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A MicroPython-based Educational Robotic Maze Approach: Learning Improvement to Competition 基于micropython的教育机器人迷宫方法:学习改进到竞争
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139363
Jirapipat Thanyaphongphat, Krittawaya Thongkoo, Kannika Daungcharone
Many countries have concentrated on teaching computer programming in recent years. Similarly, Thailand's Ministry of Education has emphasized computational skill education at all grade levels. Conclusions about how to improve the educational process in schools and plans for giving students the skills they need for the twenty-first century. Since the beginning of primary school, the introduction of programming has been a crucial stage in this approach. One of the languages taught in schools is Python. Most of them teach only in the form of programming. But it is rare to be used in conjunction with concrete hardware. Therefore, the researcher proposed a novel approach to teaching and learning through robotic learning materials, using the MicroPython language to develop learning through a competitive robot maze game. This pilot study is a quasi-experimental research. The experimental group comprises individuals interested in learning MicroPython and possess basic computer programming knowledge, but they have not previously studied MicroPython. Due to equipment limitations, the experimental group is limited to thirty participants from secondary schools in the north. The students who join this program study for five weeks on holidays as after-school activities. Testing consists of a pre-test and post-test and mission points from the competition in the robotic maze game. The result of learning in this way is that students can perform better academically. As part of a competition, they made an educational game about the robotic maze. The game for the competition was made as part of a MicroPython learning package for high school and college students. The Robotic Maze Approach with competition games has been utilized successfully to enhance learning.
近年来,许多国家都把重点放在计算机编程教学上。同样,泰国教育部也在各个年级强调计算机技能教育。关于如何改善学校教育过程的结论,以及为学生提供21世纪所需技能的计划。从小学开始,编程的引入就一直是这一方法的关键阶段。学校教授的语言之一是Python。他们中的大多数只以编程的形式进行教学。但很少与混凝土硬件结合使用。因此,研究人员提出了一种通过机器人学习材料进行教学的新方法,使用MicroPython语言通过竞争性机器人迷宫游戏来开发学习。本初步研究属于准实验研究。实验组由有兴趣学习MicroPython并具备基本计算机编程知识的个人组成,但他们之前没有学习过MicroPython。由于设备的限制,试验组仅限于来自北方中学的30名参与者。参加这个项目的学生在假期学习五周作为课外活动。测试包括前测和后测,以及机器人迷宫比赛中的任务点数。以这种方式学习的结果是学生在学业上的表现更好。作为比赛的一部分,他们制作了一个关于机器人迷宫的教育游戏。比赛的游戏是为高中生和大学生制作的MicroPython学习包的一部分。机器人迷宫方法与竞争游戏已成功地用于提高学习。
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引用次数: 0
Sequential Abruptly Changing Hidden States Estimation using Adaptive Particle Impoverishment Mitigation Scheme 基于自适应粒子贫困化缓解方案的序列突变隐藏状态估计
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139728
Chanin Kuptametee, Nattapol Aunsri
Particle filtering (PF) is a sequential Monte Carlo (SMC) method that infers the states of the hidden parameters of interest from the posterior probability distribution functions (PDFs) given the noisy measurement data obtained from any non-linear systems. Each sample of parameter states (called particle) is randomly drawn, so their likelihoods can be different from each other and particle degeneracy may happen. Resampling eliminates the particles that have low likelihoods and replicates those having high likelihoods. Particle impoverishment is a side-effect where particle diversity is destroyed and all of these particles are likely to have low likelihoods, especially if the true state abnormally evolves. This paper proposes an adaptive scheme that relocates the particles when they are located far away from the maximum likelihood value to mitigate the particle impoverishment. The proposed scheme provides satisfactory effectiveness in discovering the abruptly changing hidden states and satisfactory estimation accuracy.
