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2021 International Conference on Computational Performance Evaluation (ComPE)最新文献

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Multi-Operator based Saliency Detection 基于多算子的显著性检测
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752378
Nishu Sethi, S. B. Bajaj, Vivek Jaglan
Considering the changed size and aspect ratio of the display devices, it is required to resize the presentation of images of those devices. As displays become less expensive and are consolidated into an ever-increasing number of gadgets, there is an expanded spotlight on the image resizing systems to fill a picture to subjective size of the screen. Removing vigorous visual saliency guides and picture editing are central issues in PC vision, designs, and many more. It isn't easy to distinguish and trim the whole remarkable object from pictures with a complex foundation. In this paper, the different techniques for image resizing and preserving important objects are discussed. This paper also presents novel methods for image resizing based on solving the current problem with it.
考虑到显示设备的尺寸和宽高比的变化,需要调整这些设备的图像显示的大小。随着显示器变得越来越便宜,并被整合到越来越多的小工具中,人们越来越关注图像大小调整系统,以使图像填充到屏幕的主观尺寸。移除有力的视觉显著性指南和图片编辑是PC视觉、设计等方面的核心问题。从基础复杂的图片中区分和修剪整个引人注目的物体是不容易的。本文讨论了图像大小调整和重要目标保留的不同技术。在解决当前图像大小调整问题的基础上,提出了新的图像大小调整方法。
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引用次数: 0
Impact of Microgrid towards Power System Resilience Improvement during Extreme Events 极端事件下微电网对提高电力系统弹性的影响
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752302
Puspendu Ghosh, M. De
Microgrids are considered a promising alternative for handling significant power-disrupting incidents due to their islanding capabilities and the potential to support renewable energy penetration. A two-stage analysis is conducted in this review paper to explain the impact of microgrids in increasing the resilience of the electrical network. In the initial stage, resilience-based modeling methods are presented based on microgrid resilience strategies utilized during various phases of severe disasters. In the next stage, the use of microgrids as a resilience resource is analyzed by building self-sustaining microgrids. The formation of dynamic and interconnected microgrids and the coordination of various energy networks are also investigated. In addition, the importance of the resilience of communication networks to improve microgrid resilience is analyzed. Finally, the research gaps in the existing literature are presented, along with the prospects to enhance the extant resilience-based operating approaches to increase microgrid resilience.
微电网由于其孤岛能力和支持可再生能源渗透的潜力,被认为是处理重大电力中断事件的有希望的替代方案。在这篇综述文章中进行了两个阶段的分析,以解释微电网在增加电网弹性方面的影响。在初始阶段,基于严重灾害不同阶段的微电网弹性策略,提出了基于弹性的建模方法。在下一阶段,通过构建自我维持的微电网来分析微电网作为弹性资源的使用。动态互联微电网的形成和各种能源网络的协调也进行了研究。此外,分析了通信网络弹性对提高微电网弹性的重要性。最后,介绍了现有文献中的研究空白,以及增强现有基于弹性的运营方法以提高微电网弹性的前景。
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引用次数: 5
Classification of Diabetes using Machine Learning 利用机器学习对糖尿病进行分类
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9751955
N. Islam, Ruqaiya Khanam
Diabetes is an autoimmune disorder which can affect people of any age group or gender. Some people inherit it genetically and others develop it at some point in their lives. In any case it can bring hardship and misery to the patient, which can be both mental and physical in nature. One good way of combating diabetes could be to make its diagnosis quicker, cheaper, and affordable. By making full use of modern day computing capabilities that thing is very much possible. To make diagnosis of diabetes we employ a variety of Machine Learning algorithms like Decision Trees (DT), Naive Bayes (NB), Support Vector Machine (SVM), Logistic Regression (LR). The idea behind making use of many algorithms is for the performance evaluation of the commonly applicable Machine Learning algorithms, and to gauge which algorithm could best fit our need. An accuracy of 78.5% was achieved for SVM with the polynomial kernel and 77.9% with the Linear Kernel. Also, Gaussian Naive Bayes achieved a classification accuracy of 79.87%.
