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Resource Prudent CNN Models for Disease Identification of Rice Crops 水稻作物病害识别的资源谨慎CNN模型
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127388
T. P, B. Baranidharan
{"title":"Resource Prudent CNN Models for Disease Identification of Rice Crops","authors":"T. P, B. Baranidharan","doi":"10.1109/ICNWC57852.2023.10127388","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127388","url":null,"abstract":"Agriculture is one of India’s most promising and vital sector, where we secure almost 17% of GDP. Over 60 % of the population is employed in the field of agriculture.Rice is one of the significant staple crops in India. The most prominent hurdle farmer faces are disease identification which affects the crop and reduces yield significantly. Northeast monsoon dropped more than 57% rainfall in Tamil Nadu by 2021, and the Rice crop diseases like Blast, False Smut, Bacterial Leaf Blight, and Brown Spot emerged, which caused a 33% loss in the year 2021. The dataset is collected from the rice field of Chengalpattu district affected by this Northeast monsoon and from Kaggle, UCI Machine learning repository. Early prediction can reduce these losses and increase the quality and yield of the crops. The advancements in computer vision technology can do this with one precise algorithm in deep learning perfected with time: Convolutional Neural Network (CNN). CNN with feature extraction techniques is deployed to classify the diseases early. The different CNN models are trained to classify images into five classifications of diseases i) Blast, ii) Bacterial leaf blight, iii) Brown spot, iv) False smut, v) Tungro, and one classification of healthy crops. When the trained CNN models are deployed in a mobile hand-held device, the size of the CNN model is a significant obstacle. ResNet family CNN models give the highest output accuracy but come at the cost of increased computational resources. In this research, different dense CNN models and MobileNet models are proposed, which give comparable results to ResNet models but take much fewer computational resources.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127324299","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
Heuristic Search based Test Pattern Compression Scheme 基于启发式搜索的测试模式压缩方案
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127249
M. Baráth, S. Asha Pon, V. Jeyalakshmi
{"title":"Heuristic Search based Test Pattern Compression Scheme","authors":"M. Baráth, S. Asha Pon, V. Jeyalakshmi","doi":"10.1109/ICNWC57852.2023.10127249","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127249","url":null,"abstract":"VLSI testing becomes a mandatory process with invention of system-on chip to ensure device reliability. To assure the effectiveness of system-on chip, larger test data volume are required. This leads to excessive power consumption and also increases the device testing time. Additionally, larger memory is required to store this enormous test data. Hence, to overcome these drawbacks test data volume has to be reduced. This paper proposes a test data compression scheme based on Genetic algorithm to minimize test power. Test power minimization is accomplished by reducing hamming distance among test patterns. Proposed algorithm is implemented in c17 ISCAS’85 benchmark combinational circuit. Experimental result shows that 67.74% reduction on test pattern count and 49.35% reduction in hamming distance is observed.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123266193","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
Survey of Evidence Collection Methods for Internet of Things Forensics 物联网取证取证方法研究
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127407
A. Renold
{"title":"Survey of Evidence Collection Methods for Internet of Things Forensics","authors":"A. Renold","doi":"10.1109/ICNWC57852.2023.10127407","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127407","url":null,"abstract":"Internet of Things (IoT) usage in different applications and the usage of open source communication band are vulnerable to different types of attacks. Determining the root cause of the attacks, isolating the nodes, and providing countermeasures to overcome such threats in the future are important aspects for the success of IoT and its usage in more areas of applications. This paper presents a survey of recent works on the evidence collection module in IoT forensics. The evidence collection is the second stage in the forensics investigation cycle. The classification of the evidence collection mechanisms based on the strategy adapted has been discussed. Additionally, the discussion on the evidence collection methodologies and the future directions for research in the evidence collection module pertaining to IoT forensics is presented.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115216372","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
The Revelation of Tamil Cryptographic Lexicon –Connecting Tamil Characteristics and Cubic Curve 泰米尔密码学词典的启示——联接泰米尔特征与三次曲线
