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Application of Machine Learning in Digital Marketing 机器学习在数字营销中的应用
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a1703.059120
The medication utilization alludes to unforeseen alleviation of sicknesses or side effects when patients take a medication for another known sign. Throughout the entire existence of medication revelation, this has contributed altogether to new and fruitful signs for some medications. Our past research has distinguished patient announced fortunate medication use in internet-based life. On the off chance that such data could be computationally distinguished in internet-based life, it could be useful for producing and approving medication repositioning speculations. The proposed framework outlines recognition of fortunate medication use in online life as a parallel grouping issue and examined profound neural system models as an answer. The proposed framework discovers patients revealed fortunate new signs for the medications they were utilizing for comorbid conditions, which is really significant data for tranquilize repositioning. The proposed framework examines drug results, and solid common language handling and content mining strategies are expected to naturally mine internet-based life information for a huge scope. The proposed framework adds setting data assisted with decreasing the bogus positive pace of profound neural system models. Within the sight of an amazingly imbalanced dataset and constrained cases of fortunate medication utilization, profound neural system models didn't outflank other AI models with n-gram and setting highlights. Be that as it may, profound neural system models could all the more successfully use word inserting in include development
药物的利用暗示了不可预见的减轻疾病或副作用,当患者服用药物的另一个已知的迹象。纵观整个药物启示的存在,这已经为一些药物的新的和富有成效的迹象做出了贡献。我们过去的研究表明,在基于互联网的生活中,有杰出的患者宣布幸运的药物使用。如果这些数据能够在基于互联网的生活中进行计算区分,那么它可能对生产和批准药物重新定位推测有用。提出的框架概述了在线生活中幸运药物使用作为一个平行分组问题的认识,并研究了深层神经系统模型作为答案。提出的框架发现,患者在使用治疗合并症的药物后出现了幸运的新症状,这对于镇静剂重新定位来说是非常重要的数据。所提出的框架检查药物结果,以及可靠的公共语言处理和内容挖掘策略有望在大范围内自然地挖掘基于互联网的生命信息。提出的框架增加了辅助降低深度神经系统模型伪正速度的设置数据。在令人惊讶的不平衡数据集和幸运药物使用的有限案例中,深度神经系统模型并没有用n-gram和设置亮点击败其他人工智能模型。尽管如此,深度神经系统模型可以更成功地使用包含发展的单词插入
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引用次数: 0
Improvement of Network Cyber Security Services using Security Operation Models 利用安全运营模式改进网络网络安全服务
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a1279.059120
Concerns for service computer networks’ security and reliability are growing rapidly due to increasing service devices with connections to external networks. This aggravates vulnerability of service networks to cyber attacks through external connections. Though encryption can provide security for user data transmissions, encryption itself could not provide protections against traffic analysis attacks. Techniques against traffic-analysis attacks through statistically controlling the transmission rate of padded and encrypted frames are unsuited for power system applications. This paper proposes three security operation modes for the newly developed security layer, located below DNP3 data-link layer, to strengthen encryption and authentication operations against the effectiveness of trafficanalysis and cryptanalysis attacks. The security models use padding to disguise the amount of user data transmitted and disguise the user data link layer frame amongst a group of manufactured frames similar to statistically controlling data transmission rate. The proposed security operations have been successfully applied to enhance power system security controls.
