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2021 International Conference on Disruptive Technologies for Multi-Disciplinary Research and Applications (CENTCON)最新文献

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An Annular Shaped Two-Port MIMO Antenna For Ultra Wide Band Frequency Range Applications 一种用于超宽带频率范围应用的环形双端口MIMO天线
Jai Mangal, Ajay Kumar
This paper contemplates the designing of a compact two-port MIMO antenna for ultra-wideband frequency range applications. This paper introduces the concept of partial ground which eventually helps in achieving wider frequency bandwidth. The proposed MIMO antenna is designed over a substrate called FR4 epoxy. The patch located in the ground plane was fabricated using copper. The proposed MIMO antenna dimensions are 24mm×24mm×1.6mm. Patch placed at the top of the antenna is created by placing circular slots which eventually lead to steady current and higher reflection coefficient. The antenna achieves a reflection coefficient of −42.62 dB at the resonating frequency of 8.6 GHz. The antenna achieves the −10dB bandwidth ranging from 3 GHz to 12 GHz which covers the whole unlicensed ultra-wideband frequency range. The antenna achieves a maximum gain of 2.6 dBi at 10.6 GHz. Radiation efficiency of the antenna is 95.21%. This work concludes the designing of a two-port antenna that can attain a higher reflection coefficient with a wider bandwidth. The antenna can achieve these purposes with the help of annular patches and partial ground.
本文考虑设计一种适用于超宽带频率范围的紧凑型双端口MIMO天线。本文介绍了部分接地的概念,最终有助于实现更宽的频率带宽。所提出的MIMO天线是在一种叫做FR4环氧树脂的基板上设计的。位于接地面的贴片是用铜制成的。提出的MIMO天线尺寸为24mm×24mm×1.6mm。贴片放置在顶部的天线是通过放置圆形槽,最终导致稳定的电流和更高的反射系数。在8.6 GHz谐振频率下,天线的反射系数为−42.62 dB。该天线的带宽为- 10dB,范围为3ghz ~ 12ghz,覆盖了整个免授权超宽带频率范围。该天线在10.6 GHz时最大增益为2.6 dBi。天线的辐射效率为95.21%。本文设计了一种双端口天线,可以获得更高的反射系数和更宽的带宽。该天线借助环形贴片和局部接地可以达到这些目的。
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引用次数: 1
Decision Tree based Classification of Profiled Mobile Device Resource Status Information for Data Offloading in Private Network 基于决策树的专网数据卸载移动设备资源状态信息分类
Sridhar S K, Amutharaj J
This paper validates the effectiveness of decision tree classification models by performing the data analysis of the large data set collected in the real time implementation of an intelligent composite offload decision (ICODA) framework with on-premise mobile device cloud. We have collected around 40000 data records of real time device resource status information with 7 inputs and 1 output attribute each at different time conditions. These 40000 data records are then cleaned and normalized to scale down in practical range to about 4608 training samples. The machine learning classification technique is applied on different train-test-split ratio using ID3, CART and random forest classifiers (RFC) with proper randomized and grid search cross validations. The resulting mean accuracy percentage is observed at 92.91 with ID3, 99.22 with CART and 99.44 with RFC evaluating all the possible combinations in the data set. The experimental results show that the random forest classifier outperforms the other methods in data offload framework.
本文通过对基于本地移动设备云的智能复合卸载决策(ICODA)框架实时实施过程中收集的大数据集进行数据分析,验证了决策树分类模型的有效性。我们收集了大约40000条不同时间条件下设备资源实时状态信息的数据记录,每个记录有7个输入和1个输出属性。然后对这40000条数据记录进行清理和规范化,以便在实际范围内缩小到大约4608个训练样本。利用ID3、CART和随机森林分类器(RFC)对不同的训练-测试-分割比进行机器学习分类技术,并进行适当的随机化和网格搜索交叉验证。在评估数据集中所有可能的组合时,ID3的平均准确率为92.91,CART为99.22,RFC为99.44。实验结果表明,随机森林分类器在数据卸载框架下的性能优于其他方法。
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引用次数: 0
Determinant Effects of using Toilet Cleaners on Indoor Air Quality 使用厕所清洁剂对室内空气质量的决定作用
Arpita Sarkar, Ranjitha Govindaraj, Jyotsna Rao J, Uttam Pal
Toilet cleaners are common in urban households. The market is flooded with toilet cleaners. Composed of strong chemicals, they are known to release harmful pollutants into the air and water. This study aims to investigate the indoor pollutant concentrations in a toilet after using toilet cleaners and understand their determinant on the air quality. The experiment was conducted in a toilet of a residence using Harpic Power plus, Domex Active Green Formula, and Mr. Muscle Visible Power, the three of the leading brands of toilet cleaners in the market. Measurement sampling was performed for CO2, PM2.5, PM10, Temperature, Humidity, and AQI using IQAir, Visual Air Quality Monitor. The results showed an increase in the Air Quality Index to Hazardous levels for all the three products for 2 hrs after application and rinse. High concentration values of PM2.5, PM10, and CO2 were also noted during this period, rendering the space unsafe for occupancy. The paper concludes that the leading brands of toilet cleaners pose a major health risk to the occupants in the experiment.
