首页 > 最新文献

2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)最新文献

英文 中文
Automatic Hand Gesture Recognition with Semantic Segmentation and Deep Learning 基于语义分割和深度学习的自动手势识别
Bristy Chanda, H. Nyeem
Automatic Hand Gesture Recognition is a key requirement for variety of applications, including translation of Sign Language, Human-Computer Interaction (HCI) and, ubiquitous vision-based systems. Due to the lighting variance and complicated background in the input image set of gestures, meeting this criterion remains a challenge. This paper introduces semantic segmentation to deep learning-based hand gesture recognition system for sign language translation. Building on the U - Net architecture, the proposed model obtains the semantically segmented mask of the input image, which is then fed to convolutional neural networks (CNNs) for multiclass classification. The proposed model is trained and tested for four different depths of the CNN architectures followed by the comparison with some pre-trained CNN architectures such as Inception V3, VGG16, VGG19, ResNet50. The proposed model is evaluated on National University of Singapore (NUS) hand posture dataset II (subset A), which contains 2000 images in 10 classes. A significant recognition rate of 97.15 % is achieved for the proposed model outperforming a set of prominent models and demonstrating its promises for sign language translation.
自动手势识别是各种应用的关键要求,包括手语翻译,人机交互(HCI)和无处不在的基于视觉的系统。由于手势输入图像集的光照变化和背景复杂,满足这一标准仍然是一个挑战。将语义分割引入到基于深度学习的手势识别系统中,用于手语翻译。该模型基于U - Net架构,获取输入图像的语义分割掩码,然后将其送入卷积神经网络进行多类分类。该模型对四种不同深度的CNN架构进行了训练和测试,然后与一些预训练的CNN架构(如Inception V3, VGG16, VGG19, ResNet50)进行了比较。该模型在新加坡国立大学(NUS)的手部姿势数据集II(子集A)上进行了评估,该数据集包含10个类别的2000张图像。该模型的识别率达到了97.15%,超过了一组著名的模型,证明了它在手语翻译方面的前景。
{"title":"Automatic Hand Gesture Recognition with Semantic Segmentation and Deep Learning","authors":"Bristy Chanda, H. Nyeem","doi":"10.1109/icaeee54957.2022.9836425","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836425","url":null,"abstract":"Automatic Hand Gesture Recognition is a key requirement for variety of applications, including translation of Sign Language, Human-Computer Interaction (HCI) and, ubiquitous vision-based systems. Due to the lighting variance and complicated background in the input image set of gestures, meeting this criterion remains a challenge. This paper introduces semantic segmentation to deep learning-based hand gesture recognition system for sign language translation. Building on the U - Net architecture, the proposed model obtains the semantically segmented mask of the input image, which is then fed to convolutional neural networks (CNNs) for multiclass classification. The proposed model is trained and tested for four different depths of the CNN architectures followed by the comparison with some pre-trained CNN architectures such as Inception V3, VGG16, VGG19, ResNet50. The proposed model is evaluated on National University of Singapore (NUS) hand posture dataset II (subset A), which contains 2000 images in 10 classes. A significant recognition rate of 97.15 % is achieved for the proposed model outperforming a set of prominent models and demonstrating its promises for sign language translation.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129187166","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 Comparative Study of Robust Optimal Controllers for Grid Voltage Control in Islanded Microgrids 孤岛微电网电压鲁棒最优控制器的比较研究
Sanjid-E-Elahi, M. Rahman, Md. Alamgir Hossain, M. Sikder
This paper presents several optimized control methods for voltage control of an islanded microgrid connected through an inverter system. The control methodology of the microgrid is based on converter control using the PWM. Optimal controllers such as Linear Quadratic Regulator (LQR), Linear Quadratic Integrator (LQI) and Linear Quadratic Gaussian (LQG) are developed to control the voltage of converters. A robust optimal controller provides fast dynamic response and is capable of resisting voltage fluctuations from instantaneous reference grid voltage; to control the inverter voltage that can be utilized in a microgrid (MG). The proposed control strategies basically allow the MG to be controlled with minimum control input while impeding voltage deviation from a reference voltage during disturbances in the power system, such as sudden load change. The performance of designed controllers has been compared against linear and non-linear loads with several conditions. The studied systems are modeled and simulated in the MATLAB/SIMULINK environment and the comparison results show that both LQI and LQG controllers provide good tracking and reasonable performance.