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127454
J. Josepha Menandas, Mary Subaja Christo
{"title":"The Revelation of Tamil Cryptographic Lexicon –Connecting Tamil Characteristics and Cubic Curve","authors":"J. Josepha Menandas, Mary Subaja Christo","doi":"10.1109/ICNWC57852.2023.10127454","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127454","url":null,"abstract":"Data Security is the predominant issue in today’s world as drastic increase in size of data in day today’s life. Even though we have cryptographic algorithms more in hand, the same time how efficient usage of those algorithms are still unknown. Here we propose a novel method to provide high security and easy implementation of existing Galois field cubic curve algorithm using Tamil language. The Tamil language is represented as the product of vowels and consonants in one-toone connection to the Hardy-Ramanujan prime factors. In addition, the mathematical properties of the cubic curves are formed from the tabular representations of Hardy- Ramanujan prime factors and the number digits. It’s experiential shows that, Tamil language based cubic curve encryption provides very stronger security when compared to the modern cubic curve Elliptic curve encryption.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129727909","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
Analysis Of Information Diffusion In Social Networks Based On Graph Representation 基于图表示的社会网络信息扩散分析
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127266
A. Susi, V. Akila, V. Govindasamy
{"title":"Analysis Of Information Diffusion In Social Networks Based On Graph Representation","authors":"A. Susi, V. Akila, V. Govindasamy","doi":"10.1109/ICNWC57852.2023.10127266","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127266","url":null,"abstract":"The growing network of relationship in social Snetwork has contributed to rising maximization of information diffusion by identifying the influential node through various centrality measures. The network structure is affected by the property of the network, so assortative help in better understanding the connectivity of the node. The graph structure-based approach along with different graph metrics has been used to detect and analyze influential node in the network. The comparison of measures has been presented on the basis of performance in social network. Empirical evaluation reveals that the relationship of the bridge edge in the network, strengthens the information flow between different cluster. The presence of small clusters among large clusters aids in detecting information propagation pattern and maximizing information diffusion.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129803864","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
Driver Drowsiness Detection Using Open CV and DLIB 基于Open CV和DLIB的驾驶员困倦检测
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127437
D. R., Saarika R Nair, R. Jayaraj
{"title":"Driver Drowsiness Detection Using Open CV and DLIB","authors":"D. R., Saarika R Nair, R. Jayaraj","doi":"10.1109/ICNWC57852.2023.10127437","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127437","url":null,"abstract":"The driver drowsiness system is a concept that can be used to prevent accidents caused by drivers in sleepy or fatigued conditions. This paper aims to solve this problem by identifying the driver’s eye movements and yawning actions and providing a beep alert when the driver is detected to be drowsy. By using machine learning techniques and hardware components, we can minimize accidents caused by driver drowsiness.To prevent accidents, we need the driver to be awake. Inorder to wake up the driver a 15 second of continuous sound is played Considering all these features, the algorithm is chosen in such a way that the model provides decent accuracy.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130330559","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
Automatic Billing Trolley 自动计费小车
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127314
Vaishali Jabade, Mayur Talewar, Supriya Surve, Sameer Tadavi, Soham Tak
{"title":"Automatic Billing Trolley","authors":"Vaishali Jabade, Mayur Talewar, Supriya Surve, Sameer Tadavi, Soham Tak","doi":"10.1109/ICNWC57852.2023.10127314","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127314","url":null,"abstract":"Shopping has bewitched everyone nowadays. Most people visit the nearby supermarkets to do shopping, which causes long queues on billing counters. Hence, we designed a small design to do the billing work fast and accurate. Using this system, we will be able to see the gross prize of the products added in the cart, so that at the counter, customer will not have to scan the products and generate bill. This design will help both the customers and supermarkets. It can be implemented using Arduino Nano, Radio Frequency Identification (RFID) tags and reader module, LCD display and other basic components.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126561173","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
