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Machine Learning Based Realtime Water Quality Monitoring System 基于机器学习的实时水质监测系统
Nanda Jayalakshmi P, Revathy V
Water quality parameter is of much importance in our day to day lives. Prediction of water quality will help to reduce water pollution and guard our human health. This work has advanced an “Machine Learning based real-time water quality monitoring system” pertaining to lakes is being used in rural areas. All the organisms that use it are affected by the waste generated in this water. Water quality monitoring system is to identify the level of water and finding ways to correct the problems in it. Water quality refers to the chemical, physical and biological characteristics of water. It is a measure of the condition of water relative to the requirements of one or more biotic species and or to any human need or purpose. It is most frequently used by reference to a set of standards against which compliance can be assessed. The most common standards used to assess water quality relate to health of ecosystems, safety of human contact and drinking water. An intelligent process of monitoring the quality of water automatically detects the condition of water through Machine Learning by processing sensors data and instantly provides notification to water analyst when the quality of water is abnormal. The structure uses Determination of pH, Color, Temperature, Carbon monoxide, Conductivity, Fecal coliform. Likewise, ANN, Adaptive filter algorithm, Support Vector Machine, Naïve Bayes, Random forest calculation has been utilized for anticipating the nature of water, with the assistance of prepared informational collection from various water tests.
水质参数在我们的日常生活中非常重要。水质预测有助于减少水污染,保护人类健康。这项工作推动了一种与湖泊有关的“基于机器学习的实时水质监测系统”在农村地区的应用。所有使用它的生物都受到这些水中产生的废物的影响。水质监测系统是为了识别水位并找到解决问题的方法。水质是指水的化学、物理和生物特性。它是相对于一种或多种生物物种的需求或任何人类需要或目的的水状况的度量。它最常用于参考一组标准,根据这些标准可以评估遵守情况。用于评估水质的最常用标准涉及生态系统健康、人类接触安全和饮用水。智能水质监测过程通过处理传感器数据,通过机器学习自动检测水质状况,并在水质异常时立即向水质分析人员发出通知。该结构用于测定pH值,颜色,温度,一氧化碳,电导率,粪便大肠菌群。同样,人工神经网络、自适应滤波算法、支持向量机、Naïve贝叶斯、随机森林计算也被用于预测水的性质,并帮助从各种水测试中收集准备好的信息。
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引用次数: 0
Optimized Multi Support Vector Machine Based Approach for Fake News Detection 基于优化多支持向量机的假新闻检测方法
Ganga M, Gini R
Fake News creates erroneous suspense information that can be identified. This spreads dishonesty about a country’s status or overstates the expense of special functions for a government, destroying democracy in certain countries. The project proposes an Multi Support Vector Machine (MSVM) -based approach for detecting fake news. The proposed model will be used to classify or detect the news as fake or real. Principal Component Analysis (PCA) is used for Feature Extraction. Principal Component Analysis (PCA) reduces the dimension of the data set comprising many related variables and recalls the maximum change in actual data. The proposed work will select the essential features with a Firefly-Optimized Algorithm (FA). The Firefly Optimized Algorithm (FA) is one of the various Evolutionary Algorithms (EAs) with various purposes. For the classification of fake news, an Multi Support Vector Machine (MSVM) classifier algorithm is implemented.
假新闻制造了可以识别的错误悬念信息。这传播了对一个国家地位的不诚实,或夸大了政府特殊职能的费用,破坏了某些国家的民主。该项目提出了一种基于多支持向量机(MSVM)的假新闻检测方法。所提出的模型将用于对假新闻或真实新闻进行分类或检测。主成分分析(PCA)用于特征提取。主成分分析(Principal Component Analysis, PCA)是一种减少由许多相关变量组成的数据集的维数,并召回实际数据的最大变化的方法。本文将采用萤火虫优化算法(FA)来选择基本特征。萤火虫优化算法(FA)是众多进化算法中的一种,具有多种用途。对于假新闻的分类,实现了多支持向量机(MSVM)分类算法。
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引用次数: 0
Strength Analysis of Layered Sandwich Beam 层状夹层梁强度分析
Dins K S
Sandwich beams are composite systems that have properties such as high rigidity, high strength and low weight. The sandwich system include glass fiber reinforced polymer (GFRP) skins and phenolic cores, and several layers of sandwich panels are bonded with an epoxy polymer matrix to manufacture the packages. In sandwich beam (LSB) layers, four horizontally oriented layers and the other four vertically oriented layers were tested. To understand the basic behavior of a multilayer sandwich beam, a 3D finite element model was developed using ANSYS. To explore the suitability of this new concept for structural applications, the flexural behavior of the layered sandwich beam is validated using data available in the literature, and the numerical model can be improved by incorporating shear and fatigue behavior which increases confidence in using this novel concept of beam in the civil construction sector.