本文提出了几种通过逆变器系统连接的孤岛微电网的电压优化控制方法。微电网的控制方法是基于PWM的变换器控制。提出了线性二次调节器(LQR)、线性二次积分器(LQI)和线性二次高斯(LQG)等最优控制器来控制变换器的电压。鲁棒最优控制器提供了快速的动态响应,并能够抵抗瞬时参考电网电压的波动;以控制可用于微电网(MG)的逆变器电压。所提出的控制策略基本上允许以最小的控制输入控制MG,同时在电力系统的扰动(如负载突然变化)中阻止电压偏离参考电压。在几种条件下,比较了所设计的控制器在线性和非线性负载下的性能。在MATLAB/SIMULINK环境下对所研究的系统进行了建模和仿真,对比结果表明LQI和LQG控制器都具有良好的跟踪性能和合理的性能。
{"title":"A Comparative Study of Robust Optimal Controllers for Grid Voltage Control in Islanded Microgrids","authors":"Sanjid-E-Elahi, M. Rahman, Md. Alamgir Hossain, M. Sikder","doi":"10.1109/icaeee54957.2022.9836351","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836351","url":null,"abstract":"This paper presents several optimized control methods for voltage control of an islanded microgrid connected through an inverter system. The control methodology of the microgrid is based on converter control using the PWM. Optimal controllers such as Linear Quadratic Regulator (LQR), Linear Quadratic Integrator (LQI) and Linear Quadratic Gaussian (LQG) are developed to control the voltage of converters. A robust optimal controller provides fast dynamic response and is capable of resisting voltage fluctuations from instantaneous reference grid voltage; to control the inverter voltage that can be utilized in a microgrid (MG). The proposed control strategies basically allow the MG to be controlled with minimum control input while impeding voltage deviation from a reference voltage during disturbances in the power system, such as sudden load change. The performance of designed controllers has been compared against linear and non-linear loads with several conditions. The studied systems are modeled and simulated in the MATLAB/SIMULINK environment and the comparison results show that both LQI and LQG controllers provide good tracking and reasonable performance.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"158 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116109572","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
Analysis of the Impact of Various Properties of High Voltage Discharge for Deactivation of Water Algae 高压放电各种特性对水藻灭活的影响分析
M. Halim, Ruma
This paper aims to assess the impact of high voltage discharge on Chlamydomonas algae. Chlamydomonas has been chosen as a sample in this study due to its availability in Bangladesh. It grows on the surface of the water and causes various adverse effects on humans, environment, and other animal beings. There are various methods to inactivate the harmful effects of algae. The use of chemicals (like chlorine) produces harmful by-products and also affects human health. The application of high voltage discharge is an effective technique, which has a great impact on removing harmful algae. It has been found that discharge starts as a streamer with thin light intensity, then spreads in the form of branching on the surface of the water, and then converts to spark discharge with increasing input voltage. The application of discharge results in the complete deactivation of Chlamydomonas algae. The results and findings of this study will lead to developing more accurate knowledge about the real-life application of high voltage discharge.