由于与外部网络连接的服务设备越来越多,人们对服务计算机网络的安全性和可靠性的关注正在迅速增长。这增加了业务网络通过外部连接受到网络攻击的脆弱性。虽然加密可以为用户数据传输提供安全性,但加密本身并不能提供防止流量分析攻击的保护。通过统计控制填充和加密帧的传输速率来抵御流量分析攻击的技术不适合电力系统应用。本文针对新开发的位于DNP3数据链路层下方的安全层,提出了三种安全运行模式,以加强加密和认证操作,抵御流量分析和密码分析攻击的有效性。安全模型使用填充来伪装传输的用户数据量,并在一组制造的帧中伪装用户数据链路层帧,类似于统计控制数据传输速率。建议的安全操作已成功应用于加强电力系统安全控制。
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引用次数: 0
Diagnostics of Temperature Regime of Technological Environments of Underground Pipelines in the Monitoring System of Oil and Gas Enterprises for Providing of Safe Exploitation 油气企业监测系统中地下管道工艺环境温度状态的诊断,为安全开采提供依据
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a2421.059120
The diagnosed density of corrosion was diagnosed on the outer surface of the underground metal pipeline, depending on the distance L to the compressor station, taking into account the influence of soil, defects, thermal impulses, mechanical vibrational vibrations and corrosion fatigue. The basic relations of the mathematical model for the description of thermal processes and mechanical vibrational vibrations that lead to low-cycle corrosion fatigue in the pipe are proposed. It is noted that the measurement of corrosion currents and polarization potentials at the boundary of the metal pipeline–soil can be detected by devices of types BVS (noncontact current meter), VPP-M (polarization potential meter) and equipment for for diagnostic inspections and monitoring of corrosion protection of underground pipelines (UGPL). Consider for compare the distribution of corrosion current densities and accidents for the pipeline at a distance of L=0..30 km from the compressor station. It is found that the correlation coefficient between them KLD=0,76 is not enough to establish causation. A difference is formed in which the corresponding corrosion current density distribution for a non-oscillating temperature background is subtracted from the total corrosion current density distribution in the range L=0…30 km. In this case, the part of the distribution that is related to the frequency of thermal pulses is highlighted.The correlation coefficient of KWD0.92 is established between the part of the distribution that is related to the frequency of thermal pulses and the distribution of accidents for the pipeline at a distance of L=0…30 km from the compressor station. Based on KWD, it can be argued that the causal relationship between the distribution of heat pulses and accidents is quite plausible. The noted information is important for improving the methods of operation of compressor stations of oil and gas enterprises, taking into account changes in the frequency of heat pulses with regard to improving the quality of by-laws on labor protection regarding gas supply systems
考虑土壤、缺陷、热脉冲、机械振动振动和腐蚀疲劳的影响,根据与压缩站的距离L,对地下金属管道外表面的腐蚀诊断密度进行诊断。提出了描述热过程与引起管道低周腐蚀疲劳的机械振动振动数学模型的基本关系。注意到金属管道-土壤边界腐蚀电流和极化电位的测量可以通过BVS(非接触式电流计)、VPP-M(极化电位计)和地下管道腐蚀防护诊断检测与监测设备(UGPL)进行检测。考虑比较管道在L=0处的腐蚀电流密度分布和事故。距离压缩站30公里。发现两者之间的相关系数KLD= 0.76不足以建立因果关系。从L=0…30km范围内的总腐蚀电流密度分布中减去非振荡温度背景下的相应腐蚀电流密度分布,形成了一个差值。在这种情况下,与热脉冲频率相关的分布部分被突出显示。在距离压缩站L=0 ~ 30km范围内,热脉冲频率分布与管道事故分布之间建立了KWD0.92的相关系数。基于KWD,可以认为热脉冲分布与事故之间的因果关系是相当可信的。上述信息对于改进油气企业压缩机站的操作方法具有重要意义,同时考虑到热脉冲频率的变化,从而提高燃气供应系统劳动保护细则的质量
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引用次数: 0
Assessment and Characterization of Mine Waste and Fly Ash Material for Effective Utilization in Opencast Coal Mines 露天煤矿有效利用矿山废弃物和飞灰材料的评价与表征
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a1985.059120
B. Sahoo, H. B. Sahu
Coal is a major source of nonrenewable energy in India. Most of the Industries depend on the coal to meet the energy demand of the country. Coal mining is invariably associated with the generation of voids. The voids so generated are often filled with overburden (OB) and waste materials. To enhance the utilization, fly ash (FA) is also being used for filling the voids. However, these operations inevitably require excessive planning and control to minimize the environmental impact of mining. In order to evaluate the impact of backfilling the voids with coal mine wastes and fly ash, Overburden and fly ash materials have been collected from Talcher coalfield. The geotechnical characterization study of overburden (OB) sample and OB+30% fly ash samples have been carried out separately for backfilling. After addition of fly ash, it is observed that the permeability is increased but liquid limit, plastic limit, and plasticity index (PI) of the OB are decreased. The maximum dry unit weight of OB mixture decreases while optimum water content increases with the fly ash. The angle of internal friction of OB decreases after addition of the fly ash. Cohesion value of OB sample has not changed much after addition of the fly ash. The grain size analyses results show OB sample is poorly graded. The OB soil type is found to be poorly graded sand of low compressible clay (SP-CL). Similarly, the OB+30% fly ash soil type is of poorly graded sand of low compressible silty (SP-ML) type. The OB and OB+ 30% fly ash contain heavy metals such as Fe and Al in high quantity, mild concentrations of Zn, Cr, and Mn and low amounts of Cu, Co, As, and Se. B and Pb are found below the detection level. The decreasing order of heavy metals in the leachate samples observed to be Fe>Mn>Ni>Cu>Zn>Se>Co>Cd>Cr>As. The major mineral phases in OB and OB+30% fly ash samples are found to be quartz, kaolinite, muscovite, dickite, zinnwaldite, and illite.
