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Automatic Text Summarization of COVID-19 Scientific Research Topics Using Pre-trained Models from Hugging Face 基于拥抱脸预训练模型的COVID-19科研主题自动文本摘要
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910274
Sakdipat Ontoum, Jonathan H. Chan
{"title":"Automatic Text Summarization of COVID-19 Scientific Research Topics Using Pre-trained Models from Hugging Face","authors":"Sakdipat Ontoum, Jonathan H. Chan","doi":"10.1109/RI2C56397.2022.9910274","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910274","url":null,"abstract":"Automated text summarizing helps the scientific and medical sectors by identifying and extracting relevant information from articles. Automatic text summarization is a way of compressing text documents so that users may find important and useful information in the original text in reduced time. We will first review some new works in the field of summarization that uses deep learning approaches, and then we will explain the application to COVID-19 related research papers. The ease with which a reader can grasp written text is referred to as the readability test. The substance of text determines its readability in natural language processing. We constructed word clouds using the abstracts’ most commonly used text. By looking at those three measurements, we can determine the performance measures of ROUGE-1, ROUGE-2, ROUGE-L, ROUGE-L-SUM. Our findings indicated that Distilbart-mnli-12-6 and GPT2-large outperform than others considered.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115834194","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
Active Pre-Equalizer for Broadband Optical Wireless Communication Integrated with RF Amplifier 集成射频放大器的宽带无线光通信有源预均衡器
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910315
Kamol Boonlom, R. Viratikul, P. Janpugdee, J. Konpang, N. Chudpooti, I. Robertson, Timothy J. Amsdon, N. Somjit
{"title":"Active Pre-Equalizer for Broadband Optical Wireless Communication Integrated with RF Amplifier","authors":"Kamol Boonlom, R. Viratikul, P. Janpugdee, J. Konpang, N. Chudpooti, I. Robertson, Timothy J. Amsdon, N. Somjit","doi":"10.1109/RI2C56397.2022.9910315","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910315","url":null,"abstract":"Presented within this paper are the findings and illustrated a new methodology for the design and development of a pre-equalizer utilizing method optimized filter synthesis, which can expand the bandwidth of optical wireless communication as required. The design circuit consists of an active-passive hybrid equalization circuit using the passive RC high pass filter cascaded with the non-inverting active Sallen-Key amplifier and the RF broadband amplifier circuit. The design shows that at -3 dB bandwidth of the optical wireless communication can expand the frequency bandwidth of 1 MHz to 700 MHz. Additionally, it can amplify the input signal to compensate for the attenuation in the frequency operation range of 18 dB. However, the proposed pre-equalizer system offers various preferable features as it can expand the bandwidth to be higher and the input signal can be amplified. Also, it shows the real experimental results demonstrating an improvement of bandwidth.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125373363","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
Study and teach different operational areas of a converter using an experimental short video 使用实验短视频学习和教授转换器的不同操作区域
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910303
Mohammad Afkar, R. Gavagsaz-Ghoachani, M. Phattanasak
{"title":"Study and teach different operational areas of a converter using an experimental short video","authors":"Mohammad Afkar, R. Gavagsaz-Ghoachani, M. Phattanasak","doi":"10.1109/RI2C56397.2022.9910303","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910303","url":null,"abstract":"One of the basic and important topics is students’ familiarity with practical work. One of the interesting subfields of experimental tests is understanding the waveforms and stability of the system. Different methods for student activities in the classroom are introduced to get acquainted with some examples of these signals and their behavior. Four waveforms are examined. Two waveforms for the state variables are considered in a DC-DC converter: the inductor current and capacitor voltage. The behavior of these waveforms is investigated for changes in a parameter of the modulated-hysteresis current controller. The command signal for the switch of this converter is also studied. Different tests to study a DC-DC boost converter in different operating areas, such as T-periodic and multi-periodic are shown by changing a control parameter at several operating points.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"217 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126037895","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
A three-level converter for supercapacitor in electric vehicles 一种用于电动汽车超级电容器的三电平变换器
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910288
Zohreh Shahrouei, R. Gavagsaz-Ghoachani, M. Phattanasak, S. Pierfederici
{"title":"A three-level converter for supercapacitor in electric vehicles","authors":"Zohreh Shahrouei, R. Gavagsaz-Ghoachani, M. Phattanasak, S. Pierfederici","doi":"10.1109/RI2C56397.2022.9910288","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910288","url":null,"abstract":"According to a high power density of supercapacitors, they have become interesting for electric vehicles. However, a boost converter is needed to step up the low voltage of the supercapacitor in its application. In this paper, a three-level DC-DC boost converter with supercapacitors is investigated. The two-loop sliding mode control is used to control the system. Simulation and experimental results are presented for start-up and steady-state. The converter can deliver power to load as expected from the experimental results.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116109886","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