本文旨在评价高压放电对衣藻的影响。由于衣藻在孟加拉国的可用性,本研究选择衣藻作为样本。它生长在水面上,对人类、环境和其他动物造成各种不利影响。有多种方法可以消除藻类的有害影响。使用化学品(如氯)会产生有害的副产品,也会影响人体健康。高压放电技术的应用是一种有效的技术,对去除有害藻类有很大的影响。研究发现,放电以微弱光强的流光形式开始,然后以分支形式在水面扩散,然后随着输入电压的增加转变为火花放电。排放物的应用使衣藻完全失活。本研究的结果和发现将导致对高压放电的实际应用有更准确的认识。
{"title":"Analysis of the Impact of Various Properties of High Voltage Discharge for Deactivation of Water Algae","authors":"M. Halim, Ruma","doi":"10.1109/icaeee54957.2022.9836426","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836426","url":null,"abstract":"This paper aims to assess the impact of high voltage discharge on Chlamydomonas algae. Chlamydomonas has been chosen as a sample in this study due to its availability in Bangladesh. It grows on the surface of the water and causes various adverse effects on humans, environment, and other animal beings. There are various methods to inactivate the harmful effects of algae. The use of chemicals (like chlorine) produces harmful by-products and also affects human health. The application of high voltage discharge is an effective technique, which has a great impact on removing harmful algae. It has been found that discharge starts as a streamer with thin light intensity, then spreads in the form of branching on the surface of the water, and then converts to spark discharge with increasing input voltage. The application of discharge results in the complete deactivation of Chlamydomonas algae. The results and findings of this study will lead to developing more accurate knowledge about the real-life application of high voltage discharge.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116700516","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
Effect of Gas Bubbling on the Physical and Chemical Activity of High Voltage Discharge Plasma in Water 气体鼓泡对水中高压放电等离子体物理化学活性的影响
Ruma, H. Hosano, T. Sakugawa, H. Akiyama
High voltage pulsed electric discharge in water is an effective method for generation of enormous chemical active species and reactive radicals. Discharge propagation in gas bubbling water influence the discharge characteristics and the production of chemical active species in water. A magnetic pulsed compression (MPC) pulse power generator with 0.5 J/pulse, 0-30kV is employed to generate discharge in water under both with and without gas bubbling condition. The main objective of this research is to investigate the effect of gas bubbling on the physical characteristics of discharge and to measure H2O2 as an indicator of chemical species formation in water. Depending on the bubbles propagation, discharge characteristics changes from streamer to arc in gas bubbling water, where only streamer discharge propagates in water without gas bubbling. The concentration of H2O2 is higher by the discharge in the presence of gas bubbling than without gas bubbling in water.
水中高压脉冲放电是产生大量化学活性物质和活性自由基的有效方法。气体鼓泡水中的排放传播影响着气体鼓泡水中的排放特性和化学活性物质的产生。采用0.5 J/脉冲、0 ~ 30kv的磁脉冲压缩(MPC)脉冲发电机组,在有和无气体鼓泡条件下进行水中放电。本研究的主要目的是研究气体鼓泡对排放物物理特性的影响,并测量H2O2作为水中化学物质形成的指标。根据气泡传播的不同,气体鼓泡水中的放电特性从流形到电弧的变化,在没有气体鼓泡的水中只有流形放电传播。有气体冒泡时的排放比水中无气体冒泡时的排放H2O2浓度高。
{"title":"Effect of Gas Bubbling on the Physical and Chemical Activity of High Voltage Discharge Plasma in Water","authors":"Ruma, H. Hosano, T. Sakugawa, H. Akiyama","doi":"10.1109/icaeee54957.2022.9836373","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836373","url":null,"abstract":"High voltage pulsed electric discharge in water is an effective method for generation of enormous chemical active species and reactive radicals. Discharge propagation in gas bubbling water influence the discharge characteristics and the production of chemical active species in water. A magnetic pulsed compression (MPC) pulse power generator with 0.5 J/pulse, 0-30kV is employed to generate discharge in water under both with and without gas bubbling condition. The main objective of this research is to investigate the effect of gas bubbling on the physical characteristics of discharge and to measure H2O2 as an indicator of chemical species formation in water. Depending on the bubbles propagation, discharge characteristics changes from streamer to arc in gas bubbling water, where only streamer discharge propagates in water without gas bubbling. The concentration of H2O2 is higher by the discharge in the presence of gas bubbling than without gas bubbling in water.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123422446","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 Secure Automated Level Crossing and Train Detection System for Bangladesh Railway 孟加拉铁路安全自动平交道口及列车侦测系统
Khandakar Rabbi Ahmed, Md. Alomgir Hossain, A. Akter, Lamia Akthar
This research focuses on secure automating the level crossing and tracking the train using a microcontroller and a train detection system. An important issue in Bangladesh's railway transportation is the level crossings bar controlling system. The bars are presently manually adjusted in Bangladeshi railways. As soon as the train arrives, the bar lineman will know. On the basis of that data, they will close and re-open the A lineman's irresponsibility is a big issue. An automated railway gate control system can prevent this by automatically closing or opening the bar as a train arrives or departs. In normal operation, the sensors close the bars when a train is spotted and open them after it departs. Trains, however, will be GPS-tracked. The passengers and railroad authorities could track it. Each train has its own code. With the code, passengers can communicate with the train tracking system. In order to avoid collisions, the authority and train driver might be alerted.
