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2021 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES)最新文献

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Efficient Multilevel Federated Compressed Reinforcement Learning of Smart Homes Using Deep Learning Methods 基于深度学习方法的智能家居高效多级联邦压缩强化学习
P. Ravichandran, C. Saravanakumar, J. Rose, M. Vijayakumar, V. M. Lakshmi
Internet of Things connects all real time devices using the wireless nature for collecting, sharing and processing of data. These data are analyzed using machine learning models based on the structure of data. Reinforcement learning is a type of learning method which performs with past experience of data. Traditional algorithms use data with a specific environment with a learning process for prediction. Federated Learning (FL) is achieved through the integration of the various learning models for achieving accuracy. The proposed learning algorithm uses multilevel FL over the smart homes with two house data for analysis of the user behavior. Various kinds of sensors are used for analyzing the behavior, namely local and global. The data is shared with agents and servers with the use of communication networks. It suffers the bandwidth issues because of heterogeneity in the data, so this is overcome by using FL compression method. Multilevel FL compression method achieves reduced latency with efficient interaction. The proposed technique achieves better accuracy when compared to existing RL method with maximum performance and reliability.
物联网利用无线特性将所有实时设备连接起来,进行数据的收集、共享和处理。使用基于数据结构的机器学习模型对这些数据进行分析。强化学习是一种利用过去的数据经验进行学习的方法。传统算法使用特定环境下的数据,并通过学习过程进行预测。联邦学习(FL)是通过集成各种学习模型来实现准确性的。提出的学习算法在智能家居上使用多层FL对两个房屋数据进行用户行为分析。各种各样的传感器用于分析行为,即局部和全局。数据通过通信网络与代理和服务器共享。由于数据的异构性导致带宽问题,因此采用FL压缩方法克服了这一问题。多级FL压缩方法通过有效的交互减少了延迟。与现有的强化学习方法相比,该方法在最大性能和可靠性方面取得了更好的精度。
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引用次数: 11
Analysis of an Efficient Routing Protocol for Mobile AD-HOC Networks 移动AD-HOC网络中一种高效路由协议分析
C. Altaf, S. Ahmed
Power and line saving in ad hoc mobile networks are important (MANET). Not only the transmission ratio but also network life is affected by these two factors. In this paper, we provided an efficient and easy routings agreement to extend the service life and dispense as fairly as possible the traffic of the networks. In addition, a service capacity concept is implemented to reverse the congestion move around a point. The mentioned routings protocols are thus able to prevent associate congestion and reach a higher packets transmission rate. A routings design is the main factorsand should be carefully addressed to achieve efficient and solid communication between UAVs. This subject has drown attention many scholars and different routings protocol have been put advance for improving data transmission efficiency in FANETs due to its significance and usefulness. In this paper we are therefore conducting a report on the astate of the art routings protocol in the last few year ago. Firstly, a detailed analysis of the FANETs routing has recently been carried out by differentiating them completely according to their routing process. Then we analyze the characteristics and the service quality metrics of each protocol against each other. Finally, we suggest a few unresolved problems and possible FANET routing research directions
在自组织移动网络(MANET)中,省电和省线是非常重要的。这两个因素不仅影响传输率,而且影响网络寿命。在本文中,我们提供了一种高效、简单的路由协议,以延长网络的使用寿命,并尽可能公平地分配网络的流量。此外,还实现了服务容量概念,以扭转围绕点的拥塞移动。因此,上述路由协议能够防止关联拥塞并达到更高的数据包传输速率。路由设计是实现无人机之间高效、可靠通信的主要因素,需要认真解决。由于该问题的重要性和实用性,许多学者对其进行了研究,并提出了不同的路由协议来提高fanet的数据传输效率。因此,在本文中,我们将对过去几年来最先进的路由协议进行报告。首先,对fanet的路由进行了详细的分析,根据其路由过程对其进行了完全的区分。然后分析了各协议的特点和服务质量指标。最后,我们提出了一些有待解决的问题和可能的研究方向
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引用次数: 1
