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2021 Research, Invention, and Innovation Congress: Innovation Electricals and Electronics (RI2C)最新文献

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LoRa Network Based Multi-Wireless Sensor Nodes and LoRa Gateway for Agriculture Application 基于LoRa网络的多无线传感器节点和农业应用LoRa网关
W. Chanwattanapong, Suthat Hongdumnuen, Boonyarit Kumkhet, Supaset Junon, Pubet Sangmahamad
Our research proposed the prototypes of a Long Range (LoRa) network for agriculture application, which focuses on low-cost and effectiveness with multi-wireless environment sensor nodes in a network. each sensors node consisting of several sensors such as a soil moisture sensor, a temperature and humidity sensor, a raindrops sensor, and a light intensity sensor. The soil moisture sensor has been designed with 4 copper sensing-rods that a longest copper rod act as a ground signal level and other copper sensing-rods using for measures moisture at each soil depth. The different levels of soil depth with respect to the ground surface. A Heltec LoRa esp32 sx1276 acts as a LoRa wireless communication module for long-range environment data transfer. The proposed network that operating with two wireless communication frequency bands, 925.2MHz for node-to-gateway communication and 2.4GHz (WLAN) for gateway-to-cloud communication. Furthermore, the proposed network with three wireless sensor nodes and a single LoRa gateway was experimental. From the experimental results, the sensor node able to environmental sensing and transfer data to the gateway. The environmental data of soil moisture under the ground surface 20cm, 40cm, and 60 cm more than 90% accuracy compared to the standard instrument. Additionally, the LoRa transceiver range is approximately 600 meters (Non-line-of-sight: NLOS) and the LoRa gateway automatically transmits environmental data to the cloud storage every 15 seconds.
我们的研究提出了用于农业应用的远程(LoRa)网络的原型,该网络侧重于在网络中使用多个无线环境传感器节点的低成本和有效性。每个传感器节点由多个传感器组成,如土壤湿度传感器、温湿度传感器、雨滴传感器和光强传感器等。土壤湿度传感器设计有4根铜感测棒,其中最长的铜棒作为地面信号电平,其他铜感测棒用于测量每个土壤深度的湿度。土壤深度相对于地表的不同层次。Heltec LoRa esp32 sx1276作为LoRa无线通信模块,用于远程环境数据传输。该网络采用两个无线通信频段,925.2MHz用于节点到网关通信,2.4GHz (WLAN)用于网关到云通信。此外,所提出的具有三个无线传感器节点和单个LoRa网关的网络是实验性的。从实验结果来看,该传感器节点能够对环境进行感知并向网关传输数据。对地表以下20cm、40cm、60cm的土壤湿度环境数据,与标准仪器相比,精度超过90%。此外,LoRa收发距离约为600米(Non-line-of-sight: NLOS), LoRa网关每15秒自动将环境数据传输到云存储。
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引用次数: 8
An Integrated 3D-Printed Lens with Ultra-Wideband Flower-Shaped Stub Antenna for Ethanol-Water Mixture Characterization 集成3d打印透镜与超宽带花形短天线乙醇-水混合物表征
N. Chudpooti, Patchadaporn Sangpet, Nattapong Duangrit, P. Akkaraekthalin, I. Robertson, N. Somjit
This paper presents a 3D-printed hemispherical lens integrated with flower-shaped stub antenna for liquid-mixture characterization. The proposed lens antenna is designed, fabricated, and integrated with the ultra-wideband planar antenna. A high impact polystyrene (HIPs) is selected to design the 3D-printed lens antenna by using the fused deposition modelling (FDM) technique, due to low loss 3D-printed material. The optimum the dimensions of the lens antenna are obtained by using the 3D EM Simulation CST Studio, which is used to investigate the performance of the antenna, e.g., gain, radiation pattern and reflection coefficient. To discriminate the liquid content in ethanol-water mixture, the level of the transmission coefficient (S21) is detected. The proposed sensor system offers various preferable features, e.g., non-destructive method and non-contact measurement. Five samples, e.g., 60%, 65%, 70%, 75%, and 80% ethanol in the ethanol-water mixtures, are measured and performed to generate the extraction model. The proposed sensor also offers other advantages, e.g., real-time monitoring and no life-cycle limitation.
