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Natural Scene Text to Voice Signal Conversion for Visually Impaired using Deep Neural Network 基于深度神经网络的视障自然场景文本到语音信号的转换
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696523
R. Kapoor, M. Sushama, Bhavani Reddy Andem, Akhila Sri Phani Sai Sindhura S.
The deep neural network architectures can be utilized to detect and recognize the text in natural or camera images. If this text can be converted to voice signals it will be very helpful for persons with partial or no vision. Selective search-based segmentation along with VGG architecture of Deep neural networks is utilized in this work for text detection. The Py-Tesseract Optimal character recognizer is then utilized for recognizing the detected text, which is then converted to voice signals. The system can beneficial for recognizing road side or corridor boards, thus adding some independence to the life of people with special needs. The system can be modified with a search mode for a particular text in the nearby location.
深度神经网络架构可以用来检测和识别自然图像或相机图像中的文本。如果这段文字可以转换成语音信号,这将对有部分视力或没有视力的人非常有帮助。本文利用深度神经网络的VGG结构和选择性搜索分割来进行文本检测。然后利用Py-Tesseract最优字符识别器来识别检测到的文本,然后将其转换为语音信号。该系统有助于识别路边或走廊板,从而为有特殊需要的人的生活增加一些独立性。该系统可以修改为在附近位置的特定文本的搜索模式。
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引用次数: 0
Comparative Analysis of Various Classification Models on Disease Symptom Prediction Dataset 疾病症状预测数据集上各种分类模型的比较分析
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696588
Shubhi Rawat, Damini Kashyap, Aman Kumar, Gopal Rawat
Data segregation is a vital task to label the class of data. Attributes are part of knowledge working in a math task. In this paper, we report the comparative study of various classifiers, i.e., K-Nearest Neighbor (K-NN), Decision Tree, Nave Bayes, Support Vector Machine (SVM) and Random Forest, analyze that which classifier works well beneath what conditions. For this purpose, medical datasets, i.e., UCI datasets have been selected. The performance of these classifiers have been evaluated in terms of Recall, Precision, Accuracy, and F1-Score. The accuracy for Decision Tree, K-NN, Nave Bayes, SVM and Random Forest, are observed to be 95.85%, 100%, 100%, 87.46% and 98.32%, respectively. The present study illustrates that the K-NN and Nave Bayes classifiers outperformed as compared to Decision Tree, SVM and Random Forest. Therefore, KNN and Nave Bayes classifiers can be used in automatic ailment and ascertaining diseases detection.
数据分离是标记数据类别的一项重要任务。属性是在数学任务中工作的知识的一部分。在本文中,我们报告了各种分类器的比较研究,即k -最近邻(K-NN),决策树,中贝叶斯,支持向量机(SVM)和随机森林,分析哪种分类器在什么条件下工作良好。为此,选择了医疗数据集,即UCI数据集。这些分类器的性能已经在召回率,精度,准确性和F1-Score方面进行了评估。决策树、K-NN、Nave Bayes、SVM和Random Forest的准确率分别为95.85%、100%、100%、87.46%和98.32%。目前的研究表明,与决策树、支持向量机和随机森林相比,K-NN和朴素贝叶斯分类器的表现更好。因此,KNN分类器和朴素贝叶斯分类器可以用于自动疾病检测和确定疾病。
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引用次数: 0
A Study on Energy Efficiency of Agriculture Pumpsets in India 印度农业水泵机组能源效率研究
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696470
S. Manoharan, V. Govindaraj, P. Palpandian, G. Sureshkumaar, B. Mahalakshmi
In India, there is an increasing demand for electrical energy to meet irrigation needs. Many states electrical utilities have been experiencing severe power outages, causing farmers to become dissatisfied. It has been observed that underground water levels have dropped dramatically over the last few decades, while cultivated land has increased due to forest clearing. As a result, demand for electrical energy for irrigation is increasing. Agriculture receives free electricity in many Indian states. So, despite the fact that there is a lot of savings potential in pump sets, the poor farmer has no interest in replacing inefficient pump sets, incorporating capacitors, or spending money on existing pump sets other than rewinding burnout motors, etc. Subsidized or free power greatly encourages this mindset to choose a slightly more expensive efficient pump set. This paper examines the various factors that can impact a pump set's efficiency, as well as initiatives undertaken by the Indian government to improve energy efficiency in the agricultural sector. The article also discusses obstacles/difficulties encountered while replacing inefficient pump sets with energy efficient pump sets, as well as policy recommendations for improving overall efficiency in this sector.
