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2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)最新文献

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A Comparative Study of Deep Convolutional Neural Networks for Car Image Classification 深度卷积神经网络在汽车图像分类中的比较研究
Phuriwat Rasameekunwit, Wutthichai Puangmanee
This paper aims to present the result of a comparative study of Deep Convolutional Neural Networks (CNN) using the AlexNet architecture to use the car image classification of a small dataset. We have proposed the experiment result from a comparative study dropout value using Cuckoo Search (CS), of the optimization techniques for a small data set solving problem of overfitting. The car images for the experiment are different in color, size, and position. As a result, the training time average of $sim 59.16$ minutes, and the model accuracy of 91.41%.
本文旨在介绍使用AlexNet架构的深度卷积神经网络(CNN)使用小数据集的汽车图像分类的比较研究结果。我们利用布谷鸟搜索(Cuckoo Search, CS)对小数据集的过拟合问题的优化技术进行了dropout值的比较研究,并提出了实验结果。实验中的汽车图像在颜色、大小和位置上都是不同的。结果,训练时间平均为59.16美元分钟,模型准确率为91.41%。
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引用次数: 0
A Square Patch Partially Reflective Surface for Improving the Antenna Gain Characteristic of Low-Cost Dual Polarized Microstrip Antenna 提高低成本双极化微带天线增益特性的方形贴片部分反射面
Sukanya Chudpooti, Patchadaporn Sangpet, N. Chudpooti, N. Sathitanon, N. Somjit, P. Akkaraekthalin
This paper presents an improvement gain of a dual-polarized microstrip patch antenna by using the partially reflective surface (PRS). The PRS is designed from a $10 times 10$ array patches structure, which is patterned on a 0.8-mm FR-4 substrate. A-dual-port fed by two SMA connectors, which is selected to use as the source of an experiment. The square metallic patch is used to design the PRS layer. The dimension of the square patch is 5 mm $times 5$ mm. The length of the square patch is varied from 3.0mm to 4.5 mm by step of 0.5 mm to investigate the reflection coefficients, e.g., magnitude response and phase response. Based on the simulated results, a 4.5-mm square patch provides the highest reflection coefficient of 0.53. To prove the design concept, the size of a square patch of 4.5 mm is selected to fabricate and measure the radiation pattern. At an operating frequency of 3.5 GHz, the maximum gain at the zero degrees is increased from 1.2 dBi to 4.96 dBi when compared without and with PRS.
提出了利用部分反射面提高双极化微带贴片天线增益的方法。PRS采用$10 × 10$阵列贴片结构设计,贴片结构设计在0.8 mm FR-4基板上。a -双端口由两个SMA连接器馈电,选择作为实验源。采用方形金属贴片设计PRS层。方形贴片的尺寸为5 mm × 5 mm。方形贴片的长度从3.0mm到4.5 mm,以0.5 mm的速度变化,以研究反射系数,如幅度响应和相位响应。仿真结果表明,4.5 mm方形贴片的反射系数最高,为0.53。为了验证设计理念,选择4.5 mm大小的方形贴片制作和测量辐射方向图。在工作频率为3.5 GHz时,与无PRS和有PRS相比,零度处的最大增益从1.2 dBi增加到4.96 dBi。
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引用次数: 0
Remote Laboratory Management Platform 远程实验室管理平台
Oraphan Amnuaysin, P. Nilsook, P. Wannapiroon
This study begins with the study of the problems and research related to remote laboratories. It then analyzes and synthesizes relevant research, examining the composition of remote laboratories. By creating a synthetic table and summarizing the results of the research, it was found that a remote laboratory consisted of 5 elements: 1. Remote access. 2. Server 3. Equipment 4. Monitoring and 5. Practice, thereby creating a learning experience. Students can access a Lab Management Platform with laboratory management tools which can support the interaction of learners and instructors. This is the result of integrating technical and teaching laboratories into learning systems in order to support remote learners. As a result of the synthesis of the laboratory management platform elements, there are 4 features: 1. Login System 2. Learning Management System 3. Booking System and 4. Interactive Communication. This study is a review of the research related to the means by which it is possible to create the correct tools and learning environment in order to develop higher education students in such a way as to prepare them for the new situations they will face in an ever-changing future in the digital economy.