夹层梁是一种复合系统,具有高刚度、高强度和低重量等特性。夹层系统包括玻璃纤维增强聚合物(GFRP)外壳和酚醛芯,多层夹层板与环氧聚合物基体粘合以制造封装。在夹层梁(LSB)层中,对4个水平取向层和4个垂直取向层进行了测试。为了解多层夹层梁的基本受力特性,利用ANSYS软件建立了多层夹层梁的三维有限元模型。为了探索这种新概念在结构应用中的适用性,使用文献中可用的数据验证了分层夹层梁的弯曲行为,并且可以通过结合剪切和疲劳行为来改进数值模型,从而增加了在民用建筑领域使用这种新型梁概念的信心。
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引用次数: 0
Experimental and Analysis of Adding Silicon and Titanium Carbide Nanoparticles to the Cement PasteExperimental and Analysis of Adding Silicon and Titanium Carbide Nanoparticles to the Cement Paste 纳米硅和纳米碳化钛在水泥浆中添加的实验与分析
Now days the use of nanoparticles in the construction field will increase. The nanoparticles help to improve the physical and mechanical properties of the concrete. Nano powder can improve the mechanical properties of cement paste due to accelerating the formation of small sized crystals. The study focus on the structural changes of cement paste when adding Sic and Tic nanoparticles as admixtures in different proportion. Scanning Electron Microscopy and energy dispactive spectroscopy have been employed in identifying the structural changes in nanoparticles modified paste. Silicon carbide (SiC), also known as carborundum. It is hard chemical a compound containing silicon and carbon. A semiconductor, it occurs in nature as the extremely rare mineral moissanite. SiC also has a very low coefficient of thermal expansion (4.0 × 10-6/K) and experiences X no phase transitions that would cause discontinuities in thermal expansion. Which accessories the strength of concrete. Titanium carbide, TiC, is an extremely hard (Mohs 9-9.5) refractory ceramic material, similar to tungsten carbide. It has the appearance of black powder with the sodium chloride (face-centered cubic) crystal structure. Its crystals as found in nature range in size from 0.1 to 0.3 m. Titanium carbide is used in preparation of cermets, which are frequently used to machine steel materials at high cutting speed.Increase the strength of cement paste, Enhance the mechanical properties,Enhance the physical properties.
如今,纳米颗粒在建筑领域的应用将会增加。纳米颗粒有助于改善混凝土的物理和机械性能。纳米粉体可以加速水泥浆体小尺寸晶体的形成,从而改善水泥浆体的力学性能。研究了以不同比例添加Sic和Tic纳米颗粒作为外加剂时水泥浆体结构的变化。利用扫描电子显微镜和能量耗散能谱技术对纳米颗粒改性浆料的结构变化进行了表征。碳化硅(SiC),又称碳化硅。它是一种含有硅和碳的硬质化合物。它是一种半导体,在自然界中以极其稀有的矿物莫桑石的形式存在。SiC还具有非常低的热膨胀系数(4.0 × 10-6/K),并且不会经历导致热膨胀不连续的相变。其中附件混凝土的强度。碳化钛,TiC,是一种极硬(莫氏9-9.5)耐火陶瓷材料,类似碳化钨。外观为黑色粉末,具有氯化钠(面心立方)晶体结构。它在自然界中发现的晶体大小从0.1到0.3米不等。碳化钛用于制备金属陶瓷,金属陶瓷常用于高速切削加工钢材料。提高水泥浆体强度,提高力学性能,提高物理性能。
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引用次数: 0
Instagram Fake and Automated Account Detection: A Review Instagram虚假和自动账户检测:回顾
Abilash S. B, Sujitha R
Fake engagement is one of the significant problems in Online Social Networks (OSNs) which is used to increase the popularity of an account in an inorganic manner. The detection of fake engagement is crucial because it leads to loss of money for businesses, wrong audience targeting in advertising, wrong product predictions systems, and unhealthy social network environment. This study is related with the detection of fake and automated accounts which leads to fake engagement on Instagram. Prior to this work, there were no publicly available dataset for fake and automated accounts. For this purpose, two datasets have been published for the detection of fake and automated accounts. For the detection of these accounts, machine learning algorithms like Naive Bayes, Logistic Regression, Support Vector Machines and Neural Networks are applied. Additionally, for the detection of automated accounts, cost sensitive genetic algorithm is proposed to handle the unnatural bias in the dataset. To deal with the unevenness problem in the fake dataset, Smote-nc algorithm is implemented. In this paper investigating various methods used in the existing work for the Instagram fake account detection.