粒子滤波(PF)是一种序列蒙特卡罗(SMC)方法,它从给定非线性系统的噪声测量数据的后验概率分布函数(pdf)中推断出感兴趣的隐藏参数的状态。参数状态的每个样本(称为粒子)是随机抽取的,因此它们的似然可能彼此不同,并且可能发生粒子简并。重新采样消除可能性低的粒子,复制可能性高的粒子。粒子贫困化是粒子多样性被破坏的副作用,所有这些粒子的可能性都很低,尤其是在真实状态异常演变的情况下。本文提出了一种自适应方案,当粒子远离最大似然值时,对粒子进行重新定位,以减轻粒子的贫化。该方法在发现突变隐藏状态方面具有满意的有效性和估计精度。
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引用次数: 0
Improving Inertial Sensor-based Human Activity Recognition using Ensemble Deep Learning 利用集成深度学习改进基于惯性传感器的人体活动识别
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139689
P. Rojanavasu, Ponnipa Jantawong, A. Jitpattanakul, S. Mekruksavanich
Sensor-based human activity recognition (S-HAR) is a famous study focusing on detecting human physiological actions by interpreting various sensors, especially one-dimensional time series information. Typically, S-HAR machine learning methods were developed using handcrafted characteristics. Unfortunately, this is a complicated process that involves feature engineering and a high level of domain knowledge. Due to the development of deep neural networks, classification techniques could efficiently handle relevant characteristics from raw sensor data, resulting in enhanced classification outcomes. In this study, we describe a unique method for S-HAR based on ensemble deep learning with sensor nodes connected to the waist, chest, leg, and arm. Implementing and training three deep learning networks is performed using a publically available dataset, including wearable sensors from eight human actions. The findings demonstrate that the proposed Ens-ResNeXt model provides the maximum accuracy and F1-score, which is superior to existing techniques.
基于传感器的人体活动识别(S-HAR)是一项著名的研究,主要是通过解释各种传感器,特别是一维时间序列信息来检测人体的生理行为。通常,S-HAR机器学习方法是使用手工制作的特征开发的。不幸的是,这是一个复杂的过程,涉及到特征工程和高水平的领域知识。由于深度神经网络的发展,分类技术可以有效地处理原始传感器数据的相关特征,从而提高分类结果。在这项研究中,我们描述了一种独特的基于集成深度学习的S-HAR方法,该方法将传感器节点连接到腰部、胸部、腿部和手臂。使用一个公开可用的数据集来实现和训练三个深度学习网络,包括来自八种人类行为的可穿戴传感器。研究结果表明,所提出的Ens-ResNeXt模型提供了最高的准确率和f1分数,优于现有的技术。
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引用次数: 0
Performance Analysis of MIMO FSO Communication system over $mathcal{M}$-distributed Fading Channel $mathcal{M}$-分布式衰落信道下MIMO FSO通信系统性能分析
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139545
Jagadeesh V K, Vineeth Palliyembil, S. Rao V., Sudheesh P G
Currently, a new statistical model named málaga or $mathcal{M}$-distribution was proposed to model the atmospheric turbulence channel. All existing traditional statistical channel models can be derived from this. Atmospheric turbulence degrades the performance of a free space optical communication (FSO) system. Spatial diversity is a promising technique to enhance the performance of the system. In this article, an FSO system is analyzed with spatial diversity with on-off keying modulation over $mathcal{M}$-distributed turbulent channel. A novel closed-form expression for bit error rate is derived for the proposed FSO systems over this channel and analyzed the effects of pointing errors.
目前,提出了一种新的统计模型málaga或$mathcal{M}$-distribution来模拟大气湍流通道。所有现有的传统统计渠道模型都可以由此导出。大气湍流会降低自由空间光通信系统的性能。空间分集是一种很有前途的提高系统性能的技术。本文分析了在$mathcal{M}$-分布湍流信道上具有开关键控调制的空间分集的FSO系统。推导了该信道上的FSO系统误码率的封闭表达式,并分析了指向误差对误码率的影响。
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引用次数: 0
A Knowledge Map of Study and Career Path for Bioengineering Student Guidance 生物工程专业学生指导的知识图谱与职业路径
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139387
Meng Li, Wantana Areeprayolkij
Even the number of graduates has been increasing, though a large number of biology graduates choose not to continue their studies. Some surveys showed that the number of people going abroad for further research and graduate studies has accounted for 40% of the number of graduates. Many of them get into the influx of scientific research institutions in terms of demand for talent, which has also been close to saturation. It means that delayed biology graduates are going to face more severe problems in employment. The purpose of this study is to analyze the bioengineering courses and employment opportunities on job-seeking websites, then extract them into the knowledge about self-competence. The level of self-competence affects the employment possibility of bioengineering college students. The knowledge map was constructed to reference students' study paths. This study is helpful to the bioengineering college students' self-improvement and career guidance development.