本研究从研究与远程实验室相关的问题和研究开始。然后对相关研究进行了分析和综合,考察了远程实验室的构成。通过创建合成表并总结研究结果,发现远程实验室由5个要素组成:1.远程实验室;远程访问。2. 服务器3。设备4。5.监控;实践,从而创造一个学习的经验。学生可以访问带有实验室管理工具的实验室管理平台,该平台可以支持学习者和教师的互动。这是将技术和教学实验室纳入学习系统以支持远程学习者的结果。由于综合了实验室管理平台的要素,有4个特点:1。登录系统学习管理系统预订系统和4。互动交流。本研究是对相关研究的回顾,通过这些研究,可以创造正确的工具和学习环境,以培养高等教育学生,使他们为数字经济中不断变化的未来所面临的新形势做好准备。
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引用次数: 0
Storytelling-Based Teaching and Evaluation Method Through Visualization in Engineering Topics 基于可视化的工程主题故事教学与评价方法
A. Gholami, R. Gavagsaz-Ghoachani, M. Phattanasak
The need for improving teaching methods and shifting from conventional ones to more efficient ways has become more prominent in recent years, especially since the Coronavirus pandemic. Accordingly, the evaluation process must be improved to match the teaching methods. In the current study, a novel storytelling-based teaching and evaluation method is introduced. The method was applied to undergraduate and graduate students to examine their gained knowledge during a one-year course. During the examination, the learners investigate correlations between the course contents and the different contents provided by the teacher and try to support their correlations scientifically. Besides, a friendly relationship with the student considering their emotional, psychological, and scientific dimensions, will be established to increase the learning efficiency through this method. Bloom's taxonomy of educational objectives and affective domains of the bloom's taxonomy will be applied to the learners' responses to score their performance and investigate their scientific learning states as well as their emotional and psychological conditions. A case study of evaluation of a one-year course about microbial fuel cell as one of the renewable energy generation systems was presented in this study. The four-year analysis and the feedback received for this method indicated that its implementation results in deeper learning of the course contents. Therefore, the examination phase also acts as a part of the teaching procedure. The proposed method could be applied to other courses.
近年来,特别是自冠状病毒大流行以来,改进教学方法、从传统方法转向更有效的方法的需求变得更加突出。因此,必须改进评价过程,以配合教学方法。本研究提出了一种新颖的基于故事的教学与评价方法。该方法应用于本科生和研究生,以检查他们在一年的课程中获得的知识。在考试过程中,学习者调查课程内容与教师提供的不同内容之间的相关性,并试图科学地支持它们之间的相关性。此外,与学生建立友好的关系,考虑他们的情感,心理和科学的维度,将通过这种方法提高学习效率。布鲁姆的教育目标分类法和布鲁姆分类法的情感域将应用于学习者的反应,对他们的表现进行评分,调查他们的科学学习状态以及他们的情绪和心理状况。以微生物燃料电池作为一种可再生能源发电系统为例,进行了为期一年的课程评估。四年的分析和收到的反馈表明,该方法的实施使课程内容的学习更加深入。因此,考试阶段也是教学过程的一部分。所提出的方法也适用于其他课程。
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引用次数: 1
The Evaluation of GUI Design using Questionnaire and Multivariate Testing 用问卷调查和多变量检验评价GUI设计
Chiranun Kamolsin, Fuangfar Pensiri, K. Ryu, P. Visutsak
To design a graphical user interface (GUI) in a computer system, the UI designer should understand all components of system, procedures, and user’s experience. Therefore, the UI designer must transform the user’s requirements into system story, procedures, and functions which will be fitted to the user’s needs. A good GUI design must be easy to see by the user e.g., “left-to-right” and “top-to-bottom” directions and the omitted usage of scroll bar for exploring the hiding part of a GUI. There are many tools used to collect the feedback and evaluate the best GUI design such as the questionnaire, the interview, the A/B testing, and the multivariate testing. In this paper, we propose the user testing method for the designing of Thai traditional weaving dashboard originated by the Royal Thai Silk Conservation Village Project, the Office of Sericulture Conservation and Standard Conformity Assessment, the Queen Sirikit Department of Sericulture, Ministry of Agriculture and Cooperatives. There are 5 variables used for the design evaluation: utility, functionality, ease of use, consistency, and satisfaction. The experimental results yield 3.927, 3.890, 4.027, 3.981, and 3.945, respectively.
