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Advanced Aspects of Engineering Research Vol. 16最新文献

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Decision Tree-based Machine Learning Algorithms to Classify Rice Plant Diseases: A Recent Study 基于决策树的水稻病害分类机器学习算法研究
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/8944d
R. Sahith, P. P. Reddy, Satyanarayana Nimmala
Rice is one of the most important foods for humans on earth. India and China are two of the world's most rice-dependent countries. The yield of this crop is determined by a number of factors, including soil, water supply, pesticides used, time period, and disease infection. Rice Plant Disease (RPD) is one of the most significant factors affecting rice quantity and quality.  Farmers face a constant challenge in determining the form of rice plant disease and taking timely corrective action against it. Although the rice plant is susceptible to a variety of diseases, the most common are Bacterial Leaf Blight (BLB), Brown Spot (BS), and Leaf Smut (LS).Since the infected leaf must be processed by the human eye, identifying this disease is extremely difficult. To define and classify the RPD, we used machine learning techniques in this chapter. We used the UCI Machine Learning repository to gather data on contaminated rice plants. The data collection contains 120 images of contaminated rice plants, with 40 BLB images, 40 BS images, and 40 LS images. RandomForest, REPTree, and J48 are decision tree-based machine learning algorithms used in the experiments.  We used ColorLayoutFilter, which is provided by WEKA, to extract numerical features from the infected images. The experimental analysis makes use of 65% of the data for training and 35% of the data for testing. The Random Forest algorithm performs exceptionally well in predicting RPD, according to the experiments.
大米是地球上人类最重要的食物之一。印度和中国是世界上最依赖大米的两个国家。这种作物的产量是由许多因素决定的,包括土壤、供水、使用的农药、时间和疾病感染。水稻病害是影响水稻数量和品质的重要因素之一。农民在确定水稻植物病害的形式并及时采取纠正措施方面面临着不断的挑战。虽然水稻易受多种病害的影响,但最常见的是细菌性叶枯病(BLB)、褐斑病(BS)和叶黑穗病(LS)。由于受感染的叶子必须由人眼处理,因此识别这种疾病非常困难。为了定义和分类RPD,我们在本章中使用了机器学习技术。我们使用UCI机器学习存储库来收集受污染水稻的数据。数据收集包含120张污染水稻图像,其中BLB图像40张,BS图像40张,LS图像40张。RandomForest、REPTree和J48是实验中使用的基于决策树的机器学习算法。我们使用WEKA提供的ColorLayoutFilter从受感染的图像中提取数值特征。实验分析使用65%的数据进行训练,35%的数据进行测试。根据实验,随机森林算法在预测RPD方面表现得非常好。
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引用次数: 0
Determination of Information Security Using Cryptography and Image Steganography 用密码学和图像隐写术确定信息安全
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/9851d
G. Rao
Hackers are usually prepared to hack  confidential documents for their vested interests.  The most difficult task is to establish a secure link between the secret message and image quality. The proposed scheme combines cryptography and image steganography techniques to avoid illegal attacks by an unknown person. This scheme will enable image security and message security. The International Data Encryption Algorithm (IDEA) cryptographic algorithms and Discrete Cosine Transform (DCT) based steganography algorithms based functional approach.   The purpose of cryptography is to encrypt and decrypt the document. Steganography is the technique of hiding documents within an image with increasing payload for the secure transmission of confidential data over the internet. In this paper, we present a single application to hide the information by the sender, which is an essential document and secret file.  The form will be invisible to an unauthorized person. PSNR of 90.06 dB with a payload of 52,400 bytes of information in an image.
黑客通常会为了自己的既得利益而准备入侵机密文件。最困难的任务是在秘密消息和图像质量之间建立安全链接。该方案结合了密码学和图像隐写技术,以避免未知人员的非法攻击。该方案将启用图像安全性和消息安全性。国际数据加密算法(IDEA)的密码学算法和基于离散余弦变换(DCT)的隐写算法基于泛函方法。密码学的目的是对文档进行加密和解密。隐写术是一种在图像中隐藏文档的技术,它增加了有效载荷,以便在互联网上安全传输机密数据。在本文中,我们提出了一个单一的应用程序来隐藏发送方的信息,这是一个重要的文档和秘密文件。未经授权的人员将看不到该表单。PSNR为90.06 dB,有效载荷为52,400字节的图像信息。
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引用次数: 0
Using a Content-Based Filtering Approach, Advanced Study on Spam Detection and Spammer Behavior Analysis on Twitter 使用基于内容的过滤方法,Twitter上垃圾邮件检测和垃圾邮件制造者行为分析的高级研究
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/2261f
B. Mukunthan, G. Rakesh
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引用次数: 0
A Framework for Developing Agricultural Product Forecasting System Application for Farmers 面向农民的农产品预测系统开发框架
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/8906d
J. Dormido, T. Palaoag
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引用次数: 0
Analysis of ASE NOISE Using the Simulation Model EDFA - Cascaded with EYCDFA 用EDFA -级联EYCDFA仿真模型分析ASE噪声
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/3553d
S. Semmalar, S. Malarkkan
The purpose of this paper is to investigate the noise power of ASE (Amplified Spontaneous Emission) using the simulation model EDFA (Erbium Doped Fiber Amplifier) cascaded with EYCDFA (erbium-ytterbium co-doped fibre amplifier) in 4-16 channels of transmitters combined by optical multiplexer and sent the output to EDFA in series with EYCDFA in single backward pumping using the wavelength of 980nm. The performance of this simulation model was evaluated using the parameters Gain, forward output signal power, and ASE noise, and the results were summarized. The results of 2- 16 channels of RZ transmitter and 2- 16 channels of NRZ transmitter were integrated in the simulation model with optical multiplexer and multiplexed signal sent to cascaded Erbium amplifiers with pumping CW (continuous wave) Laser source with wavelength 980nm and Filter. EDFA Gain, output signal power, and ASE noise are correctly represented by the model. The simulation results demonstrate that utilising EDFA and EYCDFA to choose a cautious fibre length of 20m and a pump power of 1mw in single pumping yields ASE noise of 0.005mw and zero milli watts.