糖尿病是一种自身免疫性疾病,可以影响任何年龄组或性别的人。有些人是遗传的,有些人是在生命的某个阶段发展起来的。在任何情况下,它都会给病人带来精神上和身体上的痛苦。对抗糖尿病的一个好方法可能是使诊断更快、更便宜、更实惠。通过充分利用现代计算能力,这是非常可能的。为了诊断糖尿病,我们使用了各种机器学习算法,如决策树(DT),朴素贝叶斯(NB),支持向量机(SVM),逻辑回归(LR)。使用多种算法背后的想法是对通用的机器学习算法进行性能评估,并衡量哪种算法最适合我们的需求。使用多项式核和线性核的支持向量机准确率分别为78.5%和77.9%。高斯朴素贝叶斯的分类准确率为79.87%。
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引用次数: 1
Handling Uncertainty with Fuzzy Lesion Segmentation Improves the Classification Accuracy of Skin Diseases using Deep Convolutional Networks 利用模糊病灶分割处理不确定性,提高了深度卷积网络对皮肤病的分类精度
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752441
Dasari Anantha Reddy, Swarup Roy, R. Tripathi, Sanjay Kumar, Abhishek De, Sourav Dutta
Often skin disease classification models suffer from confusion due to similar lesion regions with background skin. It has been observed that disease lesions are sometimes non-distinguishable due to similar structure and texture with skin, which leads to misclassification. Segmentation of lesions may help to improve the accuracy of prediction by extracting the region of interest. However, exclusive clustering-based segmentation methods limited handling uncertainty in the lesion regions. Fuzzy clustering methods are built to handle such uncertain homogeneous regions.In this work, we employ Fuzzy C-Means (FCM) segmentation to extract lesion from the diseased skin images. Segmented images are then fed into Deep Convolutional Neural Network (DCNN) for skin disease classification. The comparative analysis over the traditional segmentation techniques demonstrates that the FCM segmentation enhances the performance of DCNN in classifying skin diseases with improved accuracy.
由于病变区域与背景皮肤相似,皮肤病的分类模型常常会出现混淆。据观察,疾病病变有时由于与皮肤的结构和质地相似而无法区分,从而导致错误分类。病灶的分割可以通过提取感兴趣的区域来提高预测的准确性。然而,基于排他聚类的分割方法限制了对病变区域不确定性的处理。建立了模糊聚类方法来处理这种不确定的均匀区域。在这项工作中,我们采用模糊c均值(FCM)分割从病变皮肤图像中提取病变。然后将分割后的图像输入深度卷积神经网络(DCNN)进行皮肤病分类。与传统分割技术的对比分析表明,FCM分割提高了DCNN对皮肤病的分类精度。
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引用次数: 2
Low-Cost LPG Leakage Detector and Refilling Alert System 低成本LPG泄漏检测器和加注报警系统
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752456
Sumanta Chatterjee, Pabitra Kumar Bhunia, Poulami Mondal, Monalisa De
LPG gas cylinder is a necessary thing in everyday life of human being as it is used for everyday cooking purpose. So, for this availability of LPG gas at every moment is very much compulsory. Now it is a huge problem that every one of us has faced, that is at any moment the LPG gas comes to an end but people get notified when the LPG gas is already exhausted. Also, in this time of corona wave, a huge number of corona patients need oxygen gas cylinder and, in this case, also we have to be alert about completion of the gas. So, for these reasons, we have taken an initiative so that people can get notified before the completion of the gas and can book gas cylinders as early as possible. So, in our proposed system there will be a weighing machine on which the LPG gas cylinder will be kept and after a certain weight the machine will send a message through the GSM module to the mobile number that will be registered in the GSM module of the machine and people can get aware of the completion of the gas and can book gas cylinder at that moment. In this way, the problem can be solved.
液化石油气气瓶是人类日常生活中必不可少的东西,用于日常烹饪。因此,在任何时候提供液化石油气都是非常必要的。现在,我们每个人都面临着一个巨大的问题,那就是随时都有液化石油气用完,但当液化石油气用完时,人们却得到通知。此外,在这个电晕波的时间,大量的电晕患者需要氧气气瓶,在这种情况下,我们也必须警惕气体的完成。因此,由于这些原因,我们采取了主动措施,以便人们可以在燃气完成之前得到通知,并可以尽早预订气瓶。因此,在我们提出的系统中,将有一台称重机,它将保存液化石油气气瓶,在一定的重量后,机器将通过GSM模块发送消息到机器的GSM模块中注册的手机号码,人们可以意识到气体的完成,并可以在此时预订气瓶。这样,问题就可以解决了。
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引用次数: 2
Combined Voltage and Frequency control of a Multi-Area Multi-Source Power System using CFOPI-TIDN Controller 用CFOPI-TIDN控制器实现多区域多源电源系统的压频联合控制
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752396
Satish Kumar Ramoji, L. Saikia, Biswanath Dekaraja, M. Behera, N. Babu, S. K. Bhagat
This article divulges the coalesced control pattern of voltage and frequency for a three-area multi-source unequal interconnected power system under conventional scenario. Area-1 comprises Thermal-Wind-Combined Cycle Gas Turbine plants, Area-2 comprises Thermal-Geothermal-EV fleets, and Area-3 comprises Thermal-Hydro plants-STPP. Pertinent GRC and GDB for thermal and hydro plants and GRC for CCGT plants are being considered. The Fractional-order PI controller cascaded to Tilt-Integral-Derivative Controller with Filter (CFOPI-TIDN) is utilized as an ancillary controller of ALFC systems and as core controller of AVR systems to curb the frequency and voltage deviations. The most recent metaheuristic algorithm known as Harris Hawks Optimization is used to obtain optimum gains and other controller parameters of FOPI, TIDN, and CFOPI-TIDN controllers for the seamless operation of power systems. The proposed CFOPI-TIDN controller is found transcendent when comparing system responses concerning time-domain indices. Repercussions of the CCGT plants on the unified system are analyzed. The sensitivity study is assessed with changing the magnitude and position of system nonlinearities. Eventually, the system is investigated for real-time analysis with OPAL-RT OP4510 hardware setup.