本文主要研究了利用单片机和列车检测系统实现安全自动化的平交道口和列车跟踪。孟加拉国铁路运输的一个重要问题是平交道口的控制系统。目前,孟加拉铁路的栏杆是手动调整的。火车一到,酒吧服务员就会知道。在这些数据的基础上,他们将关闭和重新打开A线员的不负责任是一个大问题。自动铁路闸门控制系统可以通过在火车到达或离开时自动关闭或打开闸门来防止这种情况。在正常运行中,当发现列车时,传感器会关闭栏杆,并在列车开动后打开栏杆。然而,火车将被gps追踪。乘客和铁路当局可以追踪到它。每列火车都有自己的代码。有了这个代码,乘客就可以与列车跟踪系统进行通信。为了避免碰撞,当局和火车司机可能会收到警报。
{"title":"A Secure Automated Level Crossing and Train Detection System for Bangladesh Railway","authors":"Khandakar Rabbi Ahmed, Md. Alomgir Hossain, A. Akter, Lamia Akthar","doi":"10.1109/icaeee54957.2022.9836361","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836361","url":null,"abstract":"This research focuses on secure automating the level crossing and tracking the train using a microcontroller and a train detection system. An important issue in Bangladesh's railway transportation is the level crossings bar controlling system. The bars are presently manually adjusted in Bangladeshi railways. As soon as the train arrives, the bar lineman will know. On the basis of that data, they will close and re-open the A lineman's irresponsibility is a big issue. An automated railway gate control system can prevent this by automatically closing or opening the bar as a train arrives or departs. In normal operation, the sensors close the bars when a train is spotted and open them after it departs. Trains, however, will be GPS-tracked. The passengers and railroad authorities could track it. Each train has its own code. With the code, passengers can communicate with the train tracking system. In order to avoid collisions, the authority and train driver might be alerted.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126127616","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
Digital Mail: An User Demand and Verification-aware Mobile Application Featuring Parcel Delivery for the Bangladeshi Postal Services 数字邮件:一个用户需求和验证意识的移动应用程序,为孟加拉国邮政服务提供包裹递送
Shah Alam, Mahfuzulhoq Chowdhury, S. Rasel
Over the years, the Post-office plays an excellent role to raise the standard of people's life by connecting people through the postal package delivery services along with other socio-economic services. With the progress of the digital age, nowadays peoples want more faster and reliable postal services. To cope up with people's expectations, Bangladeshi post-offices require user demand and verification-aware digital mobile applications for the postal services. At present, the existing work on Bangladeshi postal services do not present any intelligent digital mail mobile application by considering user demand-aware postal package delivery, login/signup system for users and officials, package tracking and receiver verification by using QR code, different bill payment option, nearby post-office suggestion, complaint regarding service delivery, help, and customer notification regarding the package delivery at the same time. To overcome the existing issues, this paper presents a user demand and verification-aware 'digital mail’ mobile application featuring flexible parcel delivery for the Bangladeshi post offices. The proposed mobile application offers several facilities for postal services like user verification, login, demand-aware package submission, payment, package notification, and delivery, parcel tracking, user feedback, and help features. The user feedback results with almost 85% users satisfaction indicate the necessity of the proposed system.
