2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)最新文献_第6页

Crop Recommendation using Machine Learning and Plant Disease Identification using CNN and Transfer-Learning Approach 使用机器学习的作物推荐和使用CNN和迁移学习方法的植物病害识别

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119276

Shivesh Tiwari, Somesh Kumar, S. Tyagi, Minakshi Poonia

{"title":"Crop Recommendation using Machine Learning and Plant Disease Identification using CNN and Transfer-Learning Approach","authors":"Shivesh Tiwari, Somesh Kumar, S. Tyagi, Minakshi Poonia","doi":"10.1109/IATMSI56455.2022.10119276","DOIUrl":"https://doi.org/10.1109/IATMSI56455.2022.10119276","url":null,"abstract":"Since there have been climate changes that have resulted in an increasing amount of unexpected rainfalls, par below temperatures, and heatwaves in the region, resulting in a significant loss of ecosystem. Machine learning has helped develop various utility tools to tackle world problems. This problem of agriculture can be solved by using various ML algorithms. This paper aims at two things - a)A crop recommendation system and b) a Plant disease identification system embedded into a single website. The datasets were publicly available over the internet. Once the features for task one are extracted, the dataset is trained on five different algorithms - logistic regression, decision tree, support vector machine(SVM), multi-layer perceptron and random forest. For the second task, three CNN architectures, VGG16, ResNet50 and EfficientNetV2, are trained, and a comparative study is done between them. For task one, random forest achieved an accuracy of 99.31%, and for the second task, EfficientNetV2 achieved an accuracy of 96.06%","PeriodicalId":221211,"journal":{"name":"2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131519006","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

CRLH-TL Based Dual-Band Miniaturized Antenna for Microwave Communication 基于CRLH-TL的微波通信双频小型化天线

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119313

N. Mishra, A. Chandra, D. Choudhary, Rajkishor Kumar

{"title":"CRLH-TL Based Dual-Band Miniaturized Antenna for Microwave Communication","authors":"N. Mishra, A. Chandra, D. Choudhary, Rajkishor Kumar","doi":"10.1109/IATMSI56455.2022.10119313","DOIUrl":"https://doi.org/10.1109/IATMSI56455.2022.10119313","url":null,"abstract":"In the past few years, miniaturized antenna design has attracted the attention of researchers because of the huge demand for compact portable microwave devices. In this article square stub, meandered lines, a reverse L-shaped resonator and a ring resonator have been arranged to form the CRLH-TL (Composite Right/Left Transmission Line) which results in a miniaturized dual-band antenna configuration. The designed antenna configuration has an overall electrical outline area of $0.31lambda_{0}times 0.09lambda_{0}$, where $lambda_{0}$ is the wavelength in free space around the ZOR (zeroth order resonance) frequency of 2.72GHz. The dual-band characteristics of the designed antenna arrangement offer 7.35% and 11.07% −10dB fractional bandwidth around the resonance frequencies of 2.72GHz and 5.51GHz respectively. Additionally, in the direction of broadside radiation this antenna configuration provides an average gain of 1.51dB and 1.94dB throughout the −10dB working bands. The proposed dual-band miniaturized antenna have average radiation efficiency of 91.78% and 95.45% throughout the −10dB operational bandwidths. The developed antenna structure can be utilized in distinct microwave communication applications, such as WLAN (5.15-5.35,5.47-5.725 GHz), and Wi-MAX (5.2-5.8 GHz).","PeriodicalId":221211,"journal":{"name":"2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132812627","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

Current-best Particle Swarm Optimization 当前最佳粒子群算法

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119383

Ashmita Roy Medha, Saroj K. Biswas, Muskan Gupta, Arpita Nath Boruah, Rahul Kumar, Vivek Verma, B. Purkayastha

引用次数: 0

Sugarcane Leaf Disease Classification using Transfer Learning 基于迁移学习的甘蔗叶片病害分类

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119309

S. Lambor, Vithika Pungliya, Roshita Bhonsle, Atharva Purohit, Ankur Raut, Aayushi Patel

引用次数: 0

Design and Comparative Analysis of PMSM, BLDC, SynRM, and PMAssi-SynRM Motors for Two-Wheeler Electric Vehicle Application 两轮电动汽车用PMSM、BLDC、SynRM、pmsi -SynRM电机的设计与比较分析

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119363

Kalyani Arjun Gore, R. Ugale

引用次数: 0

Analysis on Affect Recognition Methods in the Wild 野外情感识别方法分析

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119419

Karishma Raut, Sujata Kulkarni

引用次数: 0

Design and Implementation of Multi-Mode Surveillance System for Several Applications 多模式监控系统的设计与实现

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119278

Kiran Dasari, Nadipudi Arjun Sainath, B. Kumar, Vimal Manohar, A. V. Hemanth, K. S. Rao