本文揭示了常规情况下三区多源不均匀互联电力系统的电压频率联合控制模式。1区包括热-风联合循环燃气轮机电厂,2区包括热-地热- ev机组,3区包括热水力发电厂- stpp。正在考虑用于热电厂和水电厂的相关GRC和GDB,以及用于CCGT电厂的GRC。分数阶PI控制器级联到带滤波器的倾斜积分导数控制器(CFOPI-TIDN)作为ALFC系统的辅助控制器和AVR系统的核心控制器来抑制频率和电压偏差。最新的元启发式算法Harris Hawks Optimization用于获得FOPI、TIDN和CFOPI-TIDN控制器的最佳增益和其他控制器参数,以实现电力系统的无缝运行。通过比较系统在时域指标下的响应,发现所提出的CFOPI-TIDN控制器具有超越性。分析了CCGT电厂对统一系统的影响。灵敏度研究是通过改变系统非线性的大小和位置来评估的。最后,利用OPAL-RT OP4510硬件设置对系统进行了实时分析。
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引用次数: 2
Resource Allocation Scheme for 5G Networks: A Secrecy-Enabled Approach 5G网络资源分配方案:一种使能保密的方法
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752179
Rishav Dubey, Pavan Kumar Mishra, S. Pandey
The Device to Device (D2D) communication is adopted as one of the promising technologies in the 5G networks to tackle the higher demanding data rate. The D2D communication reuses the cellular user’s (CUs) spectrum to communicate with proximity users to provide spectral efficiency. However, the spectral efficiency of the cell may decrease when the resources (frequency allocation and power allocation) of the channels cannot be optimally allocated. In this study, we have proposed secrecy enabled resource allocation scheme for 5G network. The proposed scheme is rooted on a social group optimization (SGO) algorithm to enhance the secrecy rate of the considered networks. For this, we have considered a system where CUs and D2D users are located in a coverage area of eNodeB (eNB) where an eavesdropper (ED) is present to wiretap both the cellular users and D2D users’ channels. The objective of the proposed scheme is how to allocate the optimal resource allocation to the Cellular users and D2D users with the intention of enhancing the secrecy rate. To determine the solution, we have formulated an optimization problem with the constraint of minimum QoS guaranteed further we have proposed an SGO based solution. Additionally, we have conducted a simulation to examine the performance of our proposed scheme. The simulation results portray that our proposed scheme outperforms other related schemes cited in the literature.
设备到设备(D2D)通信是5G网络中有前途的技术之一,可以解决更高的数据速率要求。D2D通信重用蜂窝用户(cu)频谱与邻近用户通信,以提供频谱效率。然而,当信道资源(频率分配和功率分配)不能得到最优分配时,小区的频谱效率可能会下降。在本研究中,我们提出了5G网络的保密资源分配方案。该方案基于社会群体优化(SGO)算法来提高所考虑网络的保密率。为此,我们考虑了一个系统,其中cu和D2D用户位于eNodeB (eNB)覆盖区域,其中存在窃听者(ED)来窃听蜂窝用户和D2D用户的信道。该方案的目标是如何为蜂窝用户和D2D用户分配最优的资源,以提高保密率。为了确定解决方案,我们制定了一个以保证最小QoS为约束的优化问题,并提出了一个基于SGO的解决方案。此外,我们进行了模拟,以检验我们提出的方案的性能。仿真结果表明,我们提出的方案优于文献中引用的其他相关方案。
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引用次数: 0
Sentiment Analysis using Different Machine Learning Techniques for Product Review 使用不同机器学习技术进行产品评论的情感分析
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752004
Ruqaiya Khanam, Abhishek Sharma
The World Wide Web (WWW) has turned into an immense wellspring of crude information produced by both the customers and the clients. Utilizing online media, web - based business sites, and film surveys, for example, Facebook, Twitter, Amazon, Flip kart and so forth, clients share their perspectives and emotions in an advantageous way. In WWW, where many individuals express their perspectives in their day by day connection, by the same token in the web-based media or in e-commerce which can be their opinions , what’s more, sentiments about a specific thing. Sentiment analysis is characterized as the way toward mining information, reviewing or anticipating the feelings or emotions behind the sentence via natural language processing. This paper includes two approaches, the first one is a lexicon-based approach, and the second one is machine learning technique logistic regression to extract the sentiments from text.