即使毕业生的数量一直在增加,尽管大量的生物学毕业生选择不再继续他们的学业。一些调查显示,出国深造和读研的人数已占毕业生人数的40%。他们中的许多人进入了大量涌入的科研机构,对人才的需求也已接近饱和。这意味着推迟毕业的生物学毕业生将面临更严重的就业问题。本研究的目的是分析求职网站上的生物工程课程和就业机会,并将其提取为自我能力的知识。自我能力水平影响着生物工程类大学生的就业可能性。构建知识图谱,参考学生的学习路径。本研究对生物工程专业大学生的自我提升和职业指导发展有一定的帮助。
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引用次数: 0
A Mixed Cloud-and-Embedded-based Approach with Machine Learning Towards the Development of a Fall Monitoring System 基于混合云和嵌入式的机器学习方法用于跌倒监测系统的开发
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139738
N. J. Limbaga, K. L. Mallari, N. R. Yeung, C. Oppus
The ability to monitor falls, especially for the elderly, deems to be a crucial task to provide quality and timely healthcare response. However, there have been minimal efforts in centralizing such activity for efficient hospital management. This paper presents the development of a full-stack fall monitoring system with edge computing and machine learning technologies. Using a 3-axis accelerometer of a smartphone, motion data is collected and directly sent to an edge computing platform wherein a shallow neural network is directly trained to classify the motion data into positional states: stable, falling sidewards, falling flat, and standing up. A confusion matrix is presented to evaluate the performance of the neural network model, both in training and in real time. A cloud-based approach using ReactJS for front-end integration and Firebase's Cloud Firestore with NodeJS embedded capabilities for real-time data storage and embedded classification is implemented.
监测跌倒的能力,特别是对老年人来说,被认为是提供高质量和及时的医疗响应的关键任务。然而,在集中这些活动以提高医院管理效率方面所作的努力很少。本文介绍了一种基于边缘计算和机器学习技术的全栈跌落监测系统的开发。使用智能手机的3轴加速度计,收集运动数据并直接发送到边缘计算平台,在边缘计算平台上直接训练浅层神经网络,将运动数据分为稳定、侧落、平落和站立等位置状态。提出了一个混淆矩阵来评估神经网络模型在训练和实时中的性能。采用基于云的方法,使用ReactJS进行前端集成,Firebase的Cloud Firestore带有NodeJS嵌入式功能,用于实时数据存储和嵌入式分类。
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引用次数: 0
Work - Integrated Learning Gamification Design Framework 工作-整合学习游戏化设计框架
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139455
Raslapat Suteeca, Theerasak Nitlarp
Gamification as an instructional method is gaining popularity to foster essential student attributes such as engagement, collaboration, and drive. This research aims to investigate the effectiveness of using gamification as an instructional method in work-integrated learning (WIL) within an organizational context. We designed a gamification approach tailored to develop competencies and motivations in WIL, and we collected data from fourth-year students of Modern Management and Information Technology who participated in cooperative education for at least six months. The collected data was analyzed using a structural equation model to identify relevant factors and provide insights into the use of gamification in WIL. Our study identified seven categories of motivation for using gamification, including goal setting, self-monitoring, rewards, sharing, social comparison, cooperation, and social learning. The findings demonstrate that gamification can be an effective instructional method in WIL for promoting engagement, collaboration, and drive among learners. The results have important implications for future research and practice in this area.