本文提出了一种集成了花形短天线的3d打印半球面透镜,用于液体混合物的表征。设计、制作了透镜天线,并将其与超宽带平面天线集成。由于3d打印材料的低损耗,采用高冲击聚苯乙烯(HIPs)设计3d打印透镜天线,采用熔融沉积建模(FDM)技术。利用三维电磁仿真软件CST Studio获得了透镜天线的最佳尺寸,并对天线的增益、辐射方向图和反射系数等性能进行了研究。为了鉴别乙醇-水混合物中的液体含量,检测了透射系数(S21)的水平。所提出的传感器系统提供各种优选特性,例如,非破坏性方法和非接触式测量。测量乙醇-水混合物中60%、65%、70%、75%和80%乙醇的五种样品,并进行实验以生成提取模型。该传感器还具有其他优点,例如实时监控和无生命周期限制。
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引用次数: 2
Transition Elements, Enterprise Architecture for Digital Entrepreneurial University 转型要素,数字化创业型大学的企业架构
Tippawan Meepung, P. Wannapiroon, P. Nilsook
The development of knowledge and skills of learners and teachers is a guideline for the development of new technologies and innovations which therefore affects the development of the knowledge-based economy. To make existing resources on campus to bring in values in a strategic manner by applying research to industrial use, it must use a support mechanism in the form of a digital technology ecosystem to transform the traditional university operating model into a university that supports entrepreneurship. And in order for the university to develop and build strength from within: policies are needed to allocate appropriate internal resources and the understanding of intellectual property should be established. The results publishing with technology and mutual relationship between the industry and the government then should directly affect economic growth. The university is comprised of large and complex systems. Enterprise Architecture is a strategic planning tool for organizing technology in an organization. By following the principles and practices to Framework development of enterprise architecture developers, it results in an overall system in the organization for systematic design which is consisted of 1) Business architecture, 2) Data architecture, 3) Applications architecture, and 4) Technology architecture. This research aims to synthesize enterprise architecture framework from related research papers, to analyze digital university elements from the digital action plan, to synthesize the Entrepreneurial University framework, and to synthesize enterprise architecture elements for Digital Entrepreneurial University.
学习者和教师的知识和技能的发展是新技术和创新发展的指南,因此影响着知识经济的发展。要使校园现有资源通过研究转化为产业,战略性地产生价值,必须通过数字技术生态系统的支撑机制,将传统的大学运营模式转变为支持创业的大学。为了让大学从内部发展和建立力量,需要制定政策来分配适当的内部资源,并且应该建立对知识产权的理解。出版成果与技术的关系以及产业界与政府之间的相互关系将直接影响经济增长。大学是由庞大而复杂的系统组成的。企业架构是组织技术的战略规划工具。通过遵循企业架构开发人员的框架开发原则和实践,可以在组织中形成一个系统设计的整体系统,该系统由1)业务架构、2)数据架构、3)应用程序架构和4)技术架构组成。本研究旨在从相关研究论文中综合企业架构框架,从数字化行动计划中分析数字化大学要素,综合创业型大学框架,综合数字化创业型大学企业架构要素。
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引用次数: 2
Inspection of Rail Sweep Using Matrix Pencil Method Based-Radar Target Identification 基于矩阵笔法的轨道扫描检测-雷达目标识别
Pongsathorn Chomdee, A. Boonpoonga, P. Akkaraekthalin, T. Lertwiriyaprapa
In this paper, the radar target identification system for inspection of rail sweep is proposed. In the proposed system, the short pulse is transmitted to impinge the rail and the signal scattered from the rail is then received to perform the signal processing for identification. The matrix pencil method is employed to extract poles from the late-time response of the scattering signal. Extracted poles are exploited as unique signatures of the individual rail defection. One of the most defections due to the manufacturing production errors is the rail sweep. In this paper, simulations were conducted to validate that the extracted poles from the response of the normal rail is different from those of the swept rail. The BS100A rails with different sweep angles i.e. 0°, 10°, 15°, 30° and 45° are modeled by using CST microwave studio. The simulation results show that poles extracted from the late-time response of the normal rail are significantly different from those of the swept one. The simulation results confirmed the superiority of the proposed system over the conventional one using the visual inspection.
