{"title":"Hybridization of Deep Learning & Machine Learning For IoT Based Intrusion Classification","authors":"Mehul Kapoor, P. Kaur","doi":"10.1109/BHARAT53139.2022.00038","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00038","url":null,"abstract":"With the rise of IoT applications, about 20.4 billion devices will be online in 2020, and that number will rise to 75 billion a month by 2025. Different sensors in IoT devices let them get and process data remotely and in real time. Sensors give them information that helps them make smart decisions and manage IoT environments well. IoT Security is one of the most important things to think about when you're developing, implementing, and deploying IoT platforms. People who use the Internet of Things (IoT) say that it allows people to communicate, monitor, and control automated devices from afar. This paper shows how to use Deep learning and machine learning to make an IDS that can be used on IoT platforms as a service. In the proposed method, a cnn mapped the features, and a random forest classifies normal and attack classes. In the end, the proposed method made a big difference in all performance parameters. Its average performance metrics have gone up 5% to 6%.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123289587","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":"ANFIS Controller-Based Grid Tied Nine Level Multilevel Inverter with Hybrid Power Generation for Power Quality Improvement","authors":"N. Kumar, Anwar Shahzad Siddiqui, Rajveer Singh","doi":"10.1109/BHARAT53139.2022.00045","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00045","url":null,"abstract":"The major purpose of this research was to construct and simulate a grid-tied hybrid PV and wind energy-based power generation in MATLAB using an unusual cascade multilevel inverter with the fewest possible power electronics switches. The system’s performance was assessed under various operational conditions. The Fuzzy intelligent controller was created for an MPPT controller of a solar and wind power system to analyse the most power generated under varied weather conditions. For both grid integration and stand-alone applications, multilevel inverters are becoming an increasingly important part of hybrid energy generation. The proposed multilevel inverter has been simulated and controlled by an ANFIS to improve hybrid system performance under a variety of operating conditions, such as weather and nonlinear loads. Finally, the acquired results are examined using IEEE 1547 the effectiveness of the proposed system.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"523 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116210171","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":"Performance Analysis and Comparison of P.I. Controller and ANN controller of Bidirectional DC/DC Converter for Hybrid ElectricVehicle System","authors":"E. Sreeshobha, G. Lakshmi","doi":"10.1109/BHARAT53139.2022.9932632","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.9932632","url":null,"abstract":"Protection of the environment is a top priority today due to the effects of Global warming. Hybrid Electric Vehicles (HEV) are alternatives to conventional transportation systems that contribute to environmentally friendly transportation. A bidirectional DC-DC converter plays a critical role in the operation of HEV. Operation of the bidirectional DC/DC converter (BDC) interfacing main battery storage system (MES1) with auxiliary battery storage system (AES2) at HEV dc-bus having various voltage levels is illustrated in the present paper. The converter operates in boost mode, buck mode, or buck-boost mode to facilitate the bi-directional power flow. Circuit configuration, resultant inductor and capacitor current and voltages of the boost mode operation corresponding to powering mode or motoring mode, and buck mode operation corresponding to regenerative braking mode carried out by Matlab simulation of HEV based BDC. Power circulation between MES and AES to establish the Zero speed mode - buck-boost mode of operation is examined by analyzing the currents and voltages corresponding to the inductor and capacitor. Artificial Neural Network (ANN) and Proportional Integral (P.I.) based controllers are simulated to implement BDC operation. In the present paper, an examination of the performance of HEV-based BDC operation with the ANN controller and the P.I. controller is attempted.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"112 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127317569","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}
P. A. Nageswara Rao, Y. Sukanya, Ch. Manohar Kumar