煤炭是印度不可再生能源的主要来源。大多数工业依靠煤炭来满足国家的能源需求。煤矿开采总是与空洞的产生有关。这样产生的空隙通常被覆盖层(OB)和废料填满。为了提高利用效率,粉煤灰(FA)也被用于填补空隙。然而,这些作业不可避免地需要过多的规划和控制,以尽量减少采矿对环境的影响。为了评价煤矿矸石和粉煤灰对空区充填的影响,收集了Talcher煤田覆盖层和粉煤灰材料。对覆岩(OB)试样和OB+30%粉煤灰试样分别进行了回填岩土力学特性研究。掺加粉煤灰后,OB的渗透率有所提高,但液限、塑性限和塑性指数(PI)均有所降低。随着粉煤灰的增加,OB混合料的最大干重减小,最佳含水量增大。掺加粉煤灰后OB的内摩擦角减小。掺加粉煤灰后OB试样的黏结值变化不大。晶粒度分析结果表明OB样品分级较差。OB土类型为低压缩性粘土(SP-CL)的差级配砂。同样,OB+30%粉煤灰土类型为低可压缩粉质(SP-ML)型差级配砂。OB和OB+ 30%粉煤灰中重金属Fe、Al含量高,Zn、Cr、Mn含量低,Cu、Co、as、Se含量低。B和Pb低于检测水平。渗滤液中重金属含量的递减顺序为Fe>Mn>Ni>Cu>Zn>Se>Co>Cd>Cr>As。OB和OB+30%粉煤灰样品的主要矿物相为石英、高岭石、白云母、直辉石、锌瓦尔石和伊利石。
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引用次数: 3
Big Data Model for Financial Assistance to Students- A Paradigm Shift 为学生提供经济援助的大数据模型——范式转变
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a2667.059120
Big Data Technologies for managing huge amounts of student data which is rising exponentially year after year specially in the countries like India, where there is a large no of young population is a need not luxury. Many students are searching for courses of their choice and for funding their education interests they look for scholarships. There are many scholarship schemes available for students of different status in the society. Educational institutions look for solutions to handle large amount of student data ranging from enrollments, scholarships, academic content, literature search, testing, results and finally placements. Such data require a lot of integrity and scalability. Memory saving schema for hardware and software platforms for the needy Universities and Colleges along with lot of mobility for their executives to access and analyze such data remain in focus. In this paper a new data base model has been suggested using modern day Big Data technologies rather than using conventional database technologies to handle complex data generated through student activity which can be analyzed to reach decisions. New model suggested after testing real time data sets of scholarships management of technical education system. Lot of memory and cost has been saved along with achieving data integrity, security and improvement in response time.
管理大量学生数据的大数据技术正逐年呈指数级增长,特别是在像印度这样的国家,那里有大量的年轻人口,这是一种需要而不是奢侈品。许多学生都在寻找自己选择的课程,为了资助自己的教育兴趣,他们寻求奖学金。有许多奖学金计划提供给不同社会地位的学生。教育机构寻找解决方案来处理大量的学生数据,包括入学、奖学金、学术内容、文献搜索、测试、结果和最终的安置。这样的数据需要大量的完整性和可伸缩性。为有需要的大学和学院提供硬件和软件平台的内存节省模式,以及他们的管理人员访问和分析这些数据的大量移动性仍然是关注的焦点。本文提出了一种新的数据库模型,使用现代大数据技术,而不是使用传统的数据库技术来处理通过学生活动产生的复杂数据,这些数据可以通过分析来做出决策。通过对技术教育系统奖学金管理实时数据集的测试,提出了新的模型。在实现数据完整性、安全性和响应时间改进的同时,还节省了大量内存和成本。
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引用次数: 0
Cartoon Character Generation using Generative Adversarial Network 基于生成对抗网络的卡通人物生成
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.f7639.059120
Animated faces show up in cartoons, comics and games. They are broadly utilized as profile pictures in online life stages, for example, Facebook and Instagram. Drawing an animated face is work intense. Not just it requires proficient skills but also its time consuming. A lot of time is wasted in creating a cartoon character from scratch , and most of the cases ends up in creating an awkward character having very low polygon intensity. Generative adversarial network (GAN) framework can be trained with a collection of cartoon images. GANs comprises of a generator network and a discriminator network. Because of the ability of deep networks and the competitive training algorithm, GANs produce realistic images, and have great potential in the field of image processing. This method turns out to be a surprisingly handy tool in enhancing blurry images. The underlying idea behind GAN is that it contains two neural networks that compete with each other in a zero-sum game, which constitutes of generator and a discriminator.