本文提出了一种用于轨道扫描检测的雷达目标识别系统。在该系统中,发射短脉冲撞击钢轨,然后接收从钢轨散射的信号进行信号处理以进行识别。采用矩阵铅笔法从散射信号的晚时响应中提取极点。提取的极点被利用为单个轨道缺陷的唯一签名。由于制造生产错误造成的最大缺陷之一是钢轨扫描。本文通过仿真验证了从正常轨道响应中提取的极点与扫掠轨道的极点是不同的。利用CST微波工作室对不同扫描角(0°、10°、15°、30°和45°)的BS100A导轨进行建模。仿真结果表明,从正常轨道的后期响应中提取的极点与扫掠轨道的极点有显著不同。仿真结果证实了该系统在视觉检测方面的优越性。
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引用次数: 0
Improving of Imbalanced Data in Multiclass Classification for Sentiment Analysis using Supervised Term Weighting 基于监督项加权的情感分析多类分类中不平衡数据的改进
J. Polpinij, K. Namee
Sentiment classification (SC) is an ongoing field of research, which involves computing opinions, sentiments, and the subjectivity of a text. It has recently been proven that imbalanced classification is challenging for the SC research community. Most existing studies assume that the balance between negative and positive samples may not be true in reality. This work describes a method to improve the problem of imbalanced sentiment classification using supervised term weighting schemes and shows how these weighting schemes can improve the performance of sentiment classification with imbalanced data, especially in the domain of multi-class classification. Nonetheless, to obtain the most appropriate term weighting schemes, five term weighting schemes are comparatively studied, namely tf-idf, tf-idf-icf, tf-rf, tf-igm, and sqrt_tf-igm. In addition to comparing several term weightings schemes, this work also compares four supervised machine learning algorithms to obtain an appropriate algorithm, including k-Nearest Neighbor (k-NN), Multinomial Naïve Bayes (MNB), Support Vector Machines (SVM) with linear, and SVM with RBF. After evaluating by F1, the performance of sqrt_tf-igm was superior to all other weighting schemes. Since the overall picture of sqrt_tf-igm returned better results than the tf-idf, tf-idf-icf, and tf-rf methods, with improved scores of F1 at 10.94%. Meanwhile, the result of sqrt_tf-igm was slightly better than tf-igm.
情感分类(SC)是一个正在进行的研究领域,涉及计算观点、情感和文本的主观性。最近已经证明,不平衡分类是SC研究界面临的挑战。大多数现有的研究假设负和正样本之间的平衡在现实中可能并不正确。本文描述了一种使用监督项加权方案来改善不平衡情感分类问题的方法,并展示了这些加权方案如何提高不平衡数据的情感分类性能,特别是在多类分类领域。然而,为了获得最合适的术语加权方案,我们比较研究了5种术语加权方案,分别是tf-idf、tf-idf-icf、tf-rf、tf-igm和sqrt_tf-igm。除了比较几种术语加权方案外,本工作还比较了四种监督机器学习算法,以获得合适的算法,包括k-最近邻(k-NN)、多项式Naïve贝叶斯(MNB)、线性支持向量机(SVM)和RBF支持向量机(SVM)。经F1评价,sqrt_tf-igm的性能优于其他所有加权方案。由于sqrt_tf-igm的整体图像比tf-idf、tf-idf-icf和tf-rf方法返回的结果更好,F1分数提高了10.94%。同时,sqrt_tf-igm的结果略好于tf-igm。
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引用次数: 0
Classes of Dual to Modified Ratio Estimators for Estimating Population Mean in Simple Random Sampling 简单随机抽样总体均值估计的对偶到修正比值估计的类别
Natthapat Thongsak, Nuanpan Lawson
This paper proposes two new classes of dual to modified ratio estimators for estimating population mean when information on a known auxiliary variable is available, and was inspired by Jaroengeratikun and Lawson (2019) and uses the transformation of auxiliary variables technique under simple random sampling without replacement. The general expressions of the bias and mean square errors (MSEs) of the proposed classes of estimators up to the first order of approximation have been obtained. The performance of the proposed classes of estimators are compared with existing estimators using a theoretical approach, a simulation study, and an application to real data. In the simulation study and practical application, the percentage relative efficiency (PREs) of all estimators with respect to the usual ratio estimator are used to compare the performance of the proposed class of estimators. The proposed classes of dual to modified ratio estimators are found to be more efficient than the existing estimators in the estimation of the population mean under a certain given condition.