Compact Circular Polarized Ant-formed Rectangular slot mm-wave Antenna for 5G Satellite Communication 5G卫星通信用紧凑型圆极化抗成形矩形槽毫米波天线
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127331
Ramya Vasudevan, V. Nagaraju
{"title":"Compact Circular Polarized Ant-formed Rectangular slot mm-wave Antenna for 5G Satellite Communication","authors":"Ramya Vasudevan, V. Nagaraju","doi":"10.1109/ICNWC57852.2023.10127331","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127331","url":null,"abstract":"In this paper, a compact circular polarized Antformed rectangular slot antenna is presented. The proposed antenna consists of an Ant-shaped rectangular patch rotated 0°. To achieve an Axial ratio below 3 dB and to improve the AR bandwidth the proposed antenna is rotated at 45° and 135° respectively. In both directions, the axial ratio falls below 3dB which forms circular polarization. To validate this design, the antenna is designed using a simulation software HFSS with the overall dimensions of 13 x13x1.6 mm3. The simulated impedance bandwidth (IMBW) for | Sll |< -10dB of the proposed antenna is 5.75% and the simulated axial ratio bandwidth (ARBW) <3dB is 7.07% and peak gain is from 5. 4dB to 4.1dB within 3dB ARBW. This proposed circular polarized antenna is suitable for 5G non-geostationary satellite communications and falls under the ka band.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127915884","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
Design and Web Development of E-Voting System 电子投票系统的设计与Web开发
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127445
Mullapudi V Ramanatha Subrahmanya Kiran, S. Suchitra, K. Arthi, N. Senthamarai, M. Jayaselvi
{"title":"Design and Web Development of E-Voting System","authors":"Mullapudi V Ramanatha Subrahmanya Kiran, S. Suchitra, K. Arthi, N. Senthamarai, M. Jayaselvi","doi":"10.1109/ICNWC57852.2023.10127445","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127445","url":null,"abstract":"Voting plays a very important role in electing a candidate in the government and private organizations these days. Voting system’s integrity and privacy are the main challenges in developing a voting system. The person who is voting a particular party should not be known by everyone which is a concern to privacy of the voter and the voting system should give correct results which shows the integrity of the voting system. One single vote may be responsible to change the entire result of the polling. So, voting system should be designed in such a way that each vote should be given its own importance and that should not get tampered by the hackers. So to solve this problem we are developing a full stack web application on voting system which does not compromises with integrity, privacy and security. This project has been developed using a server-side scripting language PHP. As the name server-side suggests the code which has been written cannot be accessible to the client thus it ensures privacy and security.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131351822","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
Intelligent Fuel Pump System with RFID and the Internet of Things 基于RFID和物联网的智能燃油泵系统
2023 International Conference on Networking and Communications (ICNWC) Pub Date : 2023-04-05 DOI: 10.1109/ICNWC57852.2023.10127542
A. Shanmugapriya, A.Sangeetha Devi, A. Kalaivani, K. SuganyaDevi
{"title":"Intelligent Fuel Pump System with RFID and the Internet of Things","authors":"A. Shanmugapriya, A.Sangeetha Devi, A. Kalaivani, K. SuganyaDevi","doi":"10.1109/ICNWC57852.2023.10127542","DOIUrl":"https://doi.org/10.1109/ICNWC57852.2023.10127542","url":null,"abstract":"This RFID-Technology automated gasoline pump system handles the immediate delivery of fuel based on the value of the RFID prepaid card. Each user will have a unique RFID card that may be refilled using pre-paid funds. A microcontroller-based device called a radio-frequency identification (RFID) system lowers the need for human labour while accurately pouring fuel. By rejecting the card, it prevents unlawful use. The system is greatly safeguarded in this way. RFID is a flexible, popular technology with many real-time applications. As it involves less monitoring, eliminates human error, lowers capital costs, and provides insights for better decision-making, it improves operational efficiency. The system will calculate the time of operation for the electrical fuel pump and start the operation for the fuel bestowing once the user decide on the anticipated amount using the keypad and the RFID in this task. When the pump reaches the user-specified value, the system will automatically turn it off.","PeriodicalId":197525,"journal":{"name":"2023 International Conference on Networking and Communications (ICNWC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130209604","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
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