多年来,邮政通过邮政包裹递送服务以及其他社会经济服务将人们联系起来,在提高人们的生活水平方面发挥了出色的作用。随着数字时代的发展,人们希望邮政服务更快捷、更可靠。为了满足人们的期望,孟加拉国邮局需要用户需求和具有验证意识的邮政服务数字移动应用程序。目前,孟加拉国邮政服务的现有工作没有同时考虑用户需求感知邮政包裹递送、用户和官员登录/注册系统、包裹跟踪和使用二维码验证收件人、不同的账单支付方式、附近邮局建议、服务递送投诉、帮助、包裹递送客户通知等方面的智能数字邮件移动应用。为了克服现有的问题,本文提出了一个用户需求和验证意识的“数字邮件”移动应用程序,为孟加拉国邮局提供灵活的包裹递送。拟议的移动应用程序为邮政服务提供了几个功能,如用户验证、登录、需求感知包裹提交、支付、包裹通知和递送、包裹跟踪、用户反馈和帮助功能。近85%的用户满意度表明了该系统的必要性。
{"title":"Digital Mail: An User Demand and Verification-aware Mobile Application Featuring Parcel Delivery for the Bangladeshi Postal Services","authors":"Shah Alam, Mahfuzulhoq Chowdhury, S. Rasel","doi":"10.1109/icaeee54957.2022.9836342","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836342","url":null,"abstract":"Over the years, the Post-office plays an excellent role to raise the standard of people's life by connecting people through the postal package delivery services along with other socio-economic services. With the progress of the digital age, nowadays peoples want more faster and reliable postal services. To cope up with people's expectations, Bangladeshi post-offices require user demand and verification-aware digital mobile applications for the postal services. At present, the existing work on Bangladeshi postal services do not present any intelligent digital mail mobile application by considering user demand-aware postal package delivery, login/signup system for users and officials, package tracking and receiver verification by using QR code, different bill payment option, nearby post-office suggestion, complaint regarding service delivery, help, and customer notification regarding the package delivery at the same time. To overcome the existing issues, this paper presents a user demand and verification-aware 'digital mail’ mobile application featuring flexible parcel delivery for the Bangladeshi post offices. The proposed mobile application offers several facilities for postal services like user verification, login, demand-aware package submission, payment, package notification, and delivery, parcel tracking, user feedback, and help features. The user feedback results with almost 85% users satisfaction indicate the necessity of the proposed system.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"70 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126764615","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
Developing a Framework for Next Point-of-interest Recommendation from Spatiotemporal Data 开发基于时空数据的下一个兴趣点推荐框架
Md. Rejwanul Hossain, M. Arefin
Point-of-interest (POI) recommendation system is popularly used in location based social networks where the goal is to recommend interesting unvisited locations to users. The sequential nature of check-ins hindered many researchers to apply Recurrent Neural Network (RNN) based models for this task. However, most of the models consider only historical check-ins of the user for generating recommendations and fail to incorporate information about current location and time which plays an important role. For reducing data sparsity in spatial dimension, many models use hierarchical gridding of the map which can not reflect spatial distance properly between neighboring grids. Besides, most of the existing models ignored the impact of weather condition when generating recommendation. Keeping these limitations in mind, in this paper we present a framework for point-of-interest recommendation that can model sequential nature of check-ins using Long Short-Term Memory (LSTM) network. We incorporate current spatiotemporal information with weather condition that can provide better personalized recommendation. Instead of hierarchical gridding, we perform linear interpolation for smooth representation of distance between two locations. Extensive experiments on two real world dataset shows that our proposed method surpasses existing state-of-the art methods by 16-18%.