本文受Jaroengeratikun和Lawson(2019)的启发,提出了两类新的对偶到修正比率估计器,用于在已知辅助变量信息可用时估计总体均值,并使用了简单随机抽样下的辅助变量变换技术。得到了这类估计器在一阶近似下的偏置和均方误差的一般表达式。通过理论方法、仿真研究和实际数据应用,将所提出的估计器与现有估计器的性能进行了比较。在仿真研究和实际应用中,使用所有估计器相对于通常的比率估计器的相对效率百分比(PREs)来比较所提出的估计器的性能。在给定条件下,所提出的对偶-修正比值估计比现有的估计更有效。
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引用次数: 1
A Training Set of Digital Image Processing for Object Inspection using Lab VIEW 基于Lab VIEW的物体检测数字图像处理训练集
C. Yensiri, C. Seetao, Pomwilai Sukmak, M. Lohakan
This research proposes a training set of digital image processing using LabVIEW for object inspection topic. The collection consists of a conveyor set, digital camera, a robot arm, a training book, and 12 VDO clips. The conveyor base and frame are elaborately created by a 3D printer with PLA plastic. The conveyor which rotates circularly is driven by a dc motor. It is graphically controlled by LabVIEW, which interfaces with a microcontroller board and dc motor. A robot arm operates as a rejecting arm, pushing an unwanted object away from the conveyor. The inspection process employs a real-time USB camera and infrared light sensors incorporating a digital image processing algorithm. Additionally, the training book comprises of 12 chapters which match with 12 VDO clips combined as a learning set. A batch of VDO clips is published online through the YouTube channel. Content examples are color detection, object shape classification, motor control, reject arm control, and water level inspection. Details of each chapter are apparatus preparation, the graphically programming process, and GUI design. The 12 VDO clips are also added to the training package for self-study. A compact size and easiness to replicate and carry of conveyor set are the advantages of the training set. The training package was evaluated by 6 expert lecturers from the department of Teacher Training in Electrical Engineering, KMUTNB, with an average value of 4.30 from 5. The training set also is assessed by 26 students from the senior class. Finally, the evaluated results show that the training set can improve student's enthusiasm, and easy understanding and serve as encouragement.
本研究针对目标检测课题,提出了一种基于LabVIEW的数字图像处理训练集。该系列包括一套传送带、数码相机、机械臂、一本训练书和12个VDO剪辑。输送机的底座和框架是由PLA塑料的3D打印机精心制作的。循环旋转的输送机由直流电机驱动。该系统采用LabVIEW图形化控制,并与单片机板和直流电机相连接。机械臂的作用是将不需要的物体从传送带上推开。检测过程采用实时USB摄像头和红外线传感器,并结合数字图像处理算法。此外,培训书包括12章,与12个VDO剪辑相匹配,作为一个学习集。一批VDO剪辑通过YouTube频道在线发布。内容示例是颜色检测,物体形状分类,电机控制,拒绝臂控制和水位检查。每章的详细内容包括设备准备、图形化编程过程和GUI设计。12个VDO片段也被添加到自学培训包中。该训练集具有体积小、易于复制和携带等优点。该培训包由我校电气工程师资培训系的6位专家讲师进行评价,平均分为4.30分,满分为5分。训练集也由来自高年级的26名学生进行评估。最后,评价结果表明,该训练集能够提高学生的学习积极性,易于理解,具有一定的激励作用。
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引用次数: 0
Keynote Speakers [4 abstracts] 主讲人[4个摘要]
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引用次数: 0
A Low-Cost Partially Reflective Surface for Gain Enhancement of Dual Polarized Microstrip Patch Antenna 一种用于双极化微带贴片天线增益增强的低成本部分反射表面
Sukanya Chudpooti, Patchadaporn Sangpet, S. Chalermwisutkul, D. Torrungrueng, P. Akkaraekthalin
This paper presents a designed partially reflective surface (PRS) with a low-cost substrate for gain enhancement in the dual-polarized antenna. The conventional microstrip patch antenna, with the operating frequency at 3.5 GHz, is selected to use for a source. Two SMA ports with a 90-degree difference phase are fed into the patch antenna to create a dual-polarization. The PRS is designed based on the unit cell of a square metallic patch. The dimension of the unit cell is 5 mm × 5 mm. To investigate the performance of the PRS design, the fully 3D-simulation software, CST-Studio, is used to monitor all parameters, e.g., reflection magnitude, reflection phase, and realized gain. Four conditions on the square patch are carefully chosen by varying the dimension of the square patch from 3 mm to 4.5 mm with a step of 0.5 mm. Based on simulated results, the maximum gain at the zero degrees is increased from 1.68 dBi to 5.82 dBi, when compared with and without an integrated partially reflective surface.