Hyperparameter Tuning in Convolutional Neural Network for Face Touching Activity Recognition using Accelerometer Data 基于加速度计数据的超参数卷积神经网络人脸触摸识别
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910262
S. Mekruksavanich, Ponnipa Jantawong, Narit Hnoohom, A. Jitpattanakul
{"title":"Hyperparameter Tuning in Convolutional Neural Network for Face Touching Activity Recognition using Accelerometer Data","authors":"S. Mekruksavanich, Ponnipa Jantawong, Narit Hnoohom, A. Jitpattanakul","doi":"10.1109/RI2C56397.2022.9910262","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910262","url":null,"abstract":"People have been encouraged to wear masks and avoid touching their faces in public as part of the new measures to prevent the spread of coronavirus 2019 (COVID-19). During the COVID-19 epidemic, few research have examined the effect of everyday living on the frequency of facial touch activity. To develop a face touching avoidance system, deep learning algorithms have been proposed and have demonstrated their amazing performance. However, an important drawback of deep learning is its extensive dependence on hyperparameters. The results of deep learning algorithms may vary depending on hyperparameters, such as the size of the filters, the number of filters, the batch size, the number of epochs, and the training optimization technique used. In this paper, we present an effective approach for hyperparameter tuning of convolutional neural networks (CNNs) for efficiently recognized face touching activities based on accelerometer data. Two hyperparameter tuning methods (Grid search and Bayesian optimization) were evaluated in order to construct the CNN with high performance. The experiment results show that Bayesian optimization can provide suitable hyperparameters for CNNs for face touching recognition with the highest accuracy of 96.61%.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":" 44","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113947851","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
Evaluation of Micro-slots Spectrum Sensing under Noise uncertainty and PU Random Access 噪声不确定性和PU随机接入下的微槽频谱感知评价
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910291
Kitipoth Wasayangkool, Wilaiporn Lee, K. Srisomboon
{"title":"Evaluation of Micro-slots Spectrum Sensing under Noise uncertainty and PU Random Access","authors":"Kitipoth Wasayangkool, Wilaiporn Lee, K. Srisomboon","doi":"10.1109/RI2C56397.2022.9910291","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910291","url":null,"abstract":"To achieve the spectrum utilization objective of cognitive radio, the unauthorized user (SU) should avoid interference to the authorized user (PU) when the SU accesses the licensed channel and should access the licensed channel when it is actually available. In a normal scenario, traditional spectrum sensing determines the channel status when all samples of the sensing slot contain the PU signal. However, PU can utilize the licensed channel indulgently where the PU has the right to access or leave the channel anytime during the sensing interval. However, the indulgent access behavior of PU affects the detection performance of traditional spectrum sensing techniques since they do not take the behavior into the account. Later, modern techniques address the indulgent access behavior issue by exploiting micro-slots detection concepts. However, they did not evaluate the detection performance under noise uncertainty environment where the noise uncertainty is the major concern of the spectrum sensing. Therefore, in this paper, we determine the generalization character of the three modern spectrum sensing, micro-slotted dual-stage spectrum sensing (MDMS), split-half spectrum sensing (SPHS) and elastic fusion dual-stage spectrum sensing (EFDS), where the generalization can be met when the spectrum sensing presents reliable detection under various condition of spectrum usage of PU with noise uncertainty environment. As a result, EFDS can achieve the generalization character since it is capable of adjusting the required number of PU detected adjacent micro-slots.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"146 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128150985","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
Generating and Evaluating Text Summarisations using Text-representing Centroids(TRC) 使用文本表示质心(TRC)生成和评估文本摘要
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910272
Yanakorn Ruamsuk, A. Mingkhwan, H. Unger
{"title":"Generating and Evaluating Text Summarisations using Text-representing Centroids(TRC)","authors":"Yanakorn Ruamsuk, A. Mingkhwan, H. Unger","doi":"10.1109/RI2C56397.2022.9910272","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910272","url":null,"abstract":"Short abstracts and text summarisation are gaining increasing the importance of tools for filtering out the most relevant articles due to the increased documents and information. The following article uses TRCs to support text summaries’ generation and evaluation. A new method of document summarisation has been introduced based on text-representing centroids (TRC). TRC-based similarity measure delivers good similarity estimations for both methods, which are in the excellent range of 75 percent on average.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"142 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133531292","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