{"title":"Design and Performance of Π-Shape Slotted Microstrip Patch Antenna Arrays","authors":"P. A. Nageswara Rao, Y. Sukanya, Ch. Manohar Kumar","doi":"10.1109/BHARAT53139.2022.00027","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00027","url":null,"abstract":"In wireless communication, it is inevitable that antennas that have low profile, light weight, low cost, with simple way of manufacture, flexibility in parameters like space pattern, gain, band width and VSWR are required. μ(Micro)strip patch antennas are available at low cost, size, better performance, simplicity in setting up and ease of integration to circuits and elevated competence are preferable in that situation. The Principle of slotted patch is used in this work to reduce the size of rectangular patch antenna. In this work various π-shape arrays of antenna are considered for the application of WLAN (2.4-2.48 GHz), C (6.04 GHz), X (8.51 GHz) and Ku (13.29 GHz) bands respectively. In this work arrays of 1x2 and 2x2 configurations are designed using μ strip line, coaxial and aperture coupled feed techniques. The proposed arrays are considered and simulated on FR4 with εr = 4.4 and Rogers RT/duroid 5870(tm) with εr = 2.33. The π-shape slotted antenna arrays parameters like S11, bandwidth and gain are obtained for the above frequencies and the same are presented with HFSS software.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134377905","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":"Big Data Analytics and Visualization of Residential Electricity Consumption Behavior based on Smart Meter Data","authors":"R. Mathumitha, P. Rathika, K. Manimala","doi":"10.1109/BHARAT53139.2022.00043","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00043","url":null,"abstract":"Detecting unusual electricity usage behavior has grown increasingly crucial in recent years. It is now possible for homeowners to collaborate with utilities in the electricity consumption of their appliances due to the lively growth of IoT-based home appliances and smart meter system. As a result, the proposed work permits homeowners to regulate their home appliances' energy use and compare it to the total consumption of their local community. To increase the stability of the grid and efficiency of the energy, smart meter system is implemented and also to improve customer service. Its goal is to assist utilities and consumers in gaining a better understanding of power usage patterns. Existing research, on the other hand, frequently concentrates on algorithm enhancement while ignoring the process of getting features. In this paper, with an optimal big data mathematical technique, we use a computational cluster which is based on Hadoop Distributed File System (HDFS). To gain access to individual homes, more smart meter data are simulated. For managing energy big data, utility companies can use a computing cluster and distributed storage to undertake customer load analysis and visualization on a larger scale.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"95 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115667171","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":"Performance Analysis of Dual Band Circularly Polarized Hybrid Dielectric Resonator Antenna","authors":"M. Sravani, S. Neeraja","doi":"10.1109/bharat53139.2022.00018","DOIUrl":"https://doi.org/10.1109/bharat53139.2022.00018","url":null,"abstract":"The performance analysis of asymmetrical slot-based hybrid Dielectric Resonator Antenna (DRA) is presented in this paper. The volume of proposed DRA is 60mm x 60mm x 1mm and the DR material used is Alumina ceramic with dielectric constant of 9.8 various parameters studied. The proposed DRA possesses two resonances at 2.65GHz with a bandwidth of 900 MHz and 3.47 GHz with a bandwidth of 800 MHz. The Axial ratio is observed as 2.5dB at the bandwidth of 200MHz. The maximum gain obtained is 4.99 dBi. The suggested DRA meets the Wi-Max and basic 5G applications.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123794608","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":"Textual Dissection of Live Twitter Reviews on Corona Vaccines using Various Machine Learning Algorithms","authors":"Rohini Kancharapu, A. Sri Nagesh","doi":"10.1109/bharat53139.2022.00023","DOIUrl":"https://doi.org/10.1109/bharat53139.2022.00023","url":null,"abstract":"The most popular hash tag on Twitter in 2020 was #COVID19 Vaccination, which got roughly 400 million notices. In this paper, we examine a worldview for unearth the feeling about COVID-19 inoculations among the public from Twitter. After obtaining the misconceptions and ideas in circulation, we suggest a solution for the same through Machine Learning algorithms. Twitter is a well known microblogging social media website where users distribute their perspectives on any topic(s). The ideology of textual dissection describes how people think about a text. It’s the process of categorising tweets into positive and negative groups. Tweepy and TextBlob are Python libraries that can be used to extract and classify Tweets using Machine Learning methods including Naive Bayes (NB), Support Vector Machine (SVM), K-Nearest Neighbors (KNN), and Decision Tree. The goal is to make analysis, summarization, and classification as straightforward as possible. These computations comprise a positive, negative, or neutral assessment of Twitter data. In light of public perception, we hypothesize the best immunization feasible with maximum antibodies based on public perception through opinion research.