厕所清洁工在城市家庭中很常见。市场上到处都是厕所清洁剂。它们由强化学物质组成,已知会向空气和水中释放有害污染物。本研究旨在调查使用厕所清洁剂后厕所室内污染物浓度,了解其对空气质量的决定因素。实验是在住宅卫生间内进行的,使用了目前市场上代表性的3个卫生间清洁剂品牌Harpic Power plus、Domex Active Green Formula、Mr. Muscle Visible Power。采用IQAir (Visual Air Quality Monitor)对CO2、PM2.5、PM10、温度、湿度和AQI进行测量采样。结果显示,在使用和冲洗后的2小时内,三种产品的空气质量指数均上升至危险水平。在此期间,PM2.5、PM10和CO2的浓度也很高,使得空间不适合居住。该论文的结论是,在实验中,主要品牌的厕所清洁剂对居住者构成了重大的健康风险。
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引用次数: 1
A digital Transformation Approach for Event Driven Micro-services Architecture residing within Advanced vcs 高级vcs中事件驱动微服务架构的数字化转型方法
V. Singh, Amarjeet Singh, A. Aggarwal, S. Aggarwal
Information Technology companies have witnessed a growing recognition of emerging new architectural styles, such as Micro-services, for building event-oriented software systems. Usually, these applications are based on the concept of a database for each service, in which each database belongs to a completely single service. These services are built as separate business functions and are implemented using various technologies. Modern features, such as automatic deployment, are often integrated and implemented in the cloud according to proven DevOps methods. The amount of data generated every day - by sensors, website usage, events recorded by the system, etc. - is huge, as well as from various sources. Modern applications have to deal with this new flow of events. Event Micro-services allow us to obtain valuable information from these events and help users to make important business decisions. In this work event architecture concepts are investigated and it is explored that how this architectural model places events at the center of the system. Some of the main advantages of applying this architectural pattern are explored. Design choices for an event driven Micro-services along with resiliency in the event based systems are discussed.
信息技术公司已经见证了对新兴的新架构风格的日益认识,例如用于构建面向事件的软件系统的微服务。通常,这些应用程序基于每个服务一个数据库的概念,其中每个数据库属于一个完全单独的服务。这些服务被构建为独立的业务功能,并使用各种技术实现。现代特性,如自动部署,通常根据经过验证的DevOps方法在云中集成和实现。每天产生的数据量——传感器、网站使用情况、系统记录的事件等——是巨大的,而且来自各种来源。现代应用程序必须处理这种新的事件流。事件微服务允许我们从这些事件中获得有价值的信息,并帮助用户做出重要的业务决策。在这项工作中,研究了事件体系结构的概念,并探讨了该体系结构模型如何将事件置于系统的中心。本文探讨了应用这种体系结构模式的一些主要优点。讨论了事件驱动微服务的设计选择以及基于事件的系统中的弹性。
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引用次数: 9
Secure Chatroom Application using Advanced Encryption Standard Algorithm 使用高级加密标准算法的安全聊天室应用程序
Rohitha Pasumarty, R. K N
This paper, in all its essence, is a group chat Application, between a variable number of users, who are connected to each other, by virtue of being a member of the same network. A central server acts as a service to accept messages from a user and forward it to all other users, who are participating in the group chat by being connected to the server at that point of time. Given that the server is up and running, new users can join the group chat server at any given time by providing the current local IP address and the port on which the server is running, although, this can only be done if the active members in a group chat does not exceed the specified and declared capacity of the server. If a large number of users is expected, the server can be configured to listen for a higher number of incoming connection requests, which should be carefully determined, since, performing an alteration in the capacity of the server requires the server to be restarted for the new capacity to come into effect. The main aim of this group chat server is that it is a secure group chat server which uses cryptographic algorithms Advances Encryption Standard for encrypting message. When the server is started, a random cipher key is generated for encryption and decryption of messages. This cipher key is the secret key that is confidential within the boundaries of the system. When a message originates from a user, it is encrypted before being sent to the server. The server receives this encrypted message and forwards it to the other users that are currently connected to the group chat server.
