2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)最新文献

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Classification of Acute Liver Failure using Machine Learning Algorithms 使用机器学习算法对急性肝衰竭进行分类
Diganta Sengupta, Subhash Mondal, Sanway Basu, Anish Kumar De, Shaumik Nath, Amartya Pandey
{"title":"Classification of Acute Liver Failure using Machine Learning Algorithms","authors":"Diganta Sengupta, Subhash Mondal, Sanway Basu, Anish Kumar De, Shaumik Nath, Amartya Pandey","doi":"10.1109/CONECCT55679.2022.9865744","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865744","url":null,"abstract":"With changing lifestyles, Acute Liver Failure (ALF) has been witnessed in masses lately. In order to properly diagnose and probable arrest of the ailment, this study classifies ALF using ten standard machine learning (ML) on a publicly available dataset containing 8785 data points. The dataset was divided into two sets – DF1 (containing 90% of the data), and DF2 (containing 10% of the data). DF1 was used for training and validation using a data share of 80:20 for train:validate. DF2 was used for testing. The models were further tuned which reflected a train accuracy, and F1-Score of 99.6%, and 0.996 respectively for random forest algorithm. The tenfold cross-validation accuracy was 99.3%. The test accuracy, and F1-Score using DF2 reflected a value of 99.8%, and 0.998 respectively using LGBM classifier. To the best of our knowledge, this is the first attempt to classify acute liver failure ailment.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117245722","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}
引用次数: 0
SIRT: Machine-Learning-based Selective Intensity Range Thresholding for Aircraft Visual Docking Guidance Refinement and Interpretation 基于机器学习的飞机视觉对接制导的选择性强度范围阈值细化和解释
Debabrata Pal, Anvita Singh, Abhishek Alladi
{"title":"SIRT: Machine-Learning-based Selective Intensity Range Thresholding for Aircraft Visual Docking Guidance Refinement and Interpretation","authors":"Debabrata Pal, Anvita Singh, Abhishek Alladi","doi":"10.1109/CONECCT55679.2022.9865711","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865711","url":null,"abstract":"We propose an automated Visual Docking Guidance System (VDGS) message interpretation service towards a smart and safe aviation endeavor. Owing to the priority of aviation safety criticality and the simultaneous need for smart airport, ground marshallers are getting replaced by VDGS to automatically detect obstacles, probable wingtip collisions and provide suitable assisted parking guidance to pilots. Nevertheless, the discrete presence of light-emitting diodes (LED) in VDGS dot-matrix display coupled with adversarial climatic conditions and far, low-light visibility creates the barrier in automated message detection and interpretation services. In this paper, we propose a novel Selective Intensity Range Thresholding (SIRT) for learning degraded LED pixel intensities and generate a refined synthetic display image. Furthermore, we propose an end-to-end pipeline for automatic recognition of VDGS alphanumeric texts and interpretation of symbologies to infer docking messages. The proposed solution aims to provide automated notification to the pilots about interpreted situational awareness messages from VDGS and record VDGS LED malfunction for rectification.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114541175","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}
引用次数: 1
Latency-Aware Tactile Cyber-Physical Systems for Mission-Critical Applications 用于关键任务应用的延迟感知触觉信息物理系统
M. S, Raja Vara Prasad Y, Paventhan A
{"title":"Latency-Aware Tactile Cyber-Physical Systems for Mission-Critical Applications","authors":"M. S, Raja Vara Prasad Y, Paventhan A","doi":"10.1109/CONECCT55679.2022.9865778","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865778","url":null,"abstract":"The Internet has revolutionized global connectivity and enabled sharing information through communication networks. The Internet has evolved over different stages of fixed, Mobile Internet, Internet of Things (IoT), and now Tactile Internet. The objective of Tactile Internet is to address the challenges of achieving real-time interaction between physical and virtual worlds. Applications of Tactile Internet in different fields increased to multi-fold involving precise human-to-machine and machine-to-machine interactions that require Ultra-Reliable Low Latency Communications (URLLC) present in 5G networks. Tactile Cyber-Physical System (TCPS) based communications are being used in time-critical applications with high reliability of data. In this paper, the standards and design considerations helpful for achieving Tactile Internet are discussed. A detailed plan for a Tactile Internet backbone testbed implementation between Bangalore and Chennai cities of India is also discussed in detail in this paper. This paper also proposes an IEEE 802.1 TSN testbed to study latency, jitter parameters, and design considerations, in the context of Tactile Internet for mission-critical applications.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125766527","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}
引用次数: 0
Segregation Of Blood Cells Using Low Powered Di-Electrophoretic Field Force 利用低功率双电泳电场力分离血细胞
Rohit Dattatreya Hegde, R. S, A. R, P. Sharan, Anup M. Upadhyaya, Ciro Rodrigues