{"title":"Design and Implementation of Multi-Mode Surveillance System for Several Applications","authors":"Kiran Dasari, Nadipudi Arjun Sainath, B. Kumar, Vimal Manohar, A. V. Hemanth, K. S. Rao","doi":"10.1109/IATMSI56455.2022.10119278","DOIUrl":"https://doi.org/10.1109/IATMSI56455.2022.10119278","url":null,"abstract":"With the rise in crimes, thefts, stealing, burglary, and offensive violations in today's technological age, it is critical that we install cameras in every conceivable public place to discover accused / criminals / fled persons. Security agents, such as cops, use public camera footage to track down the accused's movements. People are assigned to this responsibility of watching the public camera recordings. These individuals must constantly watch the detected faces and compare them to the accused faces. However, because this is a continual process, there is a high risk of manual errors when utilizing this method. The accused person's face can also be discovered using this method, but by the time the assigned person tells the nearest police station, the accused person may have left/escaped. With all of these considerations in mind, it is necessary to avoid these blunders. Manual mistake in determining the perpetrator's face and relaying the information to officials swiftly are the main problems. Installing a camera with an already supplied data collection of suspected people can help cross-check the detected faces with the uploaded data set, which is the first issue. This improves the precision of the accused's detection. The second issue is telling officials about the suspected criminal or accused in a timely manner. If the installed camera has a transmitting unit, with the receiver on the official side and the transmitter on the camera end, this will work. The information is swiftly transmitted to the authorities, and there is a good possibility that the perpetrator will be apprehended. A frequency band is fundamental for any transmission to actually occur. The frequency ranges essential for the above-mentioned transferring data are 400–500 Hz and 900–1000 Hz. The LoRa module will be used to use these bandwidths.","PeriodicalId":221211,"journal":{"name":"2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114433498","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

Complexity Comparison of Empirical Mode Decomposition and Wavelet Decomposition Methods in the Detection of Ventricular Late Potential 经验模态分解与小波分解方法检测心室晚电位的复杂度比较

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119348

Daphin Lilda S, Jayaparvathy R

{"title":"Complexity Comparison of Empirical Mode Decomposition and Wavelet Decomposition Methods in the Detection of Ventricular Late Potential","authors":"Daphin Lilda S, Jayaparvathy R","doi":"10.1109/IATMSI56455.2022.10119348","DOIUrl":"https://doi.org/10.1109/IATMSI56455.2022.10119348","url":null,"abstract":"Ventricular Late Potentials (VLPs) mark the electrical instability of myocardial tissues of the heart. It has been observed in medical researches that there is a direct link between sudden cardiac death due to arrhythmia and the presence of VLPs. Early detection of CVDs can be made possible by the detection of VLPs. The wavelet-based decomposition is the most widely used method in literature however due to the multiple stages involved in the wavelet-based decomposition the computational complexity of the system is high. This paper proposes VLP detection method using the Empirical Mode Decomposition (EMD) which is simple and more efficient. The ECG signal is initially filtered and the consecutive individual beats in the ECG are averaged to obtain the Signal Averaged ECG (SAECG). The EMD is applied to the obtained SAECG which decomposes the signal into corresponding Intrinsic Mode Functions (IMFs) from which the presence of VLPs can be detected. The proposed method captures even the lowest intensity deviation present in a signal. In addition to this the Wavelet decomposition is found to be two times more complex compared to the EMD based method with respect to the number of samples given.","PeriodicalId":221211,"journal":{"name":"2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128210319","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

Hybrid Renewable Energy Based Electric Vehicle Eco-Friendly Charging Station 基于可再生能源的混合动力电动汽车环保充电站

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119412

Mangal S. Kushwah, M. Azeem, Prasanth Kumar, A. Singhal, P. Rajawat

引用次数: 0

A Modified Perturb and Observe Maximum Power Point Tracking Technique for Handling Partial Shading 一种改进的扰动和观察最大功率点跟踪技术用于处理部分阴影

2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI) Pub Date : 2022-12-21 DOI: 10.1109/IATMSI56455.2022.10119319

Saurabh Pal, A. Singhal, Subinoy Roy

{"title":"A Modified Perturb and Observe Maximum Power Point Tracking Technique for Handling Partial Shading","authors":"Saurabh Pal, A. Singhal, Subinoy Roy","doi":"10.1109/IATMSI56455.2022.10119319","DOIUrl":"https://doi.org/10.1109/IATMSI56455.2022.10119319","url":null,"abstract":"To ensure that solar PV is operating at its peak efficiency, management approaches for solar PV operation are needed. Photovoltaic PV's current-voltage and power-voltage characteristics show several steps and many peaks when exposed to partial shadowing. It's possible to distinguish between LMPPs (local maximum power points) and an overall maximum power point (GMPP). Perturb and Observe is one of the high-power point techniques. This method is frequently used due to its ease of implementation and lower cost when compared to alternative methods. However, in the case of partial shading, this approach is unable to tell the difference between the local and global maximum power points. The standard perturbs and observe method's flaws will be fixed by the Modified Perturb and Observe Method, which is currently under development. Partial shadowing may now be detected using this new approach, and the position of both GMPP and LMPP can then be determined. The MATLAB/ SIMULINK-implemented boost converter and a photovoltaic system make up the test bed system. The suggested approach's functioning was verified by comparing the findings to those obtained using the more traditional “Ordinary Perturb and Observe” method. Researchers were able to use the novel approach in both natural and shady lighting situations to accurately measure the maximum power point. As well as being more precise, it is also quicker than previous approaches. So, the new technology dramatically improved efficiency and increased the amount of energy that could be harvested from solar PV arrays. In both partial shading and non-shading, the suggested model works well.","PeriodicalId":221211,"journal":{"name":"2022 IEEE Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation (IATMSI)","volume":"201 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133654315","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