Smart Village Monitoring and Control Using PLC And SCADA 基于PLC和SCADA的智慧村庄监控
T. Thaj Mary Delsy, K. Haritha, Betsy Martin, G. Karthika
The development of a country always depends on the development of villages. In this regard, the data from Athipattu village has been taken to develop the concept of smart village. Athipattu is a village near Minjur in Thiruvallur district of Tamil Nadu. As part of the smart village concept, we need a system which monitors, control and automate the process involved in Agriculture, Water Management, Power saving and storing of cultivated products in a safe and long lasting environments. The existing projects have smart agriculture or smart power distribution or water management individually. Our project integrates the above features with an additional cold storage room for monitoring and controlling a smart village using PLC and SCADA. Supervisory Control and Data Acquisition (SCADA) is a graphical representation of entire smart village. Programmable Logic controller (PLC) is digital computer which gets data from the field device and passes the control variables to SCADA Software. The moisture level in field is monitored and automates the irrigation systems for the crops, vegetable and farming related activities. The power can be saved by automating lights in public places like streets, parks etc. The availability of water is monitored from the resources like river and the water distribution is automated for the domestic and irrigation purpose. The public cold storage room also can be monitored and controlled where a farmer can keep his cultivated items for further processing. The Micrologix 1400 PLC by Allen Bradley and the Intouch Wonderware SCADA software are used in this project.
一个国家的发展总是依赖于农村的发展。在这方面,我们采用了来自Athipattu村的数据来发展智慧村的概念。Athipattu是泰米尔纳德邦Thiruvallur地区Minjur附近的一个村庄。作为智慧村概念的一部分,我们需要一个系统来监测、控制和自动化涉及农业、水管理、节能和在安全和持久的环境中储存农产品的过程。现有的项目分别有智能农业、智能配电或智能水管理。我们的项目将上述功能与一个额外的冷库集成在一起,用于使用PLC和SCADA监控智能村。SCADA (Supervisory Control and Data Acquisition)是整个智慧村庄的图形化表示。可编程控制器(PLC)是一种从现场设备获取数据并将控制变量传递给SCADA软件的数字计算机。监测田间的水分水平,并使作物、蔬菜和农业相关活动的灌溉系统自动化。通过在街道、公园等公共场所安装自动照明装置,可以节省电力。从河流等资源监测水的可用性,并为家庭和灌溉目的自动分配水。公共冷库也可以被监测和控制,农民可以在那里保存他种植的作物进行进一步加工。本项目采用Allen Bradley公司的Micrologix 1400 PLC和Intouch Wonderware SCADA软件。
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引用次数: 1
Automatic Speed Controller of Vehicles Using Arduino Board 基于Arduino板的车辆自动速度控制器
V. Meenakshi, D. Immanuel, M. Kavitha, V. Kaveri, C.R. Edwin Selva Rex
As a ways as vehicles are involved, safety may be very critical to reduce the occurrence of accidents in velocity confined zones. It lessen the lack of belongings and lifestyles. According to the modern-day surveys, within the past few years, an coincidence close to the school zones, hospital zones and sharp turnings have accelerated quite, because of their rush to get the centered area fast. Therefore calculating automobile velocity has been a important trouble to be taken into consideration. This paper goals to offer a realistic, packed in and easy propose to develop an automated automobile speed manipulate gadget, which desires to be quick get achieved in college, university, hospital, sharp turning zones to reduce the various accidents. This computerized speed controlling machine is constructed using the microcontroller- primarily based definitely platform of the Arduino Uno board. Here programming the Arduino inside the sort of way that, the prescribed speed restrict became integrated within the transmitter unit. The transmitter sends the signal through the receiver inside the vehicle using wi-fi communication era and the speed of the automobile modified into mechanically controlled with the aid of the input alerts by way of the usage of the receiver, with the assist of velocity encoder sensor.