万维网(WWW)已经成为顾客和客户共同产生的原始信息的巨大源泉。利用在线媒体、基于网络的商业网站和电影调查,例如Facebook、Twitter、亚马逊、flipkart等,客户以一种有利的方式分享他们的观点和情感。在WWW中,许多人在日常联系中表达自己的观点,同样的,在网络媒体或电子商务中,可以是他们的观点,更重要的是,对特定事物的看法。情感分析的特点是通过自然语言处理挖掘信息,回顾或预测句子背后的感受或情绪。本文包括两种方法,一种是基于词典的方法,另一种是基于机器学习技术的逻辑回归从文本中提取情感。
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引用次数: 0
Design and Modeling of a Compact Lightweight Electric-Scooter 小型轻型电动踏板车的设计与建模
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752193
Ghanshyam Shivhare, Kunal Kundu, Jyotindra Narayan, S. K. Dwivedy
Over the past several years, the conventional methods of fueling the two-wheelers led to the challenging issues for the environment. To minimize such issues, electric (e-) scooters are being explored nowadays by the industries and research organizations. Moreover, e-scooters, as a green technology, can also be a cost-effective solution in case of high fuel prices. Therefore, in this work, the design and modeling of an electric scooter is presented. Primarily, design features and specifications for the major components of an e-scooter are evaluated. Based on the design specifications, a CAD of the e-scooter is proposed in SolidWorks software with and without bodyworks. Thereafter, material specifications and boundary conditions are discussed for chassis under operating load and sudden impact load scenarios. The finite element analysis results are shown to estimate the maximum Von-Mises stress, maximum displacement, and minimum factor of safety (FOS). The dynamic analysis is carried out by estimating the variation of motor torque and power with respect to its angular speed. Furthermore, the variation of aerodynamic force versus e-scooter velocity and rolling resistance versus total carrying weight is investigated. The static and dynamic analysis presents the promising strength, safety, and cost-effectiveness features of the proposed design.
在过去的几年里,传统的给两轮车加油的方法给环境带来了挑战性的问题。为了最大限度地减少这些问题,电动滑板车目前正在由行业和研究机构进行探索。此外,电动滑板车作为一种绿色技术,在高油价的情况下也可以成为一种经济有效的解决方案。因此,在本工作中,提出了电动滑板车的设计和建模。首先,对电动滑板车主要部件的设计特点和规格进行了评估。根据设计规范,在SolidWorks软件中对电动滑板车进行了带车身和不带车身的CAD设计。然后,讨论了底盘在运行载荷和突然冲击载荷两种工况下的材料规格和边界条件。有限元分析结果表明,可以估计最大Von-Mises应力、最大位移和最小安全系数(FOS)。通过估计电机转矩和功率随其角速度的变化来进行动力学分析。此外,还研究了气动动力随电动滑板车速度和滚动阻力随总载重量的变化规律。静态和动态分析表明,该设计具有良好的强度、安全性和成本效益。
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引用次数: 1
Optimal Control of a Two-Area Hybrid Microgrid System Incorporating Electric Vehicles 含电动汽车的两区混合微电网系统的最优控制
Pub Date : 2021-12-01 DOI: 10.1109/ComPE53109.2021.9752415
Malik Suhaib Aijaz, Asadur Rahman, Sheikh Safiullah
The present work reports optimal control approach to a two control-area hybrid microgrid, comprising of conventional-thermal, solar-thermal, solar photo-voltaic power plants and integrating electric vehicles (EVs). The incorporation of EVs in charging as well as discharging modes and thermal non-linearities viz. rate-constraint and dead-band makes the designed microgrid more pragmatic. Both areas are equipped with classical secondary controllers viz. I, PI, PD and PID. This is to control the generation of associated source units and hence preserve the generation-demand balance. This aids in retaining frequency near to its nominal value. Concurrent optimization of the controller parameters are done with an optimization technique. Analyzing the system responses, PID controller is found to be outperforming other above-mentioned controllers concerning overshoots, undershoots, settling time and magnitude of oscillations.
本文研究了一个由传统热、太阳能热、太阳能光伏电站和集成电动汽车组成的双控制区混合微电网的最优控制方法。电动汽车的充放电模式和热非线性(即速率约束和死带)的加入使设计的微电网更加实用。两个区域都配备了经典的二次控制器,即I, PI, PD和PID。这是为了控制相关发电机组的发电量,从而保持发电量与需求的平衡。这有助于保持频率接近其标称值。采用优化技术对控制器参数进行了并行优化。通过对系统响应的分析,发现PID控制器在超调、欠调、稳定时间和振荡幅度等方面都优于上述其他控制器。
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引用次数: 2
期刊
2021 International Conference on Computational Performance Evaluation (ComPE)
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