从本质上讲,本文是一个群组聊天应用程序,在可变数量的用户之间,通过成为同一网络的成员而相互连接。中央服务器充当服务,接收来自用户的消息,并将其转发给所有其他用户,这些用户通过在那个时间点连接到服务器来参与组聊天。假设服务器已经启动并运行,新用户可以在任何给定时间通过提供当前本地IP地址和服务器运行的端口来加入组聊天服务器,但是,这只能在组聊天中的活动成员不超过服务器的指定和声明容量的情况下完成。如果预期有大量用户,则可以将服务器配置为侦听更多数量的传入连接请求,这应该仔细确定,因为在服务器容量中执行更改需要重新启动服务器以使新容量生效。本群聊服务器的主要目标是它是一个安全的群聊服务器,使用先进的加密标准对消息进行加密。当服务器启动时,将生成一个用于消息加密和解密的随机密码密钥。该密码密钥是在系统边界内保密的秘密密钥。当消息来自用户时,它在发送到服务器之前被加密。服务器接收此加密消息并将其转发给当前连接到组聊天服务器的其他用户。
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引用次数: 13
Intelligent Automated Negotiation System in Business to Consumer E-Commerce 企业对消费者电子商务智能自动谈判系统
Dhanishtha Patil, Shubham Gaud
E-Commerce is one of the world's most fast-paced industries where the significant aspect of these industries is that they are lacking Customer-Retailer Interaction. Due to the conventional human psychology of bargaining, a product with a lower price is still popular, and some of the products in this sector lack this kind of bargaining, which would be a cause for some of the products. With the advancement of machine learning, automated and Intelligent Agent negotiating system has become a prominent tool in E-Commerce. This paper presents a negotiation technique for establishing a mutually acceptable agreement between the negotiation system which represents supplier and customers, built using Minimum Profit Algorithm designed as per seller requirements and trained on UCI machine learning repository's online retailer dataset using XG Boost regressor for intelligence. This system outperforms the traditional way of negotiation and the model was able to achieve an accuracy of 91.53 percent.
电子商务是世界上发展最快的行业之一,这些行业的重要方面是它们缺乏客户与零售商的互动。由于人类传统的讨价还价心理,价格较低的产品仍然受欢迎,而该行业的一些产品缺乏这种讨价还价,这将是导致某些产品出现的原因。随着机器学习技术的进步,自动化、智能化的代理谈判系统已经成为电子商务中一个重要的工具。本文提出了一种谈判技术,用于在代表供应商和客户的谈判系统之间建立相互接受的协议,该谈判系统使用根据卖方要求设计的最小利润算法构建,并使用XG Boost回归器对UCI机器学习存储库的在线零售商数据集进行训练。该系统优于传统的协商方式,模型的准确率达到91.53%。
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引用次数: 0
Efficient usage of spectrum by using joint optimization channel allocation method 采用联合优化信道分配方法,有效利用频谱
M. Mounisha, Chirunomula Sai Kowshik, M. Reethika, A. Dhanush
Traditionally cognitive radio can be accessed by secondary user only when foremost user is absent, but the subordinate client needs to evacuate the idle spectrum when existence of foremost user is detected. Hence, the bandwidth is reduced in traditional scheme. To overcome the problem, non-orthogonal multiple access is used to increase the efficiency of spectrum in 5G communications. Non-orthogonal multiple access is used in this method to allow the subordinate user to enter into the gamut even when forecast client is attending or not attending the conduit. Foremost client decryption technique and subordinate client decryption technique are introduced to decrypt the non-orthogonal signs. Hence, through the decoding techniques secondary user throughput can be achieved, to increase the primary user throughput duct channel energy must be in a limit. However due to the disturbance caused by the foremost client the subordinate efficiency may be decreased. Orienting towards Foremost user first deciphering and subordinate user first decoding, Here, we come up with two enhancement problems to enhance the efficiency of both primary client and secondary client. This is done using jointly optimizing spectrum resource. This citation embracing how much amount of sub channel transmission power is used and also, it enhances the number of sub channels present in it. This type of citation is to enhance optimization problems. Jointly optimization algorithm is introduced to eliminate the existing problem. This is achieved by accepting the signs and calculating the time needed to sense gamut and the forecast client attending or not attending the conduit to decrypt the data sent while forecast client is absent. The miniature outcomes will be shown the non-orthogonal based multiple access cognitive radio's predominant transmission efficiency.
