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2021 IEEE 3rd Eurasia Conference on IOT, Communication and Engineering (ECICE)最新文献

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X-ray Security Inspection Image Detection Algorithm Based on Improved YOLOv4 基于改进YOLOv4的x射线安检图像检测算法
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645636
Cheng Zhou, Hui Xu, Bicai Yi, Weichao Yu, Chenwei Zhao
The existing object detection algorithms have low recognition accuracy for prohibited items due to the complex background, large variation of target scale, and mutual occlusion of objects in X-ray security inspection images. In order to accurately identify prohibited items in real-time, an X-ray security inspection image detection algorithm based on improved YOLOv4 is proposed. Firstly, deformable convolution is introduced into the network to improve the feature extraction ability of prohibited items. Then, GHM loss is used to optimize the loss function, so that the model can focus on the difficult classification samples that are more effective for training improvement. Finally, the non-maximum suppression method combining soft NMS and DIoU NMS is used to improve the detection ability of the algorithm for occluded targets. Experiments on the X-ray security inspection image dataset show that the mAP of the improved algorithm reaches 91.4%, which is 3.3% higher than the YOLOv4, and the detection speed meets the real-time requirements.
现有的物体检测算法由于x射线安检图像中背景复杂、目标尺度变化大、物体相互遮挡等原因,对违禁物品的识别精度较低。为了实时准确识别违禁物品,提出了一种基于改进YOLOv4的x射线安检图像检测算法。首先,在网络中引入可变形卷积,提高违禁物品的特征提取能力;然后,利用GHM损失对损失函数进行优化,使模型能够专注于更有效的训练改进的难分类样本。最后,采用软NMS和DIoU NMS相结合的非最大值抑制方法,提高了算法对遮挡目标的检测能力。在x射线安检图像数据集上的实验表明,改进算法的mAP达到了91.4%,比YOLOv4提高了3.3%,检测速度满足实时性要求。
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引用次数: 5
Evaluation of Learning Effectiveness Using Mobile Communication and Reality Technology to Assist Teaching: A Case of Island Ecological Teaching 移动通信与现实技术辅助教学的学习效果评价——以海岛生态教学为例
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645677
Hung-Pin Hsu
Due to global climate changes, ecological teaching has become a vital learning topic for students in recent years. This research has developed a set of learning materials with the theme of island ecology Happy Yuguang Island. This learning material consists of an environmental picture book of learning and realistic trip cards of experience to learn about ten kinds of animals, plants, and danger in the natural environment on the island. Children could also watch Augmented Reality animation of scenarios by scanning the picture book. In addition, children can learn by combining ecological knowledge in realistic trip cards with natural fields by Augmented Reality. They guide the children to correctly respond to ecological questions by dialogue robots of social community media. This study found this material help students have a correct understanding of the relationship between animals, plants, and the environment when used for the actual environment. Moreover, students who use this set of teaching materials in the classroom have a high degree of accuracy in knowledge learning.
近年来,由于全球气候变化,生态教学已成为学生学习的重要话题。本研究开发了一套以海岛生态为主题的学习资料,主题为“快乐玉光岛”。本教材由一本环境学习绘本和逼真的旅行体验卡组成,了解岛上自然环境中的十种动物、植物和危险。孩子们还可以通过扫描绘本观看场景的增强现实动画。此外,儿童还可以通过增强现实技术将现实旅行卡中的生态知识与自然领域结合起来进行学习。他们通过社交社区媒体的对话机器人引导孩子正确回答生态问题。本研究发现,该材料用于实际环境时,有助于学生正确理解动物、植物和环境之间的关系。此外,在课堂上使用这套教材的学生在知识学习上有较高的准确性。
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引用次数: 0
Experimental Study on Effects of Light Source and Different Smoke Characteristics on Signal Intensity of Photoelectric Smoke Detectors 光源及不同烟雾特性对光电感烟探测器信号强度影响的实验研究
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645643
Mingyao Wei, Bo-Rui Lin, Yong-Ye Lin, Gwo-Jen Chiou, W. Kuo
Photoelectric smoke detectors, which detect smoke emitted in the early stages of fire, play a key role in automatic fire alarm equipment. When a fire is detected, the detector transmits an alarm signal to the control panel of the automatic fire alarm equipment. Therefore, the signal intensity and response speed of photoelectric smoke detectors are noteworthy research topics. This study designed an experiment system to explore the effect of different types of smoke on the signal intensity of commercial photoelectric smoke detectors. During a fire, different substances release smoke in different colors while burning. This variation may influence the response speed and sensitivity of smoke detectors. This study conducted an experiment using five types of powders to simulate the smoke release during a fire to test the response of photoelectric smoke detectors. This experimental method is more environmentally friendly as it did not involve any burning substance. The experiment results revealed that the photoelectric smoke detector generated different responses and signals of various intensities when detecting each type of smoke. This finding implies that fire alarm response time differs for different types of smoke. Experiment data revealed that when the detector light source was switched from IR LED to green LED, the sensitivity of the photoelectric smoke detector toward each type of smoke increased. The study findings provide a reference for improving the effectiveness and detection speed of photoelectric smoke detectors.
