{"title":"Performance Analysis for Arrhythmia Classification using PSO, GWO and SVM","authors":"Haris Mita J, Ganesh Babu C, Gowri Shankar M","doi":"10.1109/ICSPC51351.2021.9451729","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451729","url":null,"abstract":"Proper heart rate or heart rhythm leads to healthy lifestyle. Improper heart rhythm means heartbeat will be sometimes too fast or too slow. Such preternatural condition of heart is named as Cardiac arrhythmia. Arrhythmia occurs when there is no proper working of electrical impulses present in the heart. An earlier detection of irregular heart rhythm is necessary in order to rescue ones survival. Classification of arrhythmia is needed for diagnosis. This paper confers the Principle component analysis as feature reduction process to reduce high dimensional input without influencing classification methods and two classification techniques such as Particle swarm optimization (PSO), Grey wolf optimizer (GWO) and Support Vector Machine (SVM). Performance Analysis for these three techniques is compared where it is used to classify various arrhythmias. The result explores the performance metrics for PSO, GWO, SVM and also integration of two methods such as PSO with SVM, GWO with SVO and shows that GWO integrated with SVM has 99.89% accuracy and performance better than other algorithms.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"42 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124772951","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
N. Jayanthi, Tarush Sharma, Vinay Sharma, S. Tyagi, S. Indu
{"title":"Classification of ancient inscription images on the basis of material of the inscriptions","authors":"N. Jayanthi, Tarush Sharma, Vinay Sharma, S. Tyagi, S. Indu","doi":"10.1109/ICSPC51351.2021.9451641","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451641","url":null,"abstract":"Machine Learning and AI has allowed us to process images and help us solve vital problems. In this paper, we are classifying inscription images into three image inscription classes namely stone inscriptions, metal inscriptions and palm leaves inscriptions. Due to decaying materials of ancient inscriptions, the classification of such materials becomes challenging. To address this problem, we are using various feature extraction methods like GLCM, KAZE, BRISK to implement texture based feature detection and subsequently classifying them. Both linear and non-linear methods for feature extraction are being used. The paper is concluded by performing classification of images and also making comparisons between all the feature extraction methods in terms of memory required by the algorithm, time scalability and accuracy score of the method. The paper consists of rich information which would be useful in decision making in classification problems.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"67 12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130414380","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Block Coding 3B/4B for Digital Communication using Quantum-dot Cellular Automata Technology","authors":"Swaraj Srivastava, Kushagra Chitransh, V. Sharma","doi":"10.1109/ICSPC51351.2021.9451794","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451794","url":null,"abstract":"Undoubtedly complementary metal oxide semiconductor (CMOS) is one of the propitious mechanizations in order to delineate a circuit but CMOS has a whole bunch of self-inadequacy. The forthcoming technologies has to be realized for revamping the absolute competence of the circuits and systems. To find a reasonable solution of aforesaid, a new option in form of quantum-dot cellular automata (QCA) should be heavily invested in. It is an unrenowned yet a potent nanoscale technology which has transpired with its commanding attributes of being nimble, having concentrated circuit, erase and ultra-low power utilization. It is fetching itself as favored replacement in present day and is analogues to subsisting technologies of modern time. In this paper, block coding 3B/4B is administered in QCA technology and substantiated the feature using QCA designer tool.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"113 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124156797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"MVO Based Optimal Design of Stable IIR HPF and Its FPGA Implementation","authors":"Minal Bisen, S. Saha, R. Kar","doi":"10.1109/ICSPC51351.2021.9451678","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451678","url":null,"abstract":"Multi-verse Optimization (MVO) algorithm is a nature-based meta-heuristic approach which follows the idea of cosmology which is utilized for 10th order High pass infinite impulse response filter design. These nature-based optimization techniques are considered for the optimal solution of High pass IIR filter coefficients. The error cost function is utilized in order to attend better solution parameters in the manner of stop band attenuation, pass band ripples (PBR), transition width (TW) and stop band ripples (SBR). The proposed optimizing technique is able to provide rapid convergence towards a global optimal solution. The optimized coefficients which are achieved by the optimization algorithm are employed for the IIR High Pass Filter (HPF) design in the platform of field programmable gate array (FPGA) with Verilog.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"106 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128091770","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Sakthimohan, Manoj Kumar Pasupulti, Venkatesh Gopa, Nilakanteswara Gosi, Rani. G. Elizabeth
{"title":"IOT Established Agile Parking System","authors":"M. Sakthimohan, Manoj Kumar Pasupulti, Venkatesh Gopa, Nilakanteswara Gosi, Rani. G. Elizabeth","doi":"10.1109/ICSPC51351.2021.9451732","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451732","url":null,"abstract":"Automobile parking will also be a crucial trouble in fashionable engorged towns of nowadays. There definitely rectangular diploma too severe vehicles on the street and not enough parking regions. We've an unethical to diode to the need for cheap parking manage systems. This we have got have been given an unethical to illustrate the usage of IOT based absolutely parking manage machine that permits for finances satisfactory parking lot usage victimization IOT technology. To reveal the theory, we have got were given a unethical to apply IR sensors for sensing parking slot occupancy on the aspect of a dc motor to simulate as gate opener cars. We've an unethical to currently use a WLAN machine for net property and a chunk controller for operative the tool. We've were given an unethical to deliver an internet net web page for on line property and IOT manage interface style. The machine detects the parking slots square degree occupied victimization IR sensors.The tool reads the amount of parking slots to be had or occupied and updates records with the cloud server to allow for checking parking slot handiness on line. This permits customers to