence of magnetization. Their optical spectroscopy measurements showed a significant increase in light absorption by Ni and Co coated TiO2 nanopowders. The photocatalytic properties of the obtained magnetic nanopowders were studied with Electron Paramagnetic Resonance spectroscopy as well.
本文采用原始的化学沉积方法制备了Ni和Co纳米团簇包覆的光催化TiO2微纳米粉末。通过磁强计测量磁化温度依赖性,研究了Ni和Co纳米团簇修饰TiO2晶粒的磁性能。他们的光谱学测量表明,Ni和Co涂层的TiO2纳米粉末的光吸收显著增加。利用电子顺磁共振波谱法研究了制备的磁性纳米粉体的光催化性能。
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引用次数: 0
Design and Optical Performance of a Single-Junction GaAs Nanowire-Ge Solar Cell 单结砷化镓纳米线-锗太阳能电池的设计与光学性能
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6121
V. Sudheer Kumar Sistla Sistla, Surendra Kumar Bitra, Santhosh Chella
Solar cells are one of the most effective methods available for energy harvesting and are constructed from a variety of materials. In recent years, the use of novel materials for low-cost, high-efficiency photovoltaics has been one of the most exciting breakthroughs. This study conducted an in-depth investigation into the optical characteristics of GaAs nanowires on a Ge bottom cell. Geometric optimization of nanowires is necessary to increase solar cell performance metrics. The absorption efficiency per unit volume was considerably boosted over its traditional bulk and thin-film counterparts as a result of inherent antireflection, intensive stimulation of resonant modes, and optical antenna effects. A 3D FDTD framework was used to acquire optical properties and incorporate numerical values. Under typical AM 1.5G illumination, the diameter of GaAs nanowires was optimized to 170 nm.
太阳能电池是最有效的能量收集方法之一,由多种材料制成。近年来,使用新型材料进行低成本、高效率的光伏发电一直是最令人兴奋的突破之一。本研究对锗底电池上GaAs纳米线的光学特性进行了深入的研究。纳米线的几何优化是提高太阳能电池性能指标的必要条件。由于固有的抗反射、共振模式的强烈刺激和光学天线效应,单位体积的吸收效率比传统的体积和薄膜吸收效率大大提高。采用三维时域有限差分框架获取光学特性并合并数值。在典型的AM 1.5G照明下,GaAs纳米线的直径优化为170 nm。
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引用次数: 0
Persistent Voltage Control of a Wind Turbine-Driven Isolated Multiphase Induction Machine 风力涡轮驱动孤立多相感应电机的持续电压控制
0 ENGINEERING, MULTIDISCIPLINARY Pub Date : 2023-10-13 DOI: 10.48084/etasr.6330
Marwa Ben Sliemene, Mohamed Arbi Khlifi
The growing concern about the energy crisis and environmental protection has caused a growing interest in wind power generation systems. Researchers and engineers urgently need to create new multiphase induction machines for the production of wind energy, since they are essential parts of wind turbines. This study offers control and stability analysis of a multiphase induction machine based on the entropy stability requirements for its linearized model. The generated model was used to assess the on-load properties of the multiphase induction machine and calculate its steady-state parameters under each operating circumstance. According to the analysis, the eigenvalues depend on the machine parameters, with the excitation capacitance and speed variation being the most important. Stabilization of the multiphase induction machine is the main focus of the singular values, which vary according to its variables. The simulated results include an examination of a multiphase induction machine steady state for voltage build-up at various types of load.
随着人们对能源危机和环境保护的日益关注,人们对风力发电系统的兴趣日益浓厚。研究人员和工程师迫切需要为风能生产创造新的多相感应电机,因为它们是风力涡轮机的重要组成部分。基于多相感应电机线性化模型的熵稳定性要求,对其进行控制与稳定性分析。利用所建立的模型对多相感应电机的有载特性进行了评估,并计算了其在各种工况下的稳态参数。根据分析,特征值与电机参数有关,其中励磁电容和转速变化最为重要。多相感应电机的稳定问题是奇异值的主要问题,奇异值随其变量的变化而变化。模拟结果包括多相感应电机在各种类型负载下电压积累的稳态检查。
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引用次数: 0
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