光电感烟探测器在火灾自动报警设备中起着至关重要的作用,它能探测到火灾早期产生的烟雾。当探测到火灾时,探测器向火灾自动报警设备的控制面板发送报警信号。因此,光电感烟探测器的信号强度和响应速度是值得关注的研究课题。本研究设计了一套实验系统,探讨不同类型烟雾对商用光电感烟探测器信号强度的影响。在火灾中,不同的物质在燃烧时释放出不同颜色的烟雾。这种变化可能会影响烟雾探测器的响应速度和灵敏度。本研究采用五种粉末模拟火灾时的烟雾释放,测试光电感烟探测器的响应。该实验方法不涉及任何燃烧物质,更加环保。实验结果表明,光电感烟探测器在探测不同类型的烟雾时产生不同的响应和不同强度的信号。这一发现表明,火灾报警响应时间对不同类型的烟雾是不同的。实验数据表明,当探测器光源由红外LED切换为绿色LED时,光电感烟探测器对各类烟雾的灵敏度均有所提高。研究结果为提高光电感烟探测器的效能和探测速度提供了参考。
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引用次数: 1
Performance Analysis of Wearable and Flexible Humidity Sensor Integrated to Face Mask for Respiration Monitoring 集成在呼吸监测面罩上的可穿戴柔性湿度传感器的性能分析
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645733
Meltem Tekçin, Burcu Arman Kuzubasoglu, E. Sayar, Mehmet Kursat Yalcin, S. Bahadir
In this study, PEDOT:PSS conductive polymer printed flexible humidity sensor has been designed and fabricated to sense human respiration monitoring. PEDOT:PSS with conductive ink specifically formulated in our study, was printed on polyamide-based taffeta label fabric by an inkjet printing method. The sensitivity of the printed humidity sensor has been tested under different humidity levels inside a humidity chamber. Then, the sensor has been integrated into a face mask in order to evaluate the respiration monitoring of a user who wears the face mask in a real environment. The sensing capability of the wearable sensor and its response against respiration monitoring was evaluated under various breathing conditions such as fast and deep breathing, differentiating nose and mouth breathing. Owing to its flexible structure and printability onto textile, the wearable printed humidity sensor has the potential to be used for healthcare applications particularly for capturing user biomedical data.
本研究设计并制作了PEDOT:PSS导电聚合物印刷柔性湿度传感器,用于人体呼吸监测。采用喷墨印刷的方法,将PEDOT:PSS与本研究专门配制的导电油墨一起,印刷在聚酰胺基塔夫绸标签织物上。在不同湿度条件下,对打印湿度传感器的灵敏度进行了测试。然后,将传感器集成到口罩中,以评估在真实环境中佩戴口罩的用户的呼吸监测。在不同的呼吸条件下,如快速呼吸和深呼吸,区分鼻呼吸和口呼吸,评估了可穿戴传感器的感知能力及其对呼吸监测的响应。由于其灵活的结构和可打印到纺织品上,可穿戴印刷湿度传感器具有用于医疗保健应用的潜力,特别是用于捕获用户生物医学数据。
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引用次数: 0
Study of the Preprocessing of Venous Images 静脉图像预处理的研究
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645620
Shigang Wang, Heng Liu
Due to the design of intravenous imaging instruments and the rapid development of venipuncture robots, it is of great significe to study the high-quality venous image processing method. In this paper, a series of preprocessing of the venous image is carried out, and the development of venous image processing is briefly introduced. The process of vein image processing is mainly divided into three steps. The first step is to use the improved Otsu method for binarization. The second step is to use the selective median filter algorithm to filter. The third step is to refine the image with a fast parallel thinning algorithm. Experimental results show that the vein image processing effect is better.