{"title":"Segregation Of Blood Cells Using Low Powered Di-Electrophoretic Field Force","authors":"Rohit Dattatreya Hegde, R. S, A. R, P. Sharan, Anup M. Upadhyaya, Ciro Rodrigues","doi":"10.1109/CONECCT55679.2022.9865774","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865774","url":null,"abstract":"Blood separation involves isolation of particles and cells present in the blood that are called blood products - viz red blood cells, white blood cells, plasma, and cryoprecipitates. Separation of whole blood into its blood products helps the patients to get only the necessary required part from whole blood. The design in this paper gives the idea of the separation of platelets from whole blood using the di-electrophoresis principle. The device is designed in such a way that it separates platelets with a reduced power consumption with 2.5 volts. It records an efficiency of 99.10% with minimum time duration or segregation of 0.7s making it an efficient design for blood segregation units. The simulation of this design showed successful separation of platelets with a high degree of accuracy.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126118769","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}
引用次数: 2
Fully Automated Traffic Light Controller system for a four-way intersection using Verilog 使用Verilog的全自动交通灯控制器系统用于四路交叉路口
Pranaav Jothi M, Srivatsan M, K. P, Prakash P, Kasthuri P
{"title":"Fully Automated Traffic Light Controller system for a four-way intersection using Verilog","authors":"Pranaav Jothi M, Srivatsan M, K. P, Prakash P, Kasthuri P","doi":"10.1109/CONECCT55679.2022.9865755","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865755","url":null,"abstract":"Traffic lights are placed in roads to control the flow of traffic and to prevent accidents. This paper proposes a Moore machine based fully automated and efficient traffic light controller system for four-way intersection. The system is designed on Xilinx Artix-7 xc7a100tcsg324-1 FPGA using Xilinx Vivado and Verilog Hardware Description Language. The designed system runs up to a maximum operating frequency of 10 MHz.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127284505","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}
引用次数: 1
Object Classification using Micro-Doppler Signature and Clutter Suppression in MIMO Radar 基于微多普勒特征和杂波抑制的MIMO雷达目标分类
Titas Ghoshal, K. Hari
{"title":"Object Classification using Micro-Doppler Signature and Clutter Suppression in MIMO Radar","authors":"Titas Ghoshal, K. Hari","doi":"10.1109/CONECCT55679.2022.9865108","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865108","url":null,"abstract":"Radar(Radio-Detection and Ranging) has become very popular for several applications-in meteorology, defence, aircraft system and navigation system. The main purpose of the radar is to detect any object-moving or stationary. However, to get the micro-motion(internal motions of an object), we need to get micro-Doppler feature. In this report, the micro-Doppler feature of birds have been discussed using MIMO radar system as combination of several bistatic radar system. Also classification of multiple birds has been discussed in presence of noise and without noise. Also, adaptive signal processing technique (LMS,RLS,NLMS) has been discussed for clutter suppression . Finally application of LMS-Newton method has been discussed for clutter suppression.It can be seen that it has faster convergence compared to other algorithms.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125282052","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}
引用次数: 1
Delay Estimation of Healthcare Applications Based on MQTT Protocol: A Node-RED Implementation 基于MQTT协议的医疗保健应用延迟估计:一种Node-RED实现
A. S, S. D. Kumar
{"title":"Delay Estimation of Healthcare Applications Based on MQTT Protocol: A Node-RED Implementation","authors":"A. S, S. D. Kumar","doi":"10.1109/CONECCT55679.2022.9865759","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865759","url":null,"abstract":"In many developing countries, health monitoring system is among the innovative concepts introduced in recent years. The purpose is to help individuals get proper treatment and diagnosis in a timely manner using advanced medical technologies. IoT has been widely used to connect useful clinical assets and provide patients with smart, dependable, and high-quality healthcare services. In this paper, a new platform independent approach for measuring the delay in exchanging data between publishers and subscribers is proposed. The application was developed using the node-RED flow-based programming tool due to its availability on a variety of platforms; low overhead and capability to manage three levels of QoS to ensure reliability of message transmission makes MQTT to be extensively used. For completeness, three public brokers were tested in order to accurately reflect real-world usage of messaging protocol. Wireshark packet analyzer is used to capture packets while transmitting messages through three levels of QoS with various public brokers in order to analyse end-to-end delays. Results obtained show the maximum end-to-end delay ranged from below 0.7 seconds for fully acknowledged QoS 2 to a few hundreds of milliseconds for unconfirmed QoS 0. QoS 1 appears to be the optimum compromise between low end-to-end delay and minimized variability.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131947181","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}