Dimensions of Agile Enterprise Architecture 敏捷企业架构的维度
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910275
Sirinuch Sararuch, P. Wannapiroon, P. Nilsook
{"title":"Dimensions of Agile Enterprise Architecture","authors":"Sirinuch Sararuch, P. Wannapiroon, P. Nilsook","doi":"10.1109/RI2C56397.2022.9910275","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910275","url":null,"abstract":"The Impact of Industry Revolution has been accelerated by global pandemic crisis recently. Disruptive technology is one of the key driving forces of transformation on the rapid change in business model and market demand. Traditional industries, including education, experience the challenge of maintaining business at lower cost while generating high performance (more revenue) and staying relevant in the market. Digital Transformation helps improve collaboration within and between organizations by creating immersive customer experience for better engagement. Enterprise organization wants to grow and give it a better chance of thriving post-pandemic by becoming more innovative and generating higher productivity and making better decisions with insights from data-driven platform. To achieve all the business requirements for transformation is not straightforward. By understanding the alignment of Business and Information Technology Architecture, Higher Education institutions can manage the challenges of the future trends. The success of Digital Transformation in enterprise organizations is determined by an agile implementation framework of Enterprise Architecture (EA). Enterprise Architecture is the critical intermediary between business and IT corporate wide strategy. Through understanding the current situation and performance of an enterprise, EA can help foresight future business challenges and deliver the information needed while simultaneously ensuring opportunities for business growth.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125417805","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 Identification and Localization of Visual Explanation for Weapon Detection 武器探测目视解释的目标识别与定位
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910301
Narit Hnoohom, Pitchaya Chotivatunyu, Sumeth Yuenyong, K. Wongpatikaseree, S. Mekruksavanich, A. Jitpattanakul
{"title":"Object Identification and Localization of Visual Explanation for Weapon Detection","authors":"Narit Hnoohom, Pitchaya Chotivatunyu, Sumeth Yuenyong, K. Wongpatikaseree, S. Mekruksavanich, A. Jitpattanakul","doi":"10.1109/RI2C56397.2022.9910301","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910301","url":null,"abstract":"Weapon detection is a difficult task that requires accurate identification of weapon objects in images. The object localization approach is mostly used because it combines a gradient with a convolutional layer to create a map of key locations on the image. This paper presents an Eigen-CAM method to localize and detect objects in an image for a Faster Region-based Convolutional Neural Network (Faster R-CNN) residual neural network (ResNet 50) model, giving a visual explanation. The Internet Movie Firearms Database (IMFDB) was used to train a deep learning model with the Faster R-CNN ResNet 50 model of the pre-trained PyTorch framework. Experimental results indicated that the Faster R-CNN ResNet 50 model achieved the highest mAP of 0.497 with 0.5 IoU. The Eigen-CAM method performed effectively for visual image representation.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121590427","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
A Resistorless Temperature-insensitive Electronically-adjustable Single VDGA-based Voltage-mode Instrumentation Amplifier 一种无电阻温度不敏感电子可调单vga电压模式仪表放大器
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C) Pub Date : 2022-08-04 DOI: 10.1109/RI2C56397.2022.9910324
M. Siripruchyanun, Burin Theppota, W. Saksiri
{"title":"A Resistorless Temperature-insensitive Electronically-adjustable Single VDGA-based Voltage-mode Instrumentation Amplifier","authors":"M. Siripruchyanun, Burin Theppota, W. Saksiri","doi":"10.1109/RI2C56397.2022.9910324","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910324","url":null,"abstract":"This article describes a novel voltage-mode instrumentation amplifier with fully electronic controllability and temperature insensitivity. Its circuit description is very simple comprising only single active building block namely voltage differencing gain amplifier (VDGA) without any passive elements to achieve high differential-mode gain and common-mode rejection ratio (CMRR). Its gain can be widely adjustable by electronic method via input bias currents, it then can be easily modified to automatic or microcontroller-based control systems. Several performances of workability of the proposed instrumentation amplifier are disclosed using PSpice simulation with the model parameter of 0.25μm CMOS process. The output deviation due to temperature variation is about 0.00135%/°C. The total harmonic distortion (THD) of output voltage is 0.89%. Total power consumption of the proposed circuit is 0.18mW at ±1.2V power supply.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"24 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123229099","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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