在印度,为了满足灌溉需求,对电能的需求不断增加。许多州的电力公司都经历了严重的停电,导致农民感到不满。据观察,在过去的几十年里,地下水位急剧下降,而由于森林砍伐,耕地增加了。因此,灌溉对电能的需求正在增加。在印度的许多邦,农业可以获得免费电力。因此,尽管泵组有很多节省的潜力,但贫穷的农民没有兴趣更换效率低下的泵组,合并电容器,或者在现有的泵组上花钱,而不是重新绕组耗尽的电动机等。补贴或免费电力极大地鼓励了这种心态,即选择稍微贵一点的高效泵组。本文考察了可能影响泵组效率的各种因素,以及印度政府为提高农业部门的能源效率而采取的举措。本文还讨论了用节能泵机组取代低效泵机组时遇到的障碍/困难,以及提高该部门整体效率的政策建议。
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引用次数: 1
Reliability Assessment of Lightning Protection of Renaissance Architecture Based Heritage Church in India Using Electrogeometric Methods 基于电几何方法的印度文艺复兴建筑遗产教堂防雷可靠性评估
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696880
Srisailam Sreedhar, V. Srinivasan, Arulmozhivarman P, T. Selvaraj
With growing concerns due to climate change, lightning has become a perceptible natural disaster that has triggered large-scale damages to tall structures, including heritage monuments. Several researchers have implemented and utilized various methods of Lightning Protection Systems (LPS) to safeguard the structures from direct lightning strokes. However, several occurrences of damages caused due to lightning strokes on heritage monuments and structures of significance continue to be reported worldwide. The main objectives of this research are to analyze the adequacy and reliability of the existing LPS installed in a famous ‘renaissance architecture’ heritage church i.e., Sé Cathedral, Goa and carry out detailed lightning protection studies for gable roofs using variants of electro-geometric methods. Further, recommendations are summarized wherein locations of critical points of strikes to the structure from direct lightning strikes are identified to avoid consequent damages.
随着人们对气候变化的担忧日益增加,闪电已经成为一种可感知的自然灾害,它已经引发了包括遗产纪念碑在内的高层建筑的大规模破坏。一些研究人员已经实施并利用了各种防雷系统(LPS)的方法来保护结构免受直接雷击。然而,在世界范围内,仍有几起因雷击而造成遗产纪念碑和重要建筑物损坏的报道。本研究的主要目的是分析安装在著名的“文艺复兴建筑”遗产教堂(即果阿的s大教堂)中的现有LPS的充分性和可靠性,并使用各种电几何方法对山墙屋顶进行详细的防雷研究。此外,总结了建议,其中确定了直接雷击对结构的关键点位置,以避免随之而来的损害。
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引用次数: 0
Fake Product Identification with the Help Of Block Chain Technology 借助区块链技术实现假冒产品识别
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696859
S. Kalpana Devi, K. Samy Durai, Karthik M Shri Balaji, J. Ravi Kumar
Blockchain has gotten a lot of publicity recently, and there are a lot of applications that have come out of it. The cryptocurrency, Bitcoin is a well-known Blockchain technology which effectively solves the double-spending issue, can validate the validity of transactional history without depending on a centralised framework to do the same. As a result, the application which uses Blockchain technology as its foundation guarantees that the data is tamper-free. The paper employs a decentralised Blockchain based proposal to verify that customers do not solely depend on retailers to decide whether or not goods are original. We define a decentralised Blockchain framework without fake goods, so that producers can use it to produce legitimate products without directly handling stores, lowering product quality assurance costs significantly.