作为一种涉及车辆的方式,安全可能是非常关键的,以减少事故的发生在速度受限区域。它减少了财产和生活方式的缺乏。根据现代调查,在过去的几年中,靠近学校区域、医院区域和急转弯的巧合发生的速度相当快,因为他们急于快速到达中心区域。因此,计算汽车的速度是必须考虑的一个重要问题。本文旨在提供一种实用、简便、方便的汽车自动调速装置的研制方案,希望能在大专院校、医院、急转弯等场所快速实现,以减少各种事故的发生。这台计算机速度控制机是使用Arduino Uno板的微控制器为主的绝对平台构建的。在这里编程Arduino内部的某种方式,规定的速度限制成为集成在发射器单元。发射器通过车内接收器通过wi-fi通信时代发送信号,通过接收器的使用,在速度编码器传感器的辅助下,通过输入警报将汽车的速度修改为机械控制。
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引用次数: 0
Efficient Analysis for Extracting Feature and Evaluation of Text Mining using Natural Language Processing Model 基于自然语言处理模型的文本挖掘特征提取与评价分析
R. Purushothaman, S. Rajagopalan, C. Saravanakumar
Text mining is the process of extracting the word from the document which is collected from various sources. It is used to transform the text into normalized data for performing machine learning operations. Feature extraction process in the text considers various words in the text then converted into features. Traditional extraction methods extract the features without semantic meaning of the data due to different data formats. Because of the natural language representation, the text mining process uses the document as an input and evaluates the meaning and relationship between the documents. The main objective of the proposed analysis for extracting the features forms the text with various models and parameters. Bag of Words, GloVe, Word2Vec, TF-IDF and Doc2Vec models are analyzed. This analysis considers parameters like cost, number of iteration, learning rate, similarity measure and object relationship for performance measurement. This model uses the Wikipedia data source for analysis and gives raw data with high volume
文本挖掘是从各种来源收集的文档中提取单词的过程。它用于将文本转换为执行机器学习操作的规范化数据。文本中的特征提取过程考虑文本中的各种单词,然后将其转换为特征。传统的提取方法由于数据格式不同,提取的是数据中没有语义的特征。由于使用自然语言表示,文本挖掘过程使用文档作为输入,并评估文档之间的含义和关系。该分析的主要目标是提取具有各种模型和参数的文本的特征。分析了Bag of Words、GloVe、Word2Vec、TF-IDF和Doc2Vec模型。该分析考虑了诸如成本、迭代次数、学习率、相似性度量和对象关系等参数来进行性能度量。该模型使用维基百科数据源进行分析,并给出大量的原始数据
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引用次数: 0
Hybrid Approach of Genetic Algorithm and Differential Evolution in WSN Localization 遗传算法与差分进化混合方法在WSN定位中的应用
B. Nithya, J. Jeyachidra
Sensor node localization refers to the knowledge of position information and is a procedural technique for estimating sensor node location. In wireless sensor networks, localization refers to the estimation of sensor node location information. Optimization algorithms are used to determine the position of sensor nodes. Traditional algorithms rely on analytical methods, which increase in computational complexity as the number of sensor nodes grows. Due to resource constraints, cost constraints, and sensor node energy constraints, an algorithm with reduced computational complexity is needed, one that does not need external hardware, needs less run time and memory, is scalable and easy to implement without losing performance, and has improved location estimation accuracy with better convergence. The proposed research work uses Genetic algorithm and differential evolution algorithm are combined in the hybrid Genetic Algorithm - Differential Evolution localization algorithm. Differential Evolution has a higher mutational rate, whereas the Genetic Algorithm has a better range and crossover operator. In wireless sensor networks, the Hybrid Genetic Algorithm - Differential Evolution uses the selection with crossover operators of Genetic Algorithms and the mutation operator of Differential Evolution to approximate the positioning information of sensor nodes.