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"273 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122944391","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":"Energy Saving Using Privacy Data Secure Aggregation Algorithm","authors":"K. Praveen Kumar, V. Sree Ranganayaki","doi":"10.1109/BHARAT53139.2022.00030","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00030","url":null,"abstract":"For the Internet of things (IoT) secure data aggregation issues, data privacy-preserving and limited computation ability and energy of nodes should be tradeoff. Based on analyzing the pros-and-cons of current works, a low energy- consuming secure data aggregation method (LCSDA) was proposed. This method uses shortest path principle to choose neighbor nodes and generates the data aggregation paths in the cluster based on prim minimum spanning tree algorithm. Simulation results show that this method could effectively cut down energy consumption and reduce the probability of cluster head node being captured, in the same time preserving data privacy.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126361571","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}
S. Sistu, P. S. S. Chadaram, A. K. Varma, C. Gurala
{"title":"A Framework for IoT-Enabled Secure Access Using Face-Mask Detection","authors":"S. Sistu, P. S. S. Chadaram, A. K. Varma, C. Gurala","doi":"10.1109/BHARAT53139.2022.00015","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00015","url":null,"abstract":"Smart automation systems play a major role in enhancing secure access functionality under unique constraints such as – human test subjects can be in uniform, wear a face mask, carry a picture ID or for the first time we conjecture that some form of physical verification is indeed a routine for secure recognition besides the features such as a person’s face biometric. In this paper, we propose a framework for smart phone activated secure access which can operate in closed indoor environment such as commercial, hospital, office complex. The mobile apps can advantage through IoT enabled edge server and cloud data services. In this paper we have shown an electronic system that performs mask detection in addition to the face biometrics required for monitoring human movement in a pandemic such as covid-19 or in highly sanitized spaces such as cooking area and clinical facilities. We use teachable machine for detection of face mask and user face. In the proposed solution a physical latch unlocks true positive events for detecting the genuine user’s face and the mask.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124567995","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}
Kritideepa Roy, H. Kumar, Minakshi Deb Barma, S. Deb, Rakesh Maharana
{"title":"Broadband Second Harmonic Generation using Surface Roughness Induced Random Quasi Phase Matching in Zinc Telluride slab","authors":"Kritideepa Roy, H. Kumar, Minakshi Deb Barma, S. Deb, Rakesh Maharana","doi":"10.1109/BHARAT53139.2022.00033","DOIUrl":"https://doi.org/10.1109/BHARAT53139.2022.00033","url":null,"abstract":"In this paper, the influence of surface roughness on second harmonic broadband formation in mid-IR area is described analytically by utilizing total internal reflection-quasi phase matching (TIR-QPM) method, using Random Quasi Phase Matching (RQPM) in reverse tapered orientation, made of Zinc Telluride (ZnTe) semiconductor slab. A computer-aided simulation of a ZnTe slab, after accounting for scattering as a result of reflection and surface roughness, revealed a 3-dB bandwidth of 210.39 nm centered at 10.8 μm and having efficiency of peak conversion as 4.2 percent. The effect of operating temperature, crystal length and thickness variation on the work is being studied.","PeriodicalId":426921,"journal":{"name":"2022 International Conference on Breakthrough in Heuristics And Reciprocation of Advanced Technologies (BHARAT)","volume":"189 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126795603","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}