游戏化作为一种教学方法越来越受欢迎,它可以培养学生的基本素质,如参与、合作和动力。本研究旨在探讨在组织背景下,将游戏化作为一种教学方法在工作整合学习(WIL)中的有效性。我们设计了一种游戏化方法,旨在培养学生在工学应用中的能力和动机,并收集了参与合作教育至少六个月的现代管理与信息技术专业四年级学生的数据。使用结构方程模型对收集的数据进行分析,以确定相关因素,并为游戏化在WIL中的使用提供见解。我们的研究确定了使用游戏化的七种动机,包括目标设定、自我监控、奖励、分享、社会比较、合作和社会学习。研究结果表明,游戏化是一种有效的教学方法,可以促进学习者的参与、合作和动力。研究结果对今后该领域的研究和实践具有重要意义。
{"title":"Work - Integrated Learning Gamification Design Framework","authors":"Raslapat Suteeca, Theerasak Nitlarp","doi":"10.1109/ECTIDAMTNCON57770.2023.10139455","DOIUrl":"https://doi.org/10.1109/ECTIDAMTNCON57770.2023.10139455","url":null,"abstract":"Gamification as an instructional method is gaining popularity to foster essential student attributes such as engagement, collaboration, and drive. This research aims to investigate the effectiveness of using gamification as an instructional method in work-integrated learning (WIL) within an organizational context. We designed a gamification approach tailored to develop competencies and motivations in WIL, and we collected data from fourth-year students of Modern Management and Information Technology who participated in cooperative education for at least six months. The collected data was analyzed using a structural equation model to identify relevant factors and provide insights into the use of gamification in WIL. Our study identified seven categories of motivation for using gamification, including goal setting, self-monitoring, rewards, sharing, social comparison, cooperation, and social learning. The findings demonstrate that gamification can be an effective instructional method in WIL for promoting engagement, collaboration, and drive among learners. The results have important implications for future research and practice in this area.","PeriodicalId":38808,"journal":{"name":"Transactions on Electrical Engineering, Electronics, and Communications","volume":"25 1","pages":"126-130"},"PeriodicalIF":0.0,"publicationDate":"2023-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80979041","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
The Study of Customer Behavior through Buying Cosmetic Products for Designing the Knowledge Pack for Thai Cosmetic Sellers 顾客购买化妆品行为研究——为泰国化妆品销售商设计知识包
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139370
Hairui He, Pakinee Ariya
Due to COVID-19, traveling between China and Thailand is limited strictly. It's hard for Chinese customers to buy Thai cosmetic products in Thailand. This paper aims at providing some suggestions for Thai cosmetic sellers by designing a knowledge pack of marketing strategy. The FFF model (online customer behavior) will be used to design questions for the online questionnaire, questions are chosen by using IOC (Index of congruence) with 3 experts. Random sampling method will be used to collect raw data from 414 respondents via an online questionnaire platform. The raw data of all questions will be analyzed for different reports, and top-5 ranking questions will be analyzed in more detail to come up with suitable suggestions to solve these problems. Some strategies and the knowledge pack will be made to help cosmetic sellers have a better understanding of the Chinese market like Chinese customer behavior, important factors of Chinese customers' most concern, and strategy design based on price formulation, the online platform choosing, overseas logistics and new retailing.