区块链最近得到了很多宣传,并且有很多应用程序都是从它出来的。加密货币比特币是一种著名的区块链技术,它有效地解决了双重支出问题,可以验证交易历史的有效性,而不依赖于集中的框架来做同样的事情。因此,以区块链技术为基础的应用程序可以保证数据不被篡改。该论文采用了一种去中心化的基于区块链的提议,以验证客户并不完全依赖零售商来决定商品是否是原创的。我们定义了一个没有假货的去中心化区块链框架,这样生产者就可以使用它来生产合法产品,而无需直接与商店打交道,大大降低了产品质量保证成本。
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引用次数: 1
Comparison of 32-bit ALU for Reversible Logic and Irreversible Logic 可逆逻辑与不可逆逻辑的32位ALU比较
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696935
S. Nagaraj, B. Krishna, Botta Chakradhar, Debanjan Sarkar
Semiconductor devices has been undergoing large improvement in terms of performance, speed of the device because of large scaling of devices, simultaneously the power dissipation has been one of the major concern. As the scaling of device has been reached its limits the break through could be the emerging technology i.e., Reversible computing in VLSI industry. As this technology has zero power dissipation, this is a major advantage in the reversible logic circuits. The ALU is major component in the system and it is used in the applications such as computers, mobiles, and calculators. The 32 Bit arithmetic logic unit is designed using Verilog Hardware Description Language with operations such as AND logic, OR logic, FullAdder using One bit ALU. The reversible ALU can work fast as compared with irreversible ALU. Reversible logic gates decreases power dissipation, delay and area. So reversible gates are used in VLSI design techniques. This paper presents an ALU designed of reversible logic gates using Toffoli, Fredkin, and Peres Gate which replaces the AND and OR gate for each one bit ALU. All the logics are performed using the softwares Modelsim Altera 6.3g and the synthesis using Xilinx ISE 14.7. The designed ALU using reversible logic reduces the area about 34% and delay about 48.91%.
由于器件的规模化,半导体器件在性能、速度等方面都有了很大的提高,同时其功耗也一直是人们关注的主要问题之一。随着器件的规模已经达到极限,突破口可能是超大规模集成电路行业的新兴技术,即可逆计算。由于该技术具有零功耗,这是可逆逻辑电路的主要优势。ALU是系统的主要组成部分,主要用于计算机、手机、计算器等应用。采用Verilog硬件描述语言设计32位算术逻辑单元,采用1位ALU实现与逻辑、或逻辑、全阶梯等运算。与不可逆ALU相比,可逆ALU工作速度快。可逆逻辑门降低功耗,延迟和面积。因此,可逆门被用于超大规模集成电路的设计技术中。本文提出了一种采用Toffoli门、Fredkin门和Peres门设计的可逆逻辑门的ALU,它代替了每个位ALU的与或门。所有的逻辑都是使用Modelsim Altera 6.3g软件执行的,合成使用Xilinx ISE 14.7。采用可逆逻辑设计的ALU可减少约34%的面积和48.91%的延迟。
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引用次数: 1
Approximation of Time-Delay Systems Using Curve Fitting Technique 用曲线拟合技术逼近时滞系统
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696965
Kishore Bingi, B. Prusty
This paper focuses on developing an analytical model for rational approximation of time-delay systems. The proposed model's attractiveness is in its simplicity and ease of implementation. The technique uses frequency response data of the pure time-delay model during the least square iteration while minimizing the Levy's cost function. The step-response characteristics of the proposed method have shown the best performance on various integer and fractional-order time-delay systems compared to the frequently used Padé approach. The numerical analysis in integral absolute error has further confirmed the best result of the proposed technique. This is true for all the considered integer and fractional-order time-delay systems.
本文主要研究时滞系统的合理逼近的解析模型。该模型的吸引力在于它的简单性和易于实现。该方法利用纯时滞模型的频响数据进行最小二乘迭代,同时使Levy代价函数最小化。与常用的pad方法相比,该方法的阶跃响应特性在各种整数阶和分数阶时滞系统上表现出最好的性能。在积分绝对误差下的数值分析进一步证实了该方法的最佳效果。这对所有考虑的整数阶和分数阶时滞系统都成立。
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引用次数: 0
Electroencephalogram based Movable Electric Wheelchair for Differently Abled Person 基于脑电图的残疾人移动电动轮椅
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696818
K. Jayabharathy, B. Muralidaran, M. Kumar
The objective of this paper is to design a movable electric wheel chair for the Quadriplegia patients. Quadriplegia patients are those people who cannot move any of their appendages in the body underneath their necks. An EEG-based cerebrum-controlled wheelchair has been developed to utilize the Brain PC interface (BCI). The designed chair uses Neurosky mind wave EEG headset. The Atmel Microcontroller is modified utilizing Arduino and MATLAB Programming language to send the BCI yield to perform forward in reverse and rotational developments in the wheelchair. This wheelchair will be a great help for the patients with mobility impairments.