传统的认知无线电只有在最重要用户不存在的情况下才能被从用户访问,但当检测到最重要用户存在时,从属客户端需要疏散空闲频谱。因此,传统的方案降低了带宽。为了克服这个问题,在5G通信中采用非正交多址来提高频谱效率。在这种方法中使用非正交多址访问,即使在预测客户端参加或不参加管道时,也允许从属用户进入域。介绍了第一客户端解密技术和从属客户端解密技术对非正交符号进行解密。因此,通过解码技术可以实现二次用户吞吐量,要增加主用户吞吐量信道能量必须在一定限度内。然而,由于最重要的客户的干扰,下级的效率可能会降低。针对第一用户优先译码和从属用户优先译码的问题,我们提出了两个增强问题,以提高主客户端和从客户端的效率。这是通过联合优化频谱资源来实现的。这个引用包含了使用的子信道传输功率的多少,并且它增加了其中存在的子信道的数量。这类引文是优化提升的问题。引入联合优化算法来消除存在的问题。这是通过接受信号和计算感知色域所需的时间来实现的,预测客户端出席或不参加管道,以在预测客户端缺席时解密发送的数据。微缩结果将显示基于非正交的多址认知无线电的优势传输效率。
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引用次数: 0
Online Text-Based Humor Detection 基于文本的在线幽默检测
T. Trueman, Gopi K, Ashok Kumar J
Artificial intelligence is replacing humans and their employment in different fields in today's technological environment. Researchers are trying to create virtual assistants and robots to mimic human characters as much as possible. Out of many impressive human characters, a sense of humor is a charming one. A virtual assistant or a robot with a great sense of humor will be a better replacement for an actual human. Moreover, natural language processing plays a vital role to capture the sense of humor from online texts. In this paper, we detect humor text from online media with help of a generalized autoregressive model. In specific, we fine-tuned the XLNet base to outperform other models in the same humor detection task with a 200k formal texts dataset. The proposed model applies context dependent features to capture the sense of humor. Our result analysis shows that our proposed work achieved an accuracy of 98.6% which is higher than existing models.
在当今的技术环境中,人工智能正在取代人类及其在不同领域的就业。研究人员正试图创造尽可能模仿人类角色的虚拟助手和机器人。在许多令人印象深刻的人类品质中,幽默感是一种迷人的品质。一个具有幽默感的虚拟助手或机器人将会是一个真正的人类的更好替代品。此外,自然语言处理在从网络文本中捕捉幽默感方面起着至关重要的作用。本文利用广义自回归模型对网络媒体中的幽默文本进行检测。具体来说,我们对XLNet库进行了微调,使其在使用200k正式文本数据集的相同幽默检测任务中优于其他模型。该模型应用上下文依赖特征来捕捉幽默感。我们的结果分析表明,我们提出的工作达到了98.6%的准确率,高于现有的模型。
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引用次数: 0
Design And Analysis Of Gate-All-Around (GAA) Triple Material Gate Charge Plasma Nanowire FET 栅极全能(GAA)三重材料栅极电荷等离子体纳米线场效应管的设计与分析
Leo Raj Solay, S. Anand, S. Amin, Pradeep Kumar
In this paper, Gate-All-Around (GAA) Charge Plasma (CP) Nanowire Field Effect Transistor (NW FET) structure design and analysis using Triple Material Gate (TMG) technique making it as a Gate-All-Around Triple Material Gate Charge Plasma Nanowire Field Effect Transistor (GAA TMG CP NW FET) is proposed. The proposed structure GAA TMG CP NW FET is compared with GAA Single Material Gate CP NW FET (GAA SMG CP NW FET) and GAA Double Material Gate CP NW FET (GAA DMG CP NW FET) structures. With the contrast made in between three structures i.e., SMG, DMG & TMG, the proposed structure GAA TMG CP NW FET resulted with promising outcomes in terms of ON-state current (ION), OFF-state current (IOFF) and their current ratios (ION/IOFF). The Analog and RF analysis were made for the proposed structure and compared with SMG & DMG which gave improved results such as Drain current with gate voltage (ID-VGS), Drain current with drain voltage (ID-VDS), Transconductance (gm), Output conductance (gd), Total gate capacitance (CGG) etc. The proposed device is then compared with the structure results such as Band energy, potential, electric field etc. A fair comparison is drawn from the SMG, DMG and TMG structures to prove its ability towards the Nanoscale device structures.