由于新冠肺炎疫情,中国和泰国之间的旅行受到严格限制。中国消费者在泰国很难买到泰国化妆品。本文旨在通过设计一个营销策略知识包,为泰国化妆品销售商提供一些建议。在线问卷将采用FFF模型(在线客户行为)来设计问题,问题由3位专家使用IOC (Index of congruence)来选择。采用随机抽样的方法,通过在线问卷调查平台收集414名受访者的原始数据。针对不同的报告,对所有问题的原始数据进行分析,对排名前5位的问题进行更详细的分析,提出合适的建议来解决这些问题。为了帮助化妆品卖家更好地了解中国市场,我们将制定一些策略和知识包,比如中国消费者的行为,中国消费者最关心的重要因素,以及基于价格制定、网络平台选择、海外物流和新零售的策略设计。
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引用次数: 0
Artistic Experiences and Social Interaction in Virtual Choir 虚拟唱诗班的艺术体验与社会互动
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139589
I. K. Wardani, Henry Yuda Oktadus, Djohan, Phakkharawat Sittiprapaporn
The pandemic of COVID-19 had forced choir enthusiast to swift from in-person live performance into online-based activity, virtual choir. Even though this form of performance be seen as an alternative of choir continuity during uncertain times, this practice is problematic when it comes to the absence of social interaction and the reduction of artistic experience because of digital technology. The virtual choir created new paradigm of artistic achievement in choir with the presence of digital audio workstation where all voices are treated as database and audio engineer has a big role in creating the final artistic result. This research tries to explore the phenomena through exploratory sequential approach employed 65 singers, 14 conductors, and 5 audio engineer (N=84) using quick online survey and in-depth interview. The result showed the three main case and the exploration on (1) the role of audio engineer as artistic creator to take over the singers and conductor, (2) the reduction of artistic experience due to digital approach, and (3) the absence of in-person social interaction in providing social experience as well as achieving artistic goals.
新冠肺炎疫情迫使唱诗班爱好者从现场表演迅速转变为网络活动——虚拟唱诗班。尽管这种形式的表演被视为在不确定时期合唱团连续性的一种选择,但当涉及到缺乏社会互动和由于数字技术而减少的艺术体验时,这种做法是有问题的。虚拟唱诗班通过数字音频工作站的存在创造了唱诗班艺术成就的新范式,所有声音都被视为数据库,音频工程师在创造最终的艺术结果中发挥了重要作用。本研究采用快速在线调查和深度访谈的方法,对65名歌手、14名指挥家和5名音频工程师(N=84)进行了探索性顺序研究。结果显示了三个主要案例和探索:(1)音频工程师作为艺术创作者取代歌手和指挥家的角色;(2)由于数字方法而减少的艺术体验;(3)在提供社会体验和实现艺术目标方面缺乏面对面的社会互动。
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引用次数: 0
Tracking and Notification Application for Arrhythmia Monitoring System 心律失常监测系统的跟踪与通知应用
Q3 Engineering Pub Date : 2023-03-22 DOI: 10.1109/ECTIDAMTNCON57770.2023.10139441
Kemachart Kemavuthanon, Worasak Rueangsirarak, Suvaroj Kemavuthanon, P. Temdee
Our heart can create and transmit electricity by sending electrical current from the upper right chamber to the upper left and lower chambers of the heart. This physical activity can stimulate the heart muscle, causing compression to expel blood. However, suppose the electrical system has a problem; it will cause the heart beats with an irregular or abnormal rhythm, or a short circuit occurs in the heart chambers that we call arrhythmia disease. The results in an irregular heartbeat; too fast or too slow cause the problem of pumping blood to different parts, sometimes very intensely, until causing death. In Thailand, there are a large number of patients suffering from arrhythmias, both knowingly and unconsciously. People know and receive treatment by using heat waves shot into the heart to cure and recover from symptoms, but some are incurable. Moreover, there is a lack of health care services for healing and recovering from the disease. Thus, a considerable number of patients are waiting for treatment. To reduce the gap, these patients should be able to care for themselves and perform continuously to improve every day. The critical factor is that the cardiologist needs more detailed information and disease symptoms to increase the efficiency of diagnosis. In this research, we design and develop a tracking and notification application for arrhythmia disease from the patient's daily checkup and the user's information. The proposed model is to create a mobile application to record data that could connect to a heartbeat detection device. Then, analyze the recorded data to suggest a consultation by the cardiologists about further treatment. Moreover, a notification system will remind the patients to take medicine and warn them of emergency events relatively close to them so that they can provide immediate help in the event of an emergency. As the results, the evaluation of the proposed model by cardiologist shows that this application has a good feature in encouraging patients or those who suspect themselves of arrhythmia disease to self-healthcare checkups for themselves and collect their data in real-time without going to the hospital.