传感器节点定位是指对位置信息的了解,是一种估计传感器节点位置的程序性技术。在无线传感器网络中,定位是指对传感器节点位置信息的估计。采用优化算法确定传感器节点的位置。传统的算法依赖于分析方法,随着传感器节点数量的增加,计算复杂度会增加。由于资源约束、成本约束和传感器节点能量约束,需要一种计算复杂度较低的算法,该算法不需要外部硬件,需要较少的运行时间和内存,具有可扩展性和易于实现而不损失性能,并且具有更好的收敛性和更高的位置估计精度。本研究采用遗传算法和差分进化算法相结合的混合遗传算法-差分进化定位算法。差分进化具有较高的突变率,而遗传算法具有较好的范围算子和交叉算子。在无线传感器网络中,混合遗传算法-差分进化利用遗传算法的交叉算子选择和差分进化的变异算子来近似传感器节点的定位信息。
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引用次数: 0
Capsule Networks based Acoustic Emotion Recognition using Mel Cepstral Features 基于脑背谱特征的胶囊网络声学情感识别
Y. Bhanusree, T. V. V. Reddy, S. K. Rao
Emotions of human plays an important role in personal and work life. Performance at workplace is mostly dependent on the varying emotions and they can be captured through facial expressions, body language and acoustics. Identifying the basic emotions through speech has its own advantages and is progressive these days. Acoustic based emotion recognition can be either linguistic or non-linguistic and the latter is more flexible as it is language independent. Most of the work in this area till date has been done through machine learning algorithms and accuracy is almost compromised. The deep neural networks on the other hand have proven to be achieving more accuracy. The convolution neural networks used for feature extraction has limitations on capturing both temporal and spatial features. Capsule nets is one of the improvised solutions to tackle the situation. The proposed work has used capsule networks with dynamic routing in combination with convlD layer. The proposed model is experimented on RAVDESS, SAVEE, CREMA-D, EMODB, IEMOCAP corpora and is found successful. An improved test accuracy has been achieved on every data corpus.
人的情绪在个人生活和工作中都起着重要的作用。工作场所的表现主要取决于不同的情绪,这些情绪可以通过面部表情、肢体语言和音响来捕捉。通过言语来识别基本情绪有其自身的优势,而且在当今是一种进步。基于声学的情感识别可以是语言的也可以是非语言的,后者更灵活,因为它是独立于语言的。迄今为止,该领域的大部分工作都是通过机器学习算法完成的,准确性几乎受到了损害。另一方面,深度神经网络已被证明具有更高的准确性。用于特征提取的卷积神经网络在捕获时间和空间特征方面存在局限性。胶囊网是应对这种情况的临时解决方案之一。该方法采用了带动态路由的胶囊网络,并结合convlD层。该模型在RAVDESS、SAVEE、CREMA-D、EMODB、IEMOCAP语料库上进行了实验,取得了良好的效果。在每个数据语料库上都实现了更高的测试精度。
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引用次数: 1
Design of Cubic Dielectric Resonator Antenna for Biomedical Application 生物医学用立方介质谐振器天线的设计
L. Raja, A. Farithkhan, K. Vijayalakshmi, T. Sripriya, R. Krishnan, Keren Naomi Devnesh
This paper describes the simple design of a dielectric resonator antenna for 2.4 GHz using a regular cubic resonator for biomedical applications. Dielectric resonator antennas (DRAs) are used at microwave and millimeter frequencies and consist of materials having a high dielectric constant that have high gain and directivity. The resonator is placed upon a copper-grounded fire-resistant substrate. The selected dielectric resonator has a resonant frequency fr = 2.4 GHz and dielectric constant εr = 9.8. Computer Simulation Technology (CST) Microwave Studio was used to perform the simulation and analysis. The gain of the proposed antenna is 1.508 dBi and the directivity is 2.121 dBi.