本文的目的是利用EDFA(掺铒光纤放大器)级联EYCDFA(铒镱共掺光纤放大器)的仿真模型,在光复用器组合的4-16通道发射机中研究ASE(放大自发发射)的噪声功率,并将输出与EYCDFA串联,以单次反向泵浦的方式发送到EDFA,波长为980nm。利用增益、前向输出信号功率和ASE噪声等参数对该仿真模型的性能进行了评价,并对结果进行了总结。利用光复用器将RZ发射机2 ~ 16通道和NRZ发射机2 ~ 16通道的结果集成到仿真模型中,并将复用后的信号发送到波长为980nm的泵浦连续波激光源级联铒放大器和滤波器中。该模型正确地表示了增益、输出信号功率和ASE噪声。仿真结果表明,使用EDFA和EYCDFA,在单次抽运中选择谨慎的光纤长度为20m,抽运功率为1mw时,ASE噪声为0.005mw和零毫瓦。
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引用次数: 0
Analysis of Torsion Induced Giant Gyrotropy in Hexagonal CdS and CdSe Crystals 六角形CdS和CdSe晶体中扭致巨陀螺仪的分析
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/8223d
T. Dimov, I. Iliev, A. Hristova, H. Lange
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引用次数: 0
Recent Design and Development of Hydraulic Jack Operated Hose Crimping Machine 液压千斤顶软管卷接机的最新设计与研制
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/1739c
D. K. Kaithari, P. Krishnan, Hisham Mohammed Salim Al Burtamani
The aim of this chapter is to discuss the development of a crimping machine capable of crimping hydraulic hoses without the use of electricity. A thorough analysis of the literature suggests that it was the fabrication of electrically powered crimping machines that motivated the authors to create a hydraulically powered crimping machine. This type of crimping machine is extremely useful when the rig is in motion and is also ideal for emergency crimping to prevent shutdown time. The author designed critical components of the system using Autodesk inventor software and obtained a safety factor greater than one for all critical components. A safety factor of less than one results in hazardous operating conditions for vital components. The entire assembly has been successfully fabricated for the necessary crimping on a 19.05 mm hose. The crimping machine was successfully checked for crimping the specified hose size. The machine's configuration can be modified to fit a variety of die sizes for crimping hoses of various sizes.
本章的目的是讨论一种能够在不使用电力的情况下卷曲液压软管的卷曲机的发展。对文献的彻底分析表明,这是电动卷曲机的制造,促使作者创造液压动力卷曲机。这种类型的压接机是非常有用的,当钻机在运动,也是理想的紧急压接,以防止停机时间。作者利用Autodesk inventor软件对系统的关键部件进行了设计,得到了所有关键部件的安全系数均大于1。安全系数小于1将导致关键部件的危险操作条件。整个组件已经成功地制造了必要的压接在19.05毫米软管。已成功检查压接机是否能压接指定的软管尺寸。机器的配置可以修改,以适应各种模具尺寸的压接各种尺寸的软管。
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引用次数: 0
Space Vector PWM Algorithms for Three-level Inverter 三电平逆变器的空间矢量PWM算法
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/3522d
Urmila Bandaru, Y. S. I. Priyadarshini, M. Sathyanarayana
Variable frequency and variable voltage are increasingly supplied by a three-level voltage source inverter for variable speed applications. The appropriate output voltage at the line side of the inverter is obtained using a suitable pulse width modulation technique. This chapter investigates the three-level Diode Clamped or Neutral Point Clamped topology, which is a popular multi-level topology. The modulation wave is generated using two Sine-triangle methods and two Space Vector Pulse Width Modulation methods. To produce the PWM signals for the three phases, these modulation waves are compared to a triangular carrier. Instead of the three phase modulating waves used in SPWM, a rotating reference voltage vector is used as a voltage reference in SVPWM methods. The magnitude and frequency of the line side's fundamental variable are controlled by the magnitude and frequency of the reference vector, respectively. Because of its higher dc bus utilization and lower harmonic distortion than SPWM, Space Vector Modulation has become a common PWM technique for three-phase Voltage Source Inverters. In MATLAB/SIMULINK software, the four PWM methods are simulated and compared for THD and Capacitor Balance. Embedded Editor and Matlab Editor Functions are used to build the programs. As compared to Sine PWM, simulation results show that Space vector PWM better utilizes dc bus voltage, produces less THD, and improves capacitor balance.