虚假参与是在线社交网络(Online Social Networks,简称OSNs)的一个重要问题,它被用来以无机的方式增加一个账户的受欢迎程度。检测虚假参与是至关重要的,因为它会导致企业损失资金,广告中的错误受众定位,错误的产品预测系统以及不健康的社交网络环境。这项研究与检测虚假账户和自动账户有关,这些账户会导致Instagram上的虚假参与度。在这项工作之前,没有公开的假账户和自动账户数据集。为此,已经发布了两个数据集,用于检测虚假账户和自动账户。为了检测这些账户,使用了朴素贝叶斯、逻辑回归、支持向量机和神经网络等机器学习算法。此外,对于自动账户的检测,提出了成本敏感遗传算法来处理数据集中的非自然偏差。为了解决假数据集的不均匀性问题,实现了Smote-nc算法。本文对现有工作中用于Instagram虚假账户检测的各种方法进行了研究。
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引用次数: 0
Prediction of Cancer Disease Using Machine Learning Approach: A Review 使用机器学习方法预测癌症疾病:综述
Abishek D, Sujitha R
Cancer has identified a diverse condition of several various subtypes. The timely screening and course of treatment of a cancer form is now a requirement in early cancer research because it supports the medical treatment of patients. Many research teams studied the application of ML and Deep Learning methods in the field of biomedicine and bioinformatics in the classification of people with cancer across high or low-risk categories. These techniques have therefore been used as a model for the development and treatment of cancer. A sit is important that ML instruments are capable of detecting key features from complex datasets. Many of these methods are widely used for the development of predictive models for predicating a cure for cancer, some of the methods are artificial neural networks (ANNs), support vector machine (SVMs) and decision trees (DTs). While we can understand cancer progression with the use of ML methods, an adequate validity level is needed to take these methods into consideration in clinical practice every day .In this study the ML & DL approaches used in cancer progression modeling are reviewed. The predictions addressed are mostly linked to specific ML, input, and data samples supervision. 2021ElsevierLtd. All rights reserved. Selection and peer-review under responsibility of the scientific committee of the International Virtual Conference one Advanced Nano materials and Applications. This is an open access article under the CCBY-NC-ND license.