由于静脉成像仪器的设计和静脉穿刺机器人的快速发展,研究高质量的静脉图像处理方法具有重要意义。本文对静脉图像进行了一系列预处理,并简要介绍了静脉图像处理的研究进展。静脉图像的处理过程主要分为三个步骤。第一步是使用改进的Otsu方法进行二值化。第二步是使用选择性中值滤波算法进行滤波。第三步,采用快速并行细化算法对图像进行细化。实验结果表明,该方法对静脉图像的处理效果较好。
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引用次数: 0
Class-C Quadrature VCO with Ring-inductor Coupling and Folded-Cascode Mixer Design 带环形电感耦合和折叠级联混频器的c类正交压控振荡器设计
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645618
W. Lai, Chang-chun Zhang
This article investigates the quadrature voltage-controlled oscillator (QVCO) by using the loop closed-ring inductor and merging the excellent efficiency of class-C oscillator to the complementary PMOS-NMOS topology. Designed from TSMC 0.18 μm 1P6M CMOS processing, the presented folded-cascode mixer exhibits a high conversion gain, a maximum input P1dB of -12 to -16.7 dBm, IIP3 of -4.5 to -7.2 dBm, and LO to RF isolation of about 33.8 dB at VDD=1.5 V, respectively. The proposed QVCO works during 6.69 and 7 GHz at overall power dissipation is 7.59 mW. Experimental of phase noise and evaluated figure of merit (FOM) of the promoted 6.69 GHz QVCO are -113.56 dBc / Hz at 1 MHz frequency offset and -181.2 dBc/ Hz, respectively.
本文利用闭环电感,将c类振荡器的优良效率与互补的PMOS-NMOS拓扑结构相结合,研究了正交压控振荡器(QVCO)。采用台积电0.18 μm 1P6M CMOS工艺设计的折叠级联混频器具有较高的转换增益,最大输入P1dB为-12 ~ -16.7 dBm, IIP3为-4.5 ~ -7.2 dBm,在VDD=1.5 V时LO - RF隔离度约为33.8 dB。该QVCO工作在6.69 GHz和7 GHz频段,总功耗为7.59 mW。改进后的6.69 GHz QVCO在1 MHz频偏下的相位噪声实验值和评价值分别为-113.56 dBc/ Hz和-181.2 dBc/ Hz。
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引用次数: 0
Influence Paths of Fertility Intention of Unmarried Women of Childbearing Age Based on Bayesian Network Model 基于贝叶斯网络模型的未婚育龄妇女生育意愿影响路径
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645655
Deqi Wang, Yonghong Zou
According to the data from the seventh census, the proportion of the elderly population and the total dependency coefficient in China have increased significantly compared with that of the sixth census. The fertility situation is grim. The desire to procreate is the premise of procreation. The research on the influence of unmarried women of childbearing age on fertility intention is helpful to predict the change of fertility behavior and fertility trend. The paper applies the Bayesian network model to explore the influencing process of unmarried women's fertility intention and form the influence paths. Objective and social factors are considered as input variables, and fertility intention is taken as output variables in the network. Based on the data obtained from the National Social Science Fund project survey, the causal relationship and influence path between input variables and fertility intention are established. Social factors are considered to be the fertility tradition of unmarried women's environment and the attitude of people around them towards fertility intention. Therefore, this may be beyond the framework of cost-utility analysis. It is concluded that social factors will have an impact on unmarried fertility intention, and there is a complex relationship among them. The marriage intention affects the fertility intention, and it is affected by the personal income, which has a direct impact on the fertility intention. Besides, it is found that unmarried women's age, household registration type, educational background, and current residence had little influence on their fertility intention. It is noteworthy that this is the first attempt to choose the Bayesian network model to study fertility intention. The path between realistic factors and subjective perception of fertility desire needs further research.
根据第七次人口普查的数据,与第六次人口普查相比,中国的老年人口比例和总抚养系数都有了明显的提高。生育状况十分严峻。生育的欲望是生育的前提。研究育龄未婚妇女对生育意愿的影响,有助于预测生育行为的变化和生育趋势。本文运用贝叶斯网络模型探讨未婚女性生育意愿的影响过程,形成影响路径。在网络中,客观因素和社会因素作为输入变量,生育意愿作为输出变量。基于国家社科基金项目调查数据,建立了输入变量与生育意愿之间的因果关系和影响路径。社会因素被认为是未婚女性所处环境的生育传统和周围人对生育意愿的态度。因此,这可能超出了成本效用分析的框架。结果表明,社会因素会影响未婚生育意愿,且社会因素与未婚生育意愿之间存在复杂的关系。婚姻意愿影响生育意愿,且受个人收入的影响,个人收入对生育意愿有直接影响。此外,研究发现未婚女性的年龄、户籍类型、学历、居住地对其生育意愿影响不大。值得注意的是,这是首次尝试选择贝叶斯网络模型来研究生育意愿。现实因素与生育欲望主观感知之间的路径有待进一步研究。
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引用次数: 0
Design and implementation of a Robotic Multigripper System for Transplanting Artichoke Seedlings in Multi-Cell Trays 洋蓟多细胞托盘机械手移栽系统的设计与实现
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645734
S. Vera, Sixto Prado
The transplanting of seedlings is a fundamental task in industrial nurseries, and it is applied fundamentally in the process of quality control of the seedlings. Seedling quality control requires experienced operators to more accurately determine the quality of each seedling without the specialized human resources and affecting productivity. In this work, the design, simulation, and implementation of an electric multi-gripper system (three grippers) for artichoke seedlings transplantation is presented. A Cartesian robot is coupled as its end effector. The functional needs are identified and the conceptual, configuration and detail design is carried out for the mechanical and electronic subsystems. Also, an intelligent control strategy is developed to control the movements using optimal control and to communicate with a Cartesian robot in a master-slave framework. After extensive tests, the gripper performance is analyzed and results showed an improvement over existing grippers for transplanting. The results were a 100 % in the transplanting success rate of grasping and releasing seedlings in the tray cavities and only 2.94 % in the transplanting damage rate (mostly in leaves).