兴趣点(POI)推荐系统广泛应用于基于位置的社交网络,其目标是向用户推荐有趣的未访问位置。签到的顺序性阻碍了许多研究人员将基于循环神经网络(RNN)的模型应用于这项任务。然而,大多数模型只考虑用户的历史签到来生成推荐,而没有纳入当前位置和时间的信息,而这些信息起着重要的作用。为了降低数据在空间维度上的稀疏性,许多模型采用地图的分层网格划分,但不能很好地反映相邻网格之间的空间距离。此外,现有的模型在生成推荐时大多忽略了天气条件的影响。考虑到这些限制,在本文中,我们提出了一个兴趣点推荐框架,该框架可以使用长短期记忆(LSTM)网络对登记的顺序性质进行建模。我们将当前的时空信息与天气条件结合起来,可以提供更好的个性化推荐。而不是分层网格,我们执行线性插值平滑表示两个位置之间的距离。在两个真实世界数据集上进行的大量实验表明,我们提出的方法比现有的最先进的方法高出16-18%。
{"title":"Developing a Framework for Next Point-of-interest Recommendation from Spatiotemporal Data","authors":"Md. Rejwanul Hossain, M. Arefin","doi":"10.1109/icaeee54957.2022.9836471","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836471","url":null,"abstract":"Point-of-interest (POI) recommendation system is popularly used in location based social networks where the goal is to recommend interesting unvisited locations to users. The sequential nature of check-ins hindered many researchers to apply Recurrent Neural Network (RNN) based models for this task. However, most of the models consider only historical check-ins of the user for generating recommendations and fail to incorporate information about current location and time which plays an important role. For reducing data sparsity in spatial dimension, many models use hierarchical gridding of the map which can not reflect spatial distance properly between neighboring grids. Besides, most of the existing models ignored the impact of weather condition when generating recommendation. Keeping these limitations in mind, in this paper we present a framework for point-of-interest recommendation that can model sequential nature of check-ins using Long Short-Term Memory (LSTM) network. We incorporate current spatiotemporal information with weather condition that can provide better personalized recommendation. Instead of hierarchical gridding, we perform linear interpolation for smooth representation of distance between two locations. Extensive experiments on two real world dataset shows that our proposed method surpasses existing state-of-the art methods by 16-18%.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125900930","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
Functionality Testing of Machine Learning Algorithms to Anticipate Life Expectancy of Stomach Cancer Patients 预测胃癌患者预期寿命的机器学习算法功能测试
Md. Shohidul Islam Polash, Shazzad Hossen, Rahmatul Kabir Rasel Sarker, Md. Atik Bhuiyan, A. Taher
Stomach Cancer is a strange development of cells that starts in the stomach. It can be called gastric cancer and can influence any stomach piece. All over the universe, malignant stomach development is the fifth -driving sort of disease and the third driving justification for death from threat. After being determined to have malignant growth, the doctor determines the patient's chances of survival and how long they can survive. The doctor usually estimates lifespan from his previous patient seeing experience; in some cases, estimation is wrong. But with the assistance of machine learning, it is possible to make this assumption very accurately. Typically individuals tackle these issues as regression issues. We have shown how the arrangement is conceivable with multiclass grouping. Moreover, the SEER data set guides us in our outing. Our created model can predict the sur-vival period of Stomach cancer patients. Exceptionally affected characteristics from SEER helped in the ML approaches. These high features feed to eight different classification algorithms: Extra tree, Random Forest, Bagging, Gradient Boost, LightGBM, XGBoost Decision tree, and HGB. The Extra Tree Classifier can predict the survival time with 97.27 % accuracy. These models will revolutionize the medical management of doctors.