动画面孔出现在动画片、漫画和游戏中。它们被广泛用作在线生活阶段的头像,例如Facebook和Instagram。画一张生动的脸是一项紧张的工作。它不仅需要熟练的技能,而且耗时。从零开始创建卡通角色浪费了大量时间,并且大多数情况下最终创造出具有非常低多边形强度的笨拙角色。生成对抗网络(GAN)框架可以用一组卡通图像进行训练。gan由生成器网络和鉴别器网络组成。由于深度网络的能力和训练算法的竞争力,gan可以生成逼真的图像,在图像处理领域具有很大的潜力。这种方法在增强模糊图像时是一种非常方便的工具。GAN背后的基本思想是,它包含两个神经网络,它们在零和游戏中相互竞争,由生成器和鉴别器组成。
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引用次数: 0
Text to Speech Synthesis using Fraction Based Waveform Concatenation and Optimal Coupling Smoothing Technique 基于分数的波形拼接和最优耦合平滑技术的文本到语音合成
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a2530.059120
Text to Speech System is a Speech Synthesis application that converts a text to speech. The current project focuses on developing a TTS System for the Tamil Language with the Synthesis Technique as Unit Selection Synthesis. Letter Level Segmentation of an input text helps in the reduction of corpus size compared to Syllable Level Segmentation. The segmented units are retrieved with respect to Unicode values, concatenated and the synthesized speech is produced. Intelligibility and Naturalness of the spoken word can be improved using the Smoothing Techniques. Optimal Coupling Smoothing Technique is implemented for the smooth transition in between the concatenated speech segments to create continuous Speech output like human voice. Fraction based Waveform Concatenation method is used to produce the intelligible speech segments as output from the pre-recorded speech database.
文本到语音系统是一个语音合成应用程序,将文本转换为语音。目前的项目侧重于开发泰米尔语的TTS系统,将综合技术作为单元选择综合。与音节级分词相比,输入文本的字母级分词有助于减少语料库大小。根据Unicode值检索分段单元,并将其连接起来,生成合成语音。使用平滑技术可以提高口语的可理解性和自然度。实现了最优耦合平滑技术,实现了连接语音段之间的平滑过渡,从而产生像人类语音一样的连续语音输出。采用基于分数的波形拼接方法,从预先录制的语音数据库中产生可理解的语音片段作为输出。
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引用次数: 0
Field Analysis, Distribution and Performance of Sleeve Rotor Induction Motor Taking the Sleeve Rings into Consideration 考虑套筒环的套筒转子异步电动机磁场分析、分布及性能
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.f8017.059120
In this paper, the field analysis of the sleeve-rotor induction motor taking the rings effect into consideration is carried out using the Maxwell’s field equations. A model in cylindrical coordinates is used to establish the rotor-rings and to solve the air gap magnetic field. The flux density is assumed to be constant through the very small air gap length while the skin effect through the axial rotor length is considered. The axial distribution of the air gap flux density, the sleeve current density components and the force density are obtained. The motor performance is carried out taking into account the effects of the sleeve rings performance characteristics. The effects of design data on the starting torque and the overload capacity of the motor are also considered.