我们的心脏可以通过将电流从右上腔输送到左上腔和下腔来产生和传输电流。这种体力活动可以刺激心脏肌肉,造成挤压排出血液。然而,假设电力系统有问题;它会导致心脏跳动不规则或不正常的节奏,或在心脏腔内发生短路,我们称之为心律失常疾病。结果是心律不齐;太快或太慢都会导致血液输送到不同部位的问题,有时会非常强烈,直到导致死亡。在泰国,有大量的患者有意无意地患有心律失常。人们知道并接受了用热浪射入心脏来治愈和恢复症状的治疗,但有些是无法治愈的。此外,缺乏治疗和康复疾病的保健服务。因此,相当多的患者正在等待治疗。为了缩小差距,这些患者应该能够照顾自己,并且每天都在不断改善。关键的因素是,心脏病专家需要更详细的信息和疾病症状,以提高诊断效率。在这项研究中,我们设计并开发了一个心律失常疾病的跟踪和通知应用程序,从患者的日常检查和用户的信息。提出的模型是创建一个移动应用程序来记录可以连接到心跳检测设备的数据。然后,分析记录的数据,建议心脏病专家咨询进一步的治疗。此外,通知系统将提醒患者服用药物,并警告他们相对接近的紧急事件,以便他们在紧急情况发生时能够立即提供帮助。结果,心脏病专家对所提出的模型的评估表明,该应用程序在鼓励患者或怀疑自己患有心律失常疾病的患者自己进行自我保健检查和实时收集数据方面具有很好的特点,无需去医院。
{"title":"Tracking and Notification Application for Arrhythmia Monitoring System","authors":"Kemachart Kemavuthanon, Worasak Rueangsirarak, Suvaroj Kemavuthanon, P. Temdee","doi":"10.1109/ECTIDAMTNCON57770.2023.10139441","DOIUrl":"https://doi.org/10.1109/ECTIDAMTNCON57770.2023.10139441","url":null,"abstract":"Our heart can create and transmit electricity by sending electrical current from the upper right chamber to the upper left and lower chambers of the heart. This physical activity can stimulate the heart muscle, causing compression to expel blood. However, suppose the electrical system has a problem; it will cause the heart beats with an irregular or abnormal rhythm, or a short circuit occurs in the heart chambers that we call arrhythmia disease. The results in an irregular heartbeat; too fast or too slow cause the problem of pumping blood to different parts, sometimes very intensely, until causing death. In Thailand, there are a large number of patients suffering from arrhythmias, both knowingly and unconsciously. People know and receive treatment by using heat waves shot into the heart to cure and recover from symptoms, but some are incurable. Moreover, there is a lack of health care services for healing and recovering from the disease. Thus, a considerable number of patients are waiting for treatment. To reduce the gap, these patients should be able to care for themselves and perform continuously to improve every day. The critical factor is that the cardiologist needs more detailed information and disease symptoms to increase the efficiency of diagnosis. In this research, we design and develop a tracking and notification application for arrhythmia disease from the patient's daily checkup and the user's information. The proposed model is to create a mobile application to record data that could connect to a heartbeat detection device. Then, analyze the recorded data to suggest a consultation by the cardiologists about further treatment. Moreover, a notification system will remind the patients to take medicine and warn them of emergency events relatively close to them so that they can provide immediate help in the event of an emergency. As the results, the evaluation of the proposed model by cardiologist shows that this application has a good feature in encouraging patients or those who suspect themselves of arrhythmia disease to self-healthcare checkups for themselves and collect their data in real-time without going to the hospital.","PeriodicalId":38808,"journal":{"name":"Transactions on Electrical Engineering, Electronics, and Communications","volume":"26 1","pages":"554-559"},"PeriodicalIF":0.0,"publicationDate":"2023-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87902548","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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Transactions on Electrical Engineering, Electronics, and Communications
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