癌症已经确定了几种不同亚型的不同情况。癌症形式的及时筛查和治疗过程现在是早期癌症研究的要求,因为它支持患者的医学治疗。许多研究团队研究了ML和深度学习方法在生物医学和生物信息学领域的应用,将癌症患者分为高风险和低风险类别。因此,这些技术被用作癌症发展和治疗的模型。重要的是,机器学习仪器能够从复杂的数据集中检测关键特征。其中许多方法被广泛用于预测癌症治愈的预测模型的开发,其中一些方法是人工神经网络(ann),支持向量机(svm)和决策树(dt)。虽然我们可以通过使用ML方法来了解癌症的进展,但在日常临床实践中需要适当的有效性水平来考虑这些方法。本研究回顾了用于癌症进展建模的ML和DL方法。这些预测主要与特定的机器学习、输入和数据样本监督有关。2021 elsevierltd。版权所有。由国际先进纳米材料与应用虚拟会议科学委员会负责选择和同行评审。这是一篇基于CCBY-NC-ND许可的开放获取文章。
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引用次数: 9
Modern Concrete Technology and Placement Methods and Their Influence on Water Proofing Performance of Diaphragm Walls 现代混凝土技术、浇筑方法及其对连续墙防水性能的影响
M. Larisch, B. Perry
Embedded retaining walls are a well-established method to construct retention systems fordeep excavations and to create a barrier against the inflow of groundwater. Several factorsneed to be considered when selecting the most suitable wall type to achieve compliance with the project requirements and specifications. The selection of there taining wall type provides a direct link to the expected grade of water proofing performance which is the focus of this paper. It should be noted that embedded retaining walls in general should not be assumed to beabsolutely water tight as complete water tightness is neither practical nor economical. Even cast in-place concrete diaphragm walls with very low permeability can’t be considered completely water tight despite having the least number of vertical construction joints of all embedded retaining wall systems. British Standard BS 8102:1990 clearly highlights therequirement of additional water proofing elements and methods to meet the relevant waterproofing levels for such walls and basements in general. However, unless the diaphragm wall (or other wall type) itself provides adequate and realistic water retention performance, the performance of the additional tanking can be put at risk, too. The required performance criteria for fresh tremie concrete to be used for the construction of diaphragm walls, must be selected to achieve optimal concrete density to fully comply with the expected structural, durability and water proofing performance criteria of the entire basement.
嵌入式挡土墙是一种行之有效的方法,用于建造深基坑的保留系统,并创建一个防止地下水流入的屏障。在选择最合适的墙体类型以达到符合项目要求和规范时,需要考虑几个因素。护墙型的选择直接关系到预期的防水性能等级,是本文研究的重点。应该注意的是,嵌入式挡土墙一般不应该被认为是绝对水密的,因为完全的水密性既不实用也不经济。即使是渗透性极低的现浇混凝土连续墙,也不能认为是完全水密的,尽管它在所有预埋式挡土墙体系中具有最少的竖向施工缝。英国标准BS 8102:1990明确强调了附加防水元件和方法的要求,以满足此类墙壁和地下室的相关防水水平。然而,除非连续墙(或其他类型的墙)本身提供足够的和现实的保水性能,否则附加水箱的性能也可能处于危险之中。用于地下连续墙施工的新鲜微型混凝土的性能标准必须选择以达到最佳混凝土密度,以完全符合整个地下室的预期结构,耐久性和防水性能标准。
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引用次数: 5
Structural Reliability Assessment of Bridges 桥梁结构可靠度评估
Ganga M.V
Basically, engineering structures are required to satisfy predefined performance targets such as successfully resisting external load actions. Due to the randomness nature of both the structure l property and the external attacks, however, the “absolute safety” of a structure cannot be achieved in engineering practice. Rather, the practical strategy is to control the probability of violating the performance requirements (e.g., structural safety) under an acceptable level. To that end, some probability based approaches are essentially needed to quantify the occurrence possibility of such undesired consequences. Under this context, the mathematical formulation of analytical tools for structural reliability assessment is the topic of this book.
基本上,工程结构需要满足预定的性能目标,如成功抵抗外部荷载作用。然而,由于结构特性和外部攻击的随机性,在工程实践中,结构的“绝对安全”是不可能实现的。相反,实际的策略是将违反性能要求(例如,结构安全)的概率控制在可接受的水平之下。为此,本质上需要一些基于概率的方法来量化这种不希望的后果发生的可能性。在这种背景下,结构可靠性评估分析工具的数学公式是本书的主题。
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引用次数: 0
MPPT of Solar Using Mid-Point Tracking Method 采用中点跟踪法的太阳能MPPT
Abisha R, Merry Guisa J
A Maximum Power Point Tracking or Tracker (MPPT) is a high efficiency system that extracts the maximum power output from a solar cell or an array of photovoltaic (PV) cells. Normally the solar power systems efficiency is less. To improve its efficiency, solar power systems are usually equipped with the function of MPPT. The work presented in this paper concerns the designing and implementation of a photovoltaic system (PV) provided with an MPPT control. More particularly, the utilization of a buck converter for controlling photovoltaic power using Maximum Power Point Tracking (MPPT) mechanism was presented. First the photovoltaic module is analyzed using SIMULINK software. In this project the buck converter was used along with a MPPT control. The MPPT is responsible for extracting the maximum possible power from the photovoltaic and feed it to the load via the buck converter which steps down the voltage to the required magnitude. The algorithm utilized for MPPT was the three-point weighting that incorporates mid-point tracking. The system was designed and simulated in MATLAB. Both the buck converter and the solar cell are modelled using Sim- Power Systems blocks. Especially, the waveforms of MPPT and Photo voltaic have been presented.