本文采用麦克斯韦场方程对考虑环效应的套筒转子异步电动机进行了场分析。采用柱坐标模型建立转子环,求解气隙磁场。在考虑轴向转子长度的集肤效应的同时,假设在很小的气隙长度范围内磁通密度是恒定的。得到了气隙磁通密度、套筒电流密度分量和力密度的轴向分布。电机性能是在考虑套圈性能特性影响的情况下进行的。同时考虑了设计参数对电机起动转矩和过载能力的影响。
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引用次数: 1
Scope of Lean Management in Kirana stores and Supermarkets 基拉纳商店和超市精益管理的范围
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a3139.059120
G. Suresh
This paper deals with the detailed study of functioning of super markets and kirana stores in Indian context. A basic comparative study is done to analyze the scope of lean management in the same. A survey is conducted in supermarkets and kirana stores. Kirana stores often operates for a small circle wherein the customer churn rate is lesser as compared to the supermarkets. This paper deals with the analysis of various aspects of a kirana store and supermarkets which would fuel up the comparison in the context of lean. The study has focused on certain parameters which are key attributes of lean management in service sector. Which includes product replacement, shelving, waiting time at counters, product arrangement (FIFO). The concept of JIT would also help the main focus of all kirana stores and supermarkets, which is “cost minimization and profit maximization”. Wilcoxon rank test is conducted to analytically study the difference in the scope of lean application in kirana stores and supermarkets. The study deciphered the opportunity of lean in supermarkets than in kirana stores as per the limitation in the operation. The mode of operation in kirana stores has slight variations with respect to management. And hence it is difficult to commonly suggest ways to improve functions, but still sees a scope in future. The results were favorable to supermarkets, wherein lean application sounds more result oriented and suits the functioning of huge retail chain.
本文详细研究了印度背景下超市和基拉纳商店的运作。在此基础上进行了比较研究,分析了精益管理的适用范围。调查是在超市和基拉纳商店进行的。基拉纳商店通常在一个小范围内经营,与超市相比,顾客流失率更低。本文对基拉纳商店和超市的各个方面进行了分析,为精益背景下的比较提供了依据。研究的重点是某些参数,这些参数是服务部门精益管理的关键属性。其中包括产品更换,货架,柜台等待时间,产品安排(先进先出)。JIT的概念也将有助于所有基拉纳商店和超市的主要关注点,即“成本最小化和利润最大化”。采用Wilcoxon秩检验对基拉纳商店和超市精益应用范围的差异进行分析研究。根据经营的限制,该研究破译了精益在超市比在基拉纳商店的机会。基拉纳商店的经营模式在管理方面略有不同。因此,通常很难提出改进功能的方法,但未来仍有发展空间。结果对超市有利,其中精益应用听起来更注重结果,适合大型零售连锁店的运作。
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引用次数: 0
A Phonetic Level Analysis of Dysarthria in Kannada Language 卡纳达语构音障碍的语音层次分析
Pub Date : 2020-05-30 DOI: 10.35940/ijrte.a1524.059120
Dysarthria is a motor speech disorder and the most common neurodegenerative disease characterized by low volume in precise articulation, poor coordination of respiratory and phonatory subsystems, irregular pauses and so on. The challenging factor in improving the communication with dysarthria is speech intelligibility. The intelligilibility of speech can be determined by measuring the acoustic characteristics and phonetic structures of speech. In our analysis, we have concentrated on bisyllabic words in the Kannada language. The analysis is carried out with respect to basic acoustic parameters and spectrogram to extract fundamental frequency, formant frequency, jitter, shimmer, HNR and Standard Deviation using PRAAT tool. These results are helpful to identify and differentiate the complex natural frequency of the vocal tract functions with respect to normal subjects and dysarthria subjects. This study provides inputs to increase efficacy in the clinical assessments for monitoring and diagnosing the speech disorders for improving communication among human beings.
构音障碍是一种运动语言障碍,是最常见的神经退行性疾病,其特征是精确发音音量低,呼吸和发音子系统协调不良,不规则停顿等。改善构音障碍患者沟通的挑战因素是言语清晰度。语音的可理解性可以通过测量语音的声学特征和语音结构来确定。在我们的分析中,我们集中在卡纳达语的双音词。利用PRAAT工具对基本声学参数和谱图进行分析,提取基频、形成峰频率、抖动、闪烁、HNR和标准差。这些结果有助于识别和区分正常受试者和构音障碍受试者的声道功能的复杂固有频率。本研究为提高言语障碍的临床监测和诊断的有效性提供了依据,以改善人与人之间的交流。
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引用次数: 0
期刊
International Journal of Recent Technology and Engineering
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