本文介绍了一种用于生物医学应用的2.4 GHz介质谐振器天线的简单设计。介质谐振器天线(DRAs)用于微波和毫米频率,由具有高增益和指向性的高介电常数的材料组成。谐振器放置在铜接地的耐火衬底上。所选介质谐振腔的谐振频率fr = 2.4 GHz,介电常数εr = 9.8。利用计算机仿真技术(CST)微波工作室进行仿真分析。该天线的增益为1.508 dBi,指向性为2.121 dBi。
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引用次数: 1
Text to Braille Conversion System 文本到盲文转换系统
Rhea Sawant, Prabhav, Pranjal Shrivastava, Priti Shahane, R. Harikrishnan
Braille is a vital means of communication; it is a system for blind persons, one of touch reading and writing in which raised dots are impressions which represent the letters of the alphabet. It is a combination of six impressions that each represent a type of alphabet and it also contains equivalent representation combinations for punctuation marks. Braille is typically read by using the sense of touch, by running fingers across, from the left to the right along each of the lines. Braille is an extremely important tool for blind people to educate themselves and it is a critical component that supports not only educational advancement, but sub consequently also increases employment prospects. It is just like sign language, it is universally accepted but mostly, only the visually impaired people learn braille, unlike sign language which at least the family members of the deaf or hard of hearing individuals learn to be able to communicate with them. The blind should be taught braille to be able to become literate, which is a necessity in today's world. Braille is a much harder language than sign as there exists a lot of combinations of the impressions of the six raised dots that are not easy to memorize. Text to braille Conversion system acts as a means of communication between those who do not know braille and the blind who do understand how to read braille. One would no longer require knowing braille himself to be able to communicate with someone who is visually impaired. He could just simply type in normal text and those texts would get translated to Braille characters in real time.
盲文是一种重要的交流方式;这是一种盲人的触摸阅读和书写系统,其中凸起的点代表字母表中的字母。它是六种印象的组合,每种印象代表一种字母,它还包含标点符号的等效表示组合。盲文通常是通过触摸来阅读的,手指沿着每条线从左到右移动。盲文是盲人自我教育的一种极其重要的工具,它不仅是支持教育进步的关键组成部分,而且也因此增加了就业前景。就像手语一样,它被普遍接受,但大多数情况下,只有视障人士学习盲文,而不像手语,至少聋哑人或听力障碍者的家庭成员学习能够与他们交流。盲人应该学习盲文才能识字,这在当今世界是必要的。盲文是一种比手语更难的语言,因为有很多六个凸起点的印象组合,不容易记忆。文本到盲文的转换系统是不懂盲文的人和懂盲文的盲人之间交流的一种手段。人们不再需要知道盲文才能与视力受损的人交流。他只需简单地输入正常文本,这些文本就会被实时翻译成盲文。
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引用次数: 1
Edge Delay and Communication Phase in Consensus Network 共识网络中的边缘延迟与通信相位
Nakul Giri, Sateesh Kumar Awasthi
We study the basic consensus algorithms and calculate the consensus parameter for the 8 nodes 1-nearest neighbour cycle. Further, we analyze network having 3-nodes, which is an irreducible markov chain for fixed delay environment on two different edges of this network. With the help of this analysis, we check the effect over the convergence rate. Later, we study the initial working behaviour of consensus and communication phase of a 50-nodes 1-nearest neighbour cycle. Also, we calculate slot's timing along with number of transmitters in any slot. We find convergence rate bound for the 50-nodes network having 1-nearest neighbour.
研究了基本的共识算法,并计算了8个节点1-近邻循环的共识参数。进一步,我们分析了具有3节点的网络,它是一个不可约的马尔可夫链,在该网络的两个不同边上具有固定的延迟环境。借助这一分析,我们检查了对收敛速度的影响。随后,我们研究了一个50节点1近邻循环的共识和通信阶段的初始工作行为。此外,我们还计算了插槽的定时以及任何插槽中的发射机数量。我们找到了具有1个近邻的50节点网络的收敛速度界。
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引用次数: 0
期刊
2021 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems (ICSES)
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