最大功率点跟踪或跟踪器(MPPT)是一种高效系统,可以从太阳能电池或光伏电池阵列中提取最大功率输出。通常情况下,太阳能发电系统的效率较低。为了提高其效率,太阳能发电系统通常配备MPPT功能。本文介绍的工作是设计和实现一个具有MPPT控制的光伏系统。特别地,介绍了利用降压变换器利用最大功率点跟踪(MPPT)机制控制光伏发电功率的方法。首先利用SIMULINK软件对光伏组件进行分析。在这个项目中,降压转换器与MPPT控制一起使用。MPPT负责从光伏中提取最大可能的功率,并通过降压转换器将其馈送到负载,降压转换器将电压降至所需的幅度。MPPT采用的算法是结合中点跟踪的三点加权算法。在MATLAB中对系统进行了设计和仿真。buck变换器和太阳能电池都使用Sim- Power系统模块进行建模。重点介绍了MPPT和光伏的波形。
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引用次数: 0
Review on Spray Coating Techniques 喷涂技术综述
Harish K. R., Edwin Sahayaraj M., Stanly Jones Retnam B.
A vast array of plating processes, the substances through which different plating can be applied with the natural intention of saving the component, shape and the outer layer that are left unprotected to any kind of physical, chemical and also mechanical adversities. Thus, Spray pyrolysis is very efficient, cost effective, and utilizes simple equipment. Spray pyrolysis is an important technique in which a thin film is deposited on the dielectric matrix by spraying a precursor solution on a heated surface. Spray pyrolysis has been applied to deposit a wide variety of thin films. These films were used in various devices such as solar cells, carbon solar cells, sensors, and solid oxide fuel cells, etc. It is observed that often the properties of deposited thin films depend on the preparation conditions. An extensive investigation of the effects of spray parameters on film quality is given to demonstrate the importance of the process of optimization. However, spray pyrolysis seems not useful due to poor quality of thin film, thermal decomposition, and vapor convection. The vapors are generated due to temperature difference, which restricts the source from binding with the substrate. In this paper, briefly study the spray pyrolysis techniques and using the same for metal coating done over polymers. Also, this study highlighted many research obstacles and presented future direction for research in developing new methodology using the inadequacies of the existing approaches.
大量的电镀工艺,通过不同的电镀物质可以应用,自然的目的是保存组件,形状和外层,使其不受任何物理,化学和机械逆境的保护。因此,喷雾热解效率高,成本低,设备简单。喷雾热解是一种重要的技术,它通过在加热表面喷涂前驱体溶液在介质基体上沉积薄膜。喷雾热解已被应用于沉积各种各样的薄膜。这些薄膜广泛应用于太阳能电池、碳太阳能电池、传感器、固体氧化物燃料电池等器件中。我们观察到,沉积薄膜的性能往往取决于制备条件。广泛研究了喷涂参数对膜质量的影响,以证明优化过程的重要性。然而,由于薄膜质量差,热分解和蒸汽对流,喷雾热解似乎没有用。蒸汽是由于温差产生的,这限制了源与衬底的结合。本文简要地研究了喷雾热解技术及其在聚合物金属涂层上的应用。同时,本研究强调了许多研究障碍,并提出了利用现有方法的不足开发新方法的未来研究方向。
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引用次数: 0
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The International Conference on scientific innovations in Science, Technology, and Management
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