decide for available parking regions online from everywhere and to be had problem-free parking. Therefore the tool solves the parking hassle for cities accomplice degreed receives clients a reasonably-priced IOT primarily based totally parking manage tool","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"2011 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125637987","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"ACS fed Open-ended low profile antenna for IoT Applications","authors":"S. J. Roselin, G. S. Let, C. Pratap, G. Akhila","doi":"10.1109/ICSPC51351.2021.9451708","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451708","url":null,"abstract":"This paper presents, an asymmetric co-planar strip (ACS) fed open-ended low profile antenna suitable for wireless and Internet-of-Things (IoT) applications. The proposed open-ended antenna encompasses L shaped strip connected to the feed line and an L-shape is extended with a 7-shape radiating element. A partial square shape ground plane structure is used. The designed antenna geometry evoked frequency of operation between 3.45 GHz and 5.8 GHz. The proposed antenna is designed in a low profile FR4 substrate with overall antenna geometry is 28.5 mm x 23 mm. The antenna provides a gain of 2.7 dBi with a radiation efficiency of 97.7 percent. By considering the operating frequency range and other antenna characteristics, the designed open-ended low profile antenna can be easily deployed into any portable wireless device that works for 4GHz IoT applications.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132020191","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anand Sutar, Shruti Paikade, Nikhil K. Jagdale, Akshaykumar S. Patil, Mohit Bhoir
{"title":"Vibration and speed measurement using optical triangulation","authors":"Anand Sutar, Shruti Paikade, Nikhil K. Jagdale, Akshaykumar S. Patil, Mohit Bhoir","doi":"10.1109/ICSPC51351.2021.9451675","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451675","url":null,"abstract":"Vibration and speed measurement of various machineries and structures on regular basis is important in order to maintain their smooth functionality. Also in some cases the in contact, manually monitored measurement is not possible. In this paper we present Optical triangulation based vibration and speed measurement technique. The sensor measures the reflection of the laser beam with respect to movement of the object. We mentioned some measurement techniques that are already available in the market and their limitations. Explanation of optical triangulation principle along with its utilization in the measurement of parameters is presented. The errors and obtained results are mentioned. Further we explained the limitations in this technique and mentioned some of the improvements to increase accuracy and speed of the system.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132252881","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"RF CMOS Double Balanced Gilbert Cell Mixer for 5G Application","authors":"Anju Katarmal, A. Mecwan, Manish P. Patel","doi":"10.1109/ICSPC51351.2021.9451815","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451815","url":null,"abstract":"Evolution of wireless technology has made the access of information so easy that has revolutionized many aspects of human race. Upcoming 5G technology is going to play an important role in improvements of business, education and technology. In this work, a double balanced RF CMOS Gilbert cell mixer with inductive source degeneration having RF frequency of 9.9 GHz is designed with Cadence Virtuoso in 180nm CMOS technology. LO frequency is 10 GHz and Intermediate Frequency is 100 MHz. The Designed Mixer exhibits 7.913 dB conversion gain, 6.26 dB noise figure, −15.688 dBm 1-dB compression point and −5.907 dBm IIP3 with power consumption of 9mW and supply voltage of 1.8V.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131501462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Yuvraj Sinha Chowdhury, Rupshali Dasgupta, S. Nanda
{"title":"Analysis of Various Optimizer on CNN model in the Application of Pneumonia Detection","authors":"Yuvraj Sinha Chowdhury, Rupshali Dasgupta, S. Nanda","doi":"10.1109/ICSPC51351.2021.9451768","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451768","url":null,"abstract":"Pneumonia is a possibly lethal bacterial respiratory infection caused by bacteria, fungi, or viruses that invade the alveoli of the human lung with a load of fluid or pus. The most often used technique for diagnosing pneumonia is by examining Chest X-rays, and the results of the X-ray must be evaluated by a medical specialist. The difficult way of identifying pneumonia results in the loss of life due to insufficient diagnosis and treatment. With the advent of computer technology, the development of an automated device for detecting and treating pneumonia is now feasible. In this study, different Optimizers were used on a different number of layers to find which combination is the most efficient for the purpose of Pneumonia Detection using CNN. The Convolutional Neural Network models were designed involving one, two, three, four and five hidden layers for classification purposes and three optimisers namely RMSProp, Adam and SGD were chosen. For training and testing purposes, a Kaggle dataset consisting of 5856 Chest X-Ray images was used, split into three folders of the test, train and val. The model with four hidden layers and the \"SGD\" optimiser achieved the highest testing accuracy of 91% and the model with one hidden layer and the \"Adam\" optimiser achieved the lowest testing accuracy of 84%.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132765626","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Comparative analysis of machine learning algorithms to detect fake news","authors":"Sai Rama Krishna Indarapu, Jahnavi Komalla, Dheeraj Reddy Inugala, Gowtham Reddy Kota, Anjali Sanam","doi":"10.1109/ICSPC51351.2021.9451690","DOIUrl":"https://doi.org/10.1109/ICSPC51351.2021.9451690","url":null,"abstract":"Fake news has immense impact in our modern society. The widespread dissemination of false news has the potential to have highly damaging consequences for both individuals and society. As the readers come across many fake news when they come across a real news, they believe that it could be another fake news. The aim of this project is to perform a comparative analysis of three algorithms (Multinomial Naive Bayes, Passive Aggressive Classifier and Decision Tree Classifier) using Natural Language Processing techniques to develop a solution that users can use to identify false or misleading information. As Passive Aggressive Classifier gave the best results, prediction is done using this classifier.","PeriodicalId":182885,"journal":{"name":"2021 3rd International Conference on Signal Processing and Communication (ICPSC)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-05-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131694214","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}