为了在计算机系统中设计图形用户界面(GUI), UI设计者应该了解系统、程序和用户体验的所有组成部分。因此,UI设计师必须将用户的需求转化为符合用户需求的系统故事、过程和功能。一个好的GUI设计必须很容易被用户看到,例如,“从左到右”和“从上到下”的方向,并且省略了使用滚动条来探索GUI的隐藏部分。有许多工具可用于收集反馈和评估最佳GUI设计,如问卷调查、访谈、A/B测试和多变量测试。本文提出了由泰国皇家丝绸保护村项目、蚕桑保护与标准合格评定办公室、诗丽吉王后蚕桑司、农业与合作部发起的泰国传统编织仪表盘设计的用户测试方法。设计评估有5个变量:实用性、功能性、易用性、一致性和满意度。实验结果分别为3.927、3.890、4.027、3.981、3.945。
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引用次数: 1
The Design of a Deep Learning Model to Classify Passion Fruit for the Ageing Society 面向老龄化社会的百香果分类深度学习模型设计
Akksatcha Duangsuphasin, A. Kengpol, Preecha Rungsaksangmanee
The objective of this research is to design of a deep learning model to classify passion fruit for the ageing society. The phenomenon of an increasingly aging population affects the way of life and well-being of all societies around the world. The growing trend of the elderly leads to risks and health problems. Many substances in the passion fruit can help with sleep problems, wrinkled skin, and lower high blood pressure. Eating purple passion fruit after harvest is found to be more sour than sweet, but the longer it is stored, the sweeter it tastes. It is expected that the 4-passion fruit group, which is categorized by post-harvest period, can be classified by convolutional neural networks (CNNs), which is a network in network (NiN) architecture in the Python program. The implications of the study are that classifying the passion fruit is appropriate for an ageing society. The NiN models can generate the accuracy of a trained dataset of 96.76% and a validation dataset of 95.89%. This model is used to make computer programs that make it easy to choose passion fruit and other fruits for the fruit juice industry.
本研究的目的是为老龄化社会设计一个深度学习模型来对百香果进行分类。人口日益老龄化的现象影响着全世界所有社会的生活方式和福祉。老年人的增长趋势导致风险和健康问题。百香果中的许多物质可以帮助解决睡眠问题、皱纹皮肤和降低高血压。人们发现,在收获后食用紫百香果的酸味比甜味更重,但存放的时间越长,味道越甜。预计按收获后时间分类的4百香果组可以通过卷积神经网络(cnn)进行分类,这是Python程序中的网络中网络(NiN)架构。这项研究的含义是,对百香果进行分类是适合于老龄化社会的。NiN模型生成的训练数据集和验证数据集的准确率分别为96.76%和95.89%。这个模型被用来制作计算机程序,使果汁行业更容易选择百香果和其他水果。
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引用次数: 0
Metaverse for Developing Engineering Competency 开发工程能力的元空间
Junjiraporn Thongprasit, Pallop Piriyasurawong
The objective of this research is to develop a metaverse framework for engineering competency development. This research is divided into two phases. In the first phase, it will study and synthesize the elements of a metaverse framework for engineering competency development. The researcher has studied, analyzed, and synthesized data on various issues from related documents and research. It was then developed into a metaverse framework for engineering competency development. We found that a metaverse framework for engineering competency development comprises three components, namely: metaverse, metaverse platform, and engineering competency for future ready. Using the metaverse in engineering will help improve and develop the engineering management system. It is also useful for workforce production or engineering personnel to have appropriate performance and meet the needs of the world workforce market. So, using the metaverse to train engineers who can meet international standards and play a full role in engineering is a good way to get ready for the digital transformation that will happen in the future.
本研究的目的是开发一个工程能力发展的元框架。本研究分为两个阶段。在第一阶段,它将研究和综合工程能力发展的元空间框架的元素。研究人员从相关文献和研究中对各种问题进行了研究、分析和综合。然后它被发展成一个工程能力发展的元框架。研究发现,工程能力发展的元域框架包括三个组成部分,即:元域、元域平台和面向未来的工程能力。在工程中应用元数据库有助于工程管理系统的完善和发展。它也有助于劳动力生产或工程人员有适当的表现,满足世界劳动力市场的需求。因此,利用元宇宙来培养能够达到国际标准并在工程中充分发挥作用的工程师,是为未来即将发生的数字化转型做好准备的好方法。
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引用次数: 2
Visual Explanations of ResNet 101 for Blister Package Classification ResNet 101对吸塑包装分类的可视化解释
Narit Hnoohom, Nagorn Maitrichit, K. Wongpatikaseree, Sumeth Yuenyong, S. Mekruksavanich, A. Jitpattanakul
This paper presents an efficient approach to generate visual explanations from a ResNet 101 model for identification of medication. The blister package dataset is used to train a deep learning model built on the PyTorch framework’s ResNet 101 pre-trained model. Visual inspections and a quantitative localization benchmark demonstrate that the model approach correctly identifies the critical components of blister packs for medicine identification. A Gradient-weighted Class Activation Mapping (Grad-CAM) method is used to extract the feature map, and then the attention mechanism is utilized to extract the high-level attention maps, that emphasizes the part of the image that is significant to the target class, which can be considered as a visual representation. The experimental results indicated that the Grad-CAM achieved the better visualization and interpretation of ResNet 101 in blister package classification.