本文的目的是为四肢瘫痪患者设计一种可移动的电动轮椅。四肢瘫痪的病人是那些不能移动脖子下面身体的任何附属物的人。利用脑机接口(BCI),研制了一种基于脑电图的脑控轮椅。设计的椅子使用Neurosky脑电波脑电图耳机。利用Arduino和MATLAB编程语言修改Atmel微控制器,发送BCI产量,以在轮椅上执行反向和旋转开发。这台轮椅将对行动不便的病人有很大的帮助。
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引用次数: 1
Design and Analysis of ZSI fed PMSM Drive for Pumping Applications with Field Oriented Control 面向磁场控制泵送用ZSI永磁同步电机驱动器的设计与分析
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696895
N. Avinash, C. A., R. W, J. Vanishree, I. V, Rohan Kamat Tarcar
Special Machines are gaining momentum in high performance drives. Permanent Magnet Synchronous Motor (PMSM) drives are widely employed to take advantage of its distinctive characteristics such as increased efficiency, improved power factor, comparatively lower inertia, high power density and larger torque to volume ratio. To integrate with renewable resources there are many recent inverter topologies. One such topology is popular Impedance Source Inverter (ZSI). ZSI uses a combination of capacitors and inductors (Z-Source network) followed by a conventional VSI. Because of its unique structure, ZSI reduces line harmonics, increases reliability, improves power factor and extends output voltage range. This paper attempts to analyze closed loop performance of conventional ZSI fed PMSM drive with classical FOC with different modulation schemes for pumping applications. Mathematical model of the pump is formulated and its performance is analyzed during simulation. Characteristic curve of centrifugal pump is validated using simulation results obtained.
特殊机器在高性能驱动器方面正获得动力。永磁同步电机(PMSM)驱动器广泛应用于其独特的特点,如提高效率,改善功率因数,相对较低的惯性,高功率密度和较大的转矩体积比。为了集成可再生资源,最近出现了许多逆变器拓扑结构。一种这样的拓扑是流行的阻抗源逆变器(ZSI)。ZSI使用电容和电感(z源网络)的组合,然后是传统的VSI。由于其独特的结构,ZSI减少了线路谐波,提高了可靠性,提高了功率因数,并扩大了输出电压范围。本文试图分析不同调制方案的传统ZSI馈源永磁同步电动机驱动在抽运应用中的闭环性能。建立了该泵的数学模型,并对其性能进行了仿真分析。利用仿真结果验证了离心泵的特性曲线。
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引用次数: 1
Model Based Cardiac Control System For The Left Heart Using LabView 基于LabView的左心模型心脏控制系统
Pub Date : 2021-11-27 DOI: 10.1109/i-PACT52855.2021.9696473
S. Rahul, R. Chitra, Seeram Sai Sudheer, Palevla Venkata Naga Ravi Teja, Amruthavalli Archakam, Jaswanth Reddy Modium
With advancements in biomedical engineering research several mathematical models were developed for cardiovascular system, but their utilization has hindered due to scope limitations. This study aims to develop a simulation program to study the phenomena of filling and ejection in the Human Heart. This study investigates the Control Scheme for a transfer function Model-Based Cardiac System through the simulation tool LabVIEW. It is possible to simulate and analyze essential physiological features of the human heart by correlating the physiological system into an equivalent Mathematical Model such as the Transfer Function model. The blood filling and ejection models of the human heart are demonstrated in this work. The circulatory graphical plots of the Human Cardiovascular Control System during the phenomena of blood filling and ejection are presented and discussed. The performance of the control scheme successfully aids in retaining the significant parameters at the threshold level. The mathematical model can be used to gain deeper insights into the functioning of the human heart. It also aids in the development of an accurate model of the cardiovascular system that helps in analyzing the pressure pulse in the arteries of the human heart. This study paves a way for further research studies in Artificial Pacemaker as a future scope.
随着生物医学工程研究的不断深入,人们建立了一些心血管系统的数学模型,但由于范围的限制,这些模型的应用受到了阻碍。本研究旨在开发一个模拟程序来研究人类心脏的充盈和弹射现象。本研究通过LabVIEW仿真工具研究了基于传递函数模型的心脏系统的控制方案。通过将生理系统关联到等效的数学模型(如传递函数模型)中,可以模拟和分析人类心脏的基本生理特征。在这项工作中展示了人类心脏的充血和射血模型。给出并讨论了人体心血管控制系统在充血和射血过程中的循环图形。控制方案的性能成功地帮助在阈值水平上保持重要参数。这个数学模型可以用来更深入地了解人类心脏的功能。它还有助于开发心血管系统的精确模型,帮助分析人类心脏动脉的压力脉冲。本研究为今后人工心脏起搏器的进一步研究奠定了基础。
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引用次数: 0
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2021 Innovations in Power and Advanced Computing Technologies (i-PACT)
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