本文采用三材料栅极(TMG)技术对栅极全能(GAA)电荷等离子体(CP)纳米线场效应晶体管(NW FET)进行结构设计和分析,使其成为一种栅极全能三材料栅极电荷等离子体纳米线场效应晶体管(GAA TMG CP NW FET)。并与GAA单材料栅CP NW FET (GAA SMG CP NW FET)和GAA双材料栅CP NW FET (GAA DMG CP NW FET)结构进行了比较。通过对SMG、DMG和TMG三种结构的对比,本文提出的GAA TMG CP NW FET结构在导通电流(ION)、关断电流(IOFF)及其电流比(ION/IOFF)方面取得了令人满意的结果。对所提出的结构进行了模拟和射频分析,并与SMG和DMG进行了比较,得到了改进的结果,如漏极电流与栅极电压(ID-VGS)、漏极电流与漏极电压(ID-VDS)、跨导率(gm)、输出导率(gd)、总栅电容(CGG)等。然后将所提出的器件与结构结果进行了比较,如能带、电位、电场等。通过对SMG结构、DMG结构和TMG结构的比较,证明了SMG结构在纳米器件结构方面的能力。
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引用次数: 1
A Comparative Analysis of Progressive Loss Functions with Multi Layered Resnet Model 逐级损失函数与多层Resnet模型的比较分析
Sravanthi Kantamaneni, Charles, T. Babu
In this paper, one of the proposed ResNet model is used for denoising of RB noise. In fact, ResNet is one of the advanced deep learning methods for analysing and improving various 1D and 2D signals. Accuracy decreases due to the vanishing gradients in plain networks. The model Mozilla common speech data set is used. These are 48kHz recordings of all short sentence speaking subjects. They are all fixed at the same length and the same sampling frequency. The training course for this model uses an Adam optimizer/solver. This model is implemented in scheduling the learning rate “with a division” of 0.9 drop factor and a period of one. About 50 noise samples are available in the data set. Similarly, noise signals are acquired under various environmental conditions. Therefore, one separate data set is prepared for the T&T of the signal. When the T&T data set is small, the problem of overcompliance arises. In other words, since we are only trying to collect all data points from our dataset, we have used one proposed model to manage this dataset more efficiently. In the RMSE and precision validation values, you can feel the over- compliance issues here. Overfitting means that by 1 point of travel, the learning plot starts to deteriorate after loss and an increase in accuracy in terms of the identification. Similarly, if we are trying to pick a simple model for denoising, i.e. there is another problem - underfitting. Underfitting means that the model is either oversized or this model is oversized so that it doesn't learn enough about the dataset using that model. Each time various types of noises tries to rip off the amount added to the voice signal. Improvements in terms of denoising, RMSE and validation precision with the help of this model was given in the following sections.
本文采用所提出的一种ResNet模型对RB噪声进行去噪。事实上,ResNet是一种先进的深度学习方法,用于分析和改进各种一维和二维信号。在平面网络中,由于梯度消失导致精度降低。使用Mozilla通用语音数据集模型。这些是所有短句说话对象的48kHz录音。它们都固定在相同的长度和相同的采样频率上。该模型的训练课程使用Adam优化/求解器。该模型实现在学习率“除”为0.9下降因子,周期为1的调度中。数据集中大约有50个噪声样本。同样,噪声信号是在各种环境条件下采集的。因此,为信号的T&T准备了一个单独的数据集。当T&T数据集很小时,就会出现过度遵从的问题。换句话说,由于我们只是试图从数据集中收集所有数据点,因此我们使用了一个提议的模型来更有效地管理该数据集。在RMSE和精度验证值中,您可以感受到这里的过度遵从性问题。过拟合是指每走1个点,学习图在丢失后开始恶化,在识别方面的准确性增加。同样,如果我们试图选择一个简单的模型去噪,也就是说,存在另一个问题——欠拟合。欠拟合意味着模型要么过大,要么这个模型过大,以至于它没有充分了解使用该模型的数据集。每次都有各种各样的噪音试图把添加到语音信号中的量扯掉。在此模型的帮助下,在去噪、RMSE和验证精度方面的改进将在以下章节中给出。
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引用次数: 0
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2021 International Conference on Disruptive Technologies for Multi-Disciplinary Research and Applications (CENTCON)
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