引用次数: 3
Comparative analysis of PI and Fuzzy based speed controllers for Indirect Field-oriented Control of Induction Motor Drives PI与模糊速度控制器在感应电机间接定向磁场控制中的比较分析
Achala Ayodhya, Sachin Angadi, A. B. Raju
{"title":"Comparative analysis of PI and Fuzzy based speed controllers for Indirect Field-oriented Control of Induction Motor Drives","authors":"Achala Ayodhya, Sachin Angadi, A. B. Raju","doi":"10.1109/CONECCT55679.2022.9865688","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865688","url":null,"abstract":"This paper presents a technique of intelligent indirect field-oriented control (IFOC) of the induction motor(IM) drives for the superior transient performance. Traditionally, IFOC of IM drives is reported using linear PI-Controllers. These Conventional PI-IFOC methods suffer limitations due to saturation phenomenon and non-linearities in the IM’s. To overcome these drawbacks, a Fuzzy logic based IFOC for IM drive is proposed in this paper. A closed-loop speed control technique making use of Conventional PI/Fuzzy based controllers is used for the investigation in this project. The IM has been convoluted in IFOC by splitting the current produced by the stator into flux (id) and torque (iq) producing components (d-q components). The torque producing component of the current (iqs∗) for an IM is regulated using a Fuzzy based intelligent controller. The speed and torque responses of Conventional PI and Fuzzy Logic based Controller are observed and are compared for performance assessment. Simulations are carried out employing MATLAB/Simulink and essential results are presented in order to demonstrate the superior dynamic performance of proposed Fuzzy-IFOC compared to conventional PI-IFOC controller.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122325557","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}
引用次数: 0
T5W: A Paraphrasing Approach to Oversampling for Imbalanced Text Classification T5W:用于不平衡文本分类的过采样释义方法
A. Patil, Shreekant Jere, Reshma Ram, Shruthi Srinarasi
{"title":"T5W: A Paraphrasing Approach to Oversampling for Imbalanced Text Classification","authors":"A. Patil, Shreekant Jere, Reshma Ram, Shruthi Srinarasi","doi":"10.1109/CONECCT55679.2022.9865812","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865812","url":null,"abstract":"Imbalanced datasets are datasets with one or more underrepresented classes when compared to other classes. Such datasets pose problems during classification due to the lack of sufficient data to train minority classes. To handle this imbalance in text data, this paper proposes an oversampling technique that uses a combination of the T5 Transformer and the WordNet corpus to balance the dataset by paraphrasing text in minority classes. The WordNet corpus is used to extract synonyms of \"relevant\" words. Substituting these synonyms in the sentences augments the database by increasing data in minority classes. Combining these augmented sentences with the paraphrased sentences extracted using the T5 Transformer results in a larger and balanced dataset. Standard classifiers such as the Logistic Regression algorithm are used to compare the performance metrics before and after resampling the dataset. The results show that oversampling using the proposed approach significantly improves the performance of text classification algorithms. To automate the task of oversampling using a paraphrasing tool, the integration of the model with a Robotic Process Automation tool is detailed.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"99 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116430741","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}
引用次数: 1
Mobile based Inventory Management System with QR code 基于手机的QR码库存管理系统
Shayantani Kar, Shresth Bhimrajka, Aditya Kumar, Subhamita Mukherjee
{"title":"Mobile based Inventory Management System with QR code","authors":"Shayantani Kar, Shresth Bhimrajka, Aditya Kumar, Subhamita Mukherjee","doi":"10.1109/CONECCT55679.2022.9865739","DOIUrl":"https://doi.org/10.1109/CONECCT55679.2022.9865739","url":null,"abstract":"This work proposes an inventory management system that manages the stock details of a system with various agents and factors to make up an inventory. The ever-evolving era of automation is always thriving to replace the conventional way of manual efforts. Nowadays it is extremely important to have an easy access to data in a visually representable form via an app for a user-friendly system. Managing the data manually tends to be enormous and existing systems fail to maintain every inventory in the shipment process accurately. This article focuses on developing an Inventory management system of multiple organizations in a secure manner by having two authentication mechanisms when a user logs in. It mainly stores data with the help of Quick Response (QR) code and keeps an eye on the various activities. The goal is to maintain an error-free record with a track of all the activities of every employee in an organization.","PeriodicalId":380005,"journal":{"name":"2022 IEEE International Conference on Electronics, Computing and Communication Technologies (CONECCT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130315038","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}
引用次数: 2
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