本文设计了一种低成本的部分反射表面(PRS),用于双极化天线的增益增强。选择工作频率为3.5 GHz的传统微带贴片天线作为源。两个具有90度相位差的SMA端口被馈送到贴片天线中,以产生双极化。PRS是基于方形金属贴片的单元格设计的。单晶胞尺寸为5mm × 5mm。为了研究PRS设计的性能,使用了全3d仿真软件CST-Studio来监测所有参数,例如反射幅度、反射相位和实现增益。通过将方形贴片的尺寸从3mm调整到4.5 mm,步进0.5 mm,仔细选择方形贴片的四个条件。仿真结果表明,在无集成部分反射表面和无集成部分反射表面的情况下,零度处的最大增益从1.68 dBi增加到5.82 dBi。
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引用次数: 0
Design and Experiment of a Wideband Circularly Polarized Stacked Patch Antenna for Universal UHF RFID Readers 通用UHF RFID阅读器宽带圆极化堆叠贴片天线的设计与实验
Sathaporn Konjunthes, S. Chalermwisutkul, P. Akkaraekthalin, W. Thaiwirot
This paper presents a wideband circularly polarized stacked patch antenna for universal UHF RFID readers. The proposed antenna consists of a slanted elliptical microstrip patch layer, corner truncated patch layer, a horizontally meandered strip (HMS) layer, and a corner truncated ground plane. A slated elliptical patch, which is the main radiating patch, is etched on one side of a FR4 substrate in order to achieve circular polarization. The slated elliptical patch is fed through the HMS. This HMS is placed below the slanted elliptical patch to improve the impedance bandwidth. One end of the HMS is connected to the ground plane via SMA connector, while the other end is connected to the main radiating patch by the probe. In order to further enhance the bandwidth, the parasitic truncated patch is placed above the main radiating patch. In addition, the truncation of the ground plane is used to control the AR bandwidth. The proposed antenna has an overall size of 250 x 250 x 54 mm3. The measured results show that the proposed antenna can provide the impedance bandwidth of about 149 MHz (817 – 966 MHz) or 16.7%, a 3-dB axial ratio (AR) bandwidth of about 170 MHz (830 – 1000 MHz) or 18.5%, and maximum gain of about 8.4 dBi. The proposed antenna can operate at the UHF band of 840 – 960 MHz, which covers the bandwidth of universal UHF RFID readers.
提出了一种适用于UHF RFID读写器的宽带圆极化堆叠贴片天线。该天线由倾斜椭圆微带贴片层、角截断贴片层、水平弯曲带(HMS)层和角截断接平面组成。为了实现圆偏振,在FR4衬底的一侧蚀刻了一个预定的椭圆贴片,这是主要的辐射贴片。预定的椭圆贴片通过HMS馈送。该HMS放置在倾斜椭圆贴片下方,以提高阻抗带宽。HMS的一端通过SMA连接器连接到接地平面,另一端通过探头连接到主辐射贴片。为了进一步提高带宽,将截断的寄生贴片置于主辐射贴片之上。此外,还采用截短地平面的方法来控制AR带宽。拟议天线的总体尺寸为250 x 250 x 54 mm3。测量结果表明,该天线的阻抗带宽约为149 MHz (817 ~ 966 MHz)或16.7%,3-dB轴向比(AR)带宽约为170 MHz (830 ~ 1000 MHz)或18.5%,最大增益约为8.4 dBi。该天线可以工作在840 - 960 MHz的超高频频段,覆盖了通用超高频RFID阅读器的带宽。
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引用次数: 2
期刊
2021 Research, Invention, and Innovation Congress: Innovation Electricals and Electronics (RI2C)
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