变频和可变电压越来越多地由三电平电压源逆变器提供变速应用。采用合适的脉宽调制技术,在逆变器的线侧获得合适的输出电压。本章研究了三电平二极管箝位或中性点箝位拓扑,这是一种流行的多层次拓扑。调制波的产生采用两种正弦三角形调制方法和两种空间矢量脉宽调制方法。为了产生三个相位的PWM信号,将这些调制波与三角形载波进行比较。采用旋转参考电压矢量代替SPWM中使用的三相调制波,作为SVPWM方法的电压基准。线侧基本变量的幅值和频率分别由参考矢量的幅值和频率控制。由于空间矢量调制比SPWM具有更高的直流母线利用率和更低的谐波失真,已成为三相电压源逆变器常用的PWM技术。在MATLAB/SIMULINK软件中,对四种PWM方法进行了仿真和比较。使用嵌入式编辑器和Matlab编辑器函数构建程序。仿真结果表明,与正弦PWM相比,空间矢量PWM更好地利用了直流母线电压,产生的THD更小,并改善了电容的平衡。
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引用次数: 0
Recent Study on the Criticality of Space Based Oscillators for the Optimal Performance of Time-Based Signals 空间振荡器对时基信号最优性能的临界性研究进展
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/1726c
Lawal S. Lasisi, Chatwin R. Chris
The oscillators, which are essential for precise timing, are at the heart of a satellite-based navigation system. The purpose of this research is to investigate the crucial role that space-borne oscillators play in increasing the performance of GNSS and satellite-based augmentation systems (SBAS). The African contribution to the SBAS, the NIGCOMSAT-1R navigation payload, which uses externalised 10 MHz Master Oscillators in a 3 X 4 hybrid array configuration, examines the efficacy of Location Based Services using Navigation for Emergency and Crisis Management, among other applications.
对精确计时至关重要的振荡器是卫星导航系统的核心。本研究的目的是研究星载振荡器在提高GNSS和星基增强系统(SBAS)性能方面所起的关键作用。非洲对SBAS的贡献是NIGCOMSAT-1R导航有效载荷,它在3 × 4混合阵列配置中使用外挂10 MHz主振荡器,在其他应用中检查使用应急和危机管理导航的基于位置的服务的有效性。
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引用次数: 0
Developing the Numerical Simulation of Multicomponent Alloy Solidification 多组分合金凝固数值模拟研究进展
Pub Date : 2021-06-28 DOI: 10.9734/bpi/aaer/v16/2320f
V. Ginkin, S. Ganina, A. Kartavykh
Multicomponent melt solidification has been studied using a non-equilibrium model, in which a Stefan problem with two boundaries is solved numerically, the boundaries being between the solid phase and the two-phase transition zone and between the two-phase transition zone and the liquid phase. A porous medium with variable porosity is used to depict the two-phase zone. By analogy with Darcy's law, consideration is given to the additional force resisting melt flow due to porosity. The experiment on Sn-20 wt. % Pb binary alloy solidification by the process of downward-directed crystallization along the gravity vector was computer simulated.  Shown in the paper are the results of a quasi two-dimensional benchmark experiment on horizontal (i.e., at the right angle to the gravity vector) directional solidification of a binary Sn-3 wt.%Pb alloy. The calculations were carried out using two crystallisation models: equilibrium and non-equilibrium crystallisation.The non-equilibrium model is shown to provide a more accurate representation of the thermal field evolution and solute distribution induced by natural convection.
采用非平衡模型对多组分熔体凝固进行了研究,该模型数值求解了具有两个边界的Stefan问题,即固相与两相过渡区以及两相过渡区与液相之间的边界。采用可变孔隙度的多孔介质来描述两相区。通过与达西定律的类比,考虑了孔隙度对熔体流动的额外阻力。用计算机模拟了sn - 20wt . % Pb二元合金沿重力矢量向下结晶的凝固过程。本文给出了一种sn - 3wt .%Pb二元合金水平定向凝固准二维基准实验结果(即与重力矢量成直角方向)。计算采用了两种结晶模型:平衡结晶和非平衡结晶。非平衡模式能更准确地反映自然对流引起的热场演化和溶质分布。
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引用次数: 0
期刊
Advanced Aspects of Engineering Research Vol. 16
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