胃癌是一种奇怪的细胞发展,始于胃。它可被称为胃癌,可影响胃的任何一块。在整个宇宙中,恶性胃发育是第五种驱动疾病,也是第三种驱动死亡的理由。在被确定患有恶性肿瘤后,医生决定病人的生存机会和他们能活多久。医生通常根据他以前看病人的经验来估计病人的寿命;在某些情况下,估计是错误的。但在机器学习的帮助下,可以非常准确地做出这个假设。通常,个人将这些问题视为回归问题。我们已经展示了多类分组是如何安排的。此外,SEER数据集指导我们的郊游。我们建立的模型可以预测胃癌患者的生存期。来自SEER的异常影响特征有助于ML方法。这些高特征提供给八种不同的分类算法:Extra tree, Random Forest, Bagging, Gradient Boost, LightGBM, XGBoost Decision tree和HGB。Extra Tree Classifier预测存活时间的准确率为97.27%。这些模式将彻底改变医生的医疗管理。
{"title":"Functionality Testing of Machine Learning Algorithms to Anticipate Life Expectancy of Stomach Cancer Patients","authors":"Md. Shohidul Islam Polash, Shazzad Hossen, Rahmatul Kabir Rasel Sarker, Md. Atik Bhuiyan, A. Taher","doi":"10.1109/icaeee54957.2022.9836422","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836422","url":null,"abstract":"Stomach Cancer is a strange development of cells that starts in the stomach. It can be called gastric cancer and can influence any stomach piece. All over the universe, malignant stomach development is the fifth -driving sort of disease and the third driving justification for death from threat. After being determined to have malignant growth, the doctor determines the patient's chances of survival and how long they can survive. The doctor usually estimates lifespan from his previous patient seeing experience; in some cases, estimation is wrong. But with the assistance of machine learning, it is possible to make this assumption very accurately. Typically individuals tackle these issues as regression issues. We have shown how the arrangement is conceivable with multiclass grouping. Moreover, the SEER data set guides us in our outing. Our created model can predict the sur-vival period of Stomach cancer patients. Exceptionally affected characteristics from SEER helped in the ML approaches. These high features feed to eight different classification algorithms: Extra tree, Random Forest, Bagging, Gradient Boost, LightGBM, XGBoost Decision tree, and HGB. The Extra Tree Classifier can predict the survival time with 97.27 % accuracy. These models will revolutionize the medical management of doctors.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125789060","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
Design and Development of an IoT based Power Monitoring and Management System 基于物联网的电力监控与管理系统的设计与开发
Foez Ahmed, Arif Ahammad
With the advancement of modern lifestyle, Smart Switchboards are becoming a new trend. They not only provide remote switching, but also allow us to set schedules for automatically switching the appliances. However, most Smart Switchboards do not come with the facility of monitoring the electrical power consumption or detecting faults in the electrical equipment. Therefore, the aim of this research is to design a compact and effective system that can monitor the behavior of the electrical appliances and detect faults, and also detect presence of any person in the designated area and notify the authorized person in case of any hazards. Moreover, the data stored by the system is utilized to calculate the total power consumption. By implementing this system, electrical power is utilized more effectively. With further research and cost minimization through industrialized processing, this type of Smart Switchboards will become the norm.