秧苗移栽是工业苗圃的一项基础性工作,在秧苗质量控制过程中有着基础性的应用。苗木质量控制需要经验丰富的操作人员更准确地确定每棵苗木的质量,而不需要专门的人力资源和影响生产力。在这项工作中,介绍了一种用于洋蓟幼苗移植的电动多抓手系统(三个抓手)的设计,仿真和实现。将直角型机器人耦合为末端执行器。确定了系统的功能需求,对机电子系统进行了概念设计、组态设计和详细设计。此外,提出了一种智能控制策略,利用最优控制控制运动,并在主从框架中与笛卡尔机器人通信。经过大量的测试,分析了夹持器的性能,结果表明比现有的移植夹持器有了改进。结果表明,盘腔内抓放苗移栽成功率为100%,移栽损伤率仅为2.94%(以叶片为主)。
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引用次数: 0
A Machine Vision System based on RGB-D Image Analysis for the Artichoke Seedling Grading Automation According to Leaf Area 基于RGB-D图像分析的洋蓟苗木叶面积分级自动化机器视觉系统
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645676
P. L. Otoya, S. P. Gardini
In this work, the development of a machine vision system based on RGB-D image analysis for artichoke seedling grading is described as well as its integration into a robot with the capability to handle seedlings, moving them from an unclassified plug tray to a classified one. First, the seedling RGB-D image acquisition procedure is implemented. Second, the leaf area estimation algorithm is developed, which comprises an RGB-D image segmentation algorithm and the execution of a triangulation algorithm with the points inside each region defined by the segmentation as input. Then, this area is used to assess a seedling’s quality. Third, the performance and the working conditions of the machine vision system are analyzed. Fourth, the developed system is integrated into a robotic platform that has the capability of handling and moving a seedling according to the results of the machine vision system. Finally, the results are discussed and several ways to improve the system are put forward.
在这项工作中,描述了基于RGB-D图像分析的机器视觉系统的开发,用于洋蓟幼苗分级,并将其集成到具有处理幼苗能力的机器人中,将它们从未分类的塞盘移动到分类的塞盘。首先,实现了种子RGB-D图像采集程序。其次,开发了叶面积估计算法,该算法包括RGB-D图像分割算法和以分割定义的每个区域内的点作为输入执行三角剖分算法。然后,这个区域被用来评估幼苗的质量。第三,对机器视觉系统的性能和工作条件进行了分析。第四,将开发的系统集成到机器人平台中,根据机器视觉系统的结果,该平台具有搬运和移动幼苗的能力。最后,对结果进行了讨论,并提出了改进系统的几种方法。
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引用次数: 2
Electrospun NGQDs/PANI/PAN Composite Fibers for Room Temperature Alcohol Sensing 静电纺NGQDs/PANI/PAN复合纤维用于室温酒精传感
Pub Date : 2021-10-29 DOI: 10.1109/ECICE52819.2021.9645665
C. Masemola, Ndhivuwo Prince Shumbula, S. Gqoba, Zikhona Nobuntu Tetana, N. Moloto, E. Linganiso
The synthesis of NGQDs was carried out via a microwave-assisted hydrothermal method where citric acid and urea were used as carbon and nitrogen sources, respectively. Uniformly distributed and spherical NGQDs were achieved after a 4 minutes reaction time and these dots were further loaded onto PANI/PAN to produce NGQDs/PANI/PAN composite via in-situ polymerization and electrospinning. Optimized electrospun composite fibers were characterized and later used for alcohol vapor sensing.
以柠檬酸和尿素为碳源和氮源,采用微波辅助水热法制备了NGQDs。反应时间为4 min后,得到了均匀分布的球形NGQDs,并将其负载到PANI/PAN上,通过原位聚合和静电纺丝制备了NGQDs/PANI/PAN复合材料。对优化后的静电纺复合纤维进行了表征,并将其用于酒精蒸汽传感。
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引用次数: 4
期刊
2021 IEEE 3rd Eurasia Conference on IOT, Communication and Engineering (ECICE)
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