本文提出了一种从ResNet 101模型生成用于识别药物的可视化解释的有效方法。blister包数据集用于训练基于PyTorch框架的ResNet 101预训练模型构建的深度学习模型。目视检查和定量定位基准表明,该模型方法正确地识别了用于药物识别的吸塑包装的关键部件。采用梯度加权类激活映射(Gradient-weighted Class Activation Mapping, Grad-CAM)方法提取特征图,然后利用注意机制提取高级注意图,该注意图强调图像中对目标类重要的部分,可视为视觉表示。实验结果表明,Grad-CAM在吸塑包装分类中能够较好地实现ResNet 101的可视化和解译。
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引用次数: 0
A Study of Motorcycle riding Characteristics on the wrong direction in Thailand 泰国摩托车错误方向骑行特征研究
Pichet Janpla, S. Chanthanumataporn, S. Sitthiracha
Motorcycles are commonly used as vehicles in Thailand and are also the main cause of traffic deaths. A motorcycle characteristic that causes an accident is riding on the wrong side of the road. The key parameters explaining this characteristic are speed and lateral position. In this study, the motorcycle speed is measured by a digital indicator while the lateral position is measured using white color tape, which is placed perpendicular to the motorcycle direction. The collected data shows that the speeds are between 6.59 and 21.49 km/h, and the lateral positions are between 0.52 and 0.96 m from the outermost lanes of the road. Moreover, the statistical analysis indicated that it seems most people riding on the wrong side of the road tend to ride slowly and stay as close to the edge of the footpath as possible. The results of this study could be potentially used for designing evasive maneuvers for autonomous vehicles.
摩托车在泰国是常用的交通工具,也是交通死亡的主要原因。引起事故的摩托车的一个特点是在错误的道路上行驶。解释这一特性的关键参数是速度和横向位置。在本研究中,摩托车的速度是通过一个数字指示器来测量的,而横向位置是使用白色胶带来测量的,白色胶带垂直于摩托车的方向。收集到的数据显示,车速在6.59 ~ 21.49 km/h之间,横向位置在距离道路最外侧车道0.52 ~ 0.96 m之间。此外,统计分析表明,似乎大多数骑错路的人都倾向于骑得很慢,并尽可能靠近人行道的边缘。这项研究的结果可能会被用于设计自动驾驶汽车的规避动作。
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引用次数: 0
Breast Cancer Detection Based Microwave Imaging Using Single Antipodal Vivaldi Antenna 基于单对映维瓦尔第天线的乳腺癌微波成像检测
Shalermchon Tangwachirapan, Panupong Sawangsri, Pitchvara Pinitkiatisakul, P. Thongdit, W. Thaiwirot
This paper presents breast cancer detection based on microwave imaging using single antipodal Vivaldi antenna. The breast cancer detection system mainly consists of antipodal Vivaldi antenna, vector network analyzer, breast phantom, and rotation platform. The artificial breast phantom is fabricated by using gelatin-oil mixture technology as fat and cancerous cell. The difference for relative permittivity and conductivity between cancerous cell and normal tissue is around 4:1 and 6:1, respectively. The process of breast cancer detection and imaging are presented. The measured results show that the cancerous cell embedded inside the breast phantom can be detected. In addition, the graphical user interface (GUI) for creating the 2D MWI is developed using MATLAB.
本文提出了基于单对映维瓦尔第天线的微波成像乳腺癌检测方法。乳腺癌检测系统主要由对映维瓦尔第天线、矢量网络分析仪、乳房假体和旋转平台组成。采用明胶-油混合技术作为脂肪和癌细胞制备人工乳房假体。癌细胞和正常组织的相对介电常数和电导率的差异分别约为4:1和6:1。介绍了乳腺癌的检测和成像过程。测量结果表明,可以检测到嵌入乳腺假体中的癌细胞。此外,利用MATLAB开发了用于创建二维MWI的图形用户界面(GUI)。
{"title":"Breast Cancer Detection Based Microwave Imaging Using Single Antipodal Vivaldi Antenna","authors":"Shalermchon Tangwachirapan, Panupong Sawangsri, Pitchvara Pinitkiatisakul, P. Thongdit, W. Thaiwirot","doi":"10.1109/RI2C56397.2022.9910316","DOIUrl":"https://doi.org/10.1109/RI2C56397.2022.9910316","url":null,"abstract":"This paper presents breast cancer detection based on microwave imaging using single antipodal Vivaldi antenna. The breast cancer detection system mainly consists of antipodal Vivaldi antenna, vector network analyzer, breast phantom, and rotation platform. The artificial breast phantom is fabricated by using gelatin-oil mixture technology as fat and cancerous cell. The difference for relative permittivity and conductivity between cancerous cell and normal tissue is around 4:1 and 6:1, respectively. The process of breast cancer detection and imaging are presented. The measured results show that the cancerous cell embedded inside the breast phantom can be detected. In addition, the graphical user interface (GUI) for creating the 2D MWI is developed using MATLAB.","PeriodicalId":403083,"journal":{"name":"2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)","volume":"154 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":"127306167","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: 2
期刊
2022 Research, Invention, and Innovation Congress: Innovative Electricals and Electronics (RI2C)
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