随着现代生活方式的进步,智能交换机正在成为一种新的趋势。它们不仅提供远程开关,还允许我们设置自动切换电器的时间表。然而,大多数智能配电盘不具备监测电力消耗或检测电气设备故障的功能。因此,本研究的目的是设计一个紧凑有效的系统,可以监测电器的行为和检测故障,也可以检测到指定区域内任何人的存在,并在任何危险情况下通知授权人员。此外,利用系统存储的数据计算总功耗。通过实施该系统,更有效地利用了电力。随着进一步的研究和通过工业化加工的成本最小化,这种类型的智能配电盘将成为常态。
{"title":"Design and Development of an IoT based Power Monitoring and Management System","authors":"Foez Ahmed, Arif Ahammad","doi":"10.1109/icaeee54957.2022.9836390","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836390","url":null,"abstract":"With the advancement of modern lifestyle, Smart Switchboards are becoming a new trend. They not only provide remote switching, but also allow us to set schedules for automatically switching the appliances. However, most Smart Switchboards do not come with the facility of monitoring the electrical power consumption or detecting faults in the electrical equipment. Therefore, the aim of this research is to design a compact and effective system that can monitor the behavior of the electrical appliances and detect faults, and also detect presence of any person in the designated area and notify the authorized person in case of any hazards. Moreover, the data stored by the system is utilized to calculate the total power consumption. By implementing this system, electrical power is utilized more effectively. With further research and cost minimization through industrialized processing, this type of Smart Switchboards will become the norm.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125593057","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
Impact of Body Proximity on Body Worn Textile Antenna Performance 车身接近对车身磨损织物天线性能的影响
Sadia Enam, M. Rana
This study evaluates the performance of a textile antenna close to a human body phantom developed for on-body wireless communication applications. A rectangular textile antenna (RTA) with fabric (wash cotton, polycot, and polyester) substrate has been designed in 2.45 GHz WLAN band. The antennas are also analyzed in close proximity (2 mm away) to a three-layered (skin, fat, and muscle) flat human body tissue model (HBTM). A frequency detuning and reduction in antenna performance are noticed after applying flat HBTM. The curtain cotton made RMPA shows better return loss (−54.5843 dB and −49.7967 dB), peak directivity (9.220 dBi and 9.106 dBi), gain (7.965 dBi and 7.732 dBi), and efficiency (76.12% and 74.25%) for both off body and on body by maintaining a bandwidth of 100.3 MHz and 99.8 MHz. The Specific Absorption Rate (SAR) recorded for RMPA (curtain cotton) is 0.0277 W/kg< 2 W/kg averaged over 10g tissue.
本研究评估了一种接近人体幻影的纺织品天线的性能,该天线被开发用于人体无线通信应用。在2.45 GHz无线局域网频段设计了一种以织物(水洗棉、涤棉和聚酯)为基材的矩形纺织天线(RTA)。天线还在近距离(2毫米)分析三层(皮肤、脂肪和肌肉)扁平人体组织模型(HBTM)。采用平面HBTM后,会引起频率失谐和天线性能下降。窗帘棉制备的RMPA在保持100.3 MHz和99.8 MHz带宽的情况下,在离体和通体均表现出较好的回波损耗(- 54.5843 dB和- 49.7967 dB)、峰值方向性(9.220 dBi和9.106 dBi)、增益(7.965 dBi和7.732 dBi)和效率(76.12%和74.25%)。RMPA(窗帘棉)的比吸收率(SAR)记录为0.0277 W/kg< 2 W/kg,平均超过10g组织。
{"title":"Impact of Body Proximity on Body Worn Textile Antenna Performance","authors":"Sadia Enam, M. Rana","doi":"10.1109/icaeee54957.2022.9836377","DOIUrl":"https://doi.org/10.1109/icaeee54957.2022.9836377","url":null,"abstract":"This study evaluates the performance of a textile antenna close to a human body phantom developed for on-body wireless communication applications. A rectangular textile antenna (RTA) with fabric (wash cotton, polycot, and polyester) substrate has been designed in 2.45 GHz WLAN band. The antennas are also analyzed in close proximity (2 mm away) to a three-layered (skin, fat, and muscle) flat human body tissue model (HBTM). A frequency detuning and reduction in antenna performance are noticed after applying flat HBTM. The curtain cotton made RMPA shows better return loss (−54.5843 dB and −49.7967 dB), peak directivity (9.220 dBi and 9.106 dBi), gain (7.965 dBi and 7.732 dBi), and efficiency (76.12% and 74.25%) for both off body and on body by maintaining a bandwidth of 100.3 MHz and 99.8 MHz. The Specific Absorption Rate (SAR) recorded for RMPA (curtain cotton) is 0.0277 W/kg< 2 W/kg averaged over 10g tissue.","PeriodicalId":383872,"journal":{"name":"2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116077090","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
期刊
2022 International Conference on Advancement in Electrical and Electronic Engineering (ICAEEE)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1