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Power Quality Analysis of a Hybrid Microgrid based on Renewable Energy Sources 基于可再生能源的混合微电网的电能质量分析
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562258
Christian René Jiménez Román;Emmanuel Hernández-Mayoral
Today, and mainly in the academic environment, one of the fields of study that is receiving the most attention, in reference to electrical microgrids (MGs), is precisely how to integrate all the elements of the MGs to maintain a stable operation, resilient, reliable and quality. This can be achieved through power converters, which allow for the decentralization of electricity generation, but on the other hand, create the challenge of power quality. In this paper, a model of an MG based on the IEEE 14Bus distribution network is proposed for power quality studies when the MG operates in grid-connected mode. MG model is developed in the software MATLAB-Simulink and the results obtained are compared with the compatibility levels of the IEEE519 standard.
如今,主要是在学术环境中,关于微电网(MGs),最受关注的研究领域之一正是如何整合微电网的所有元素,以保持稳定运行、弹性、可靠和高质量。这可以通过电力转换器来实现,电力转换器可以实现发电的分散化,但另一方面也带来了电能质量的挑战。本文提出了一个基于 IEEE 14Bus 配电网络的 MG 模型,用于 MG 以并网模式运行时的电能质量研究。MG 模型是在 MATLAB-Simulink 软件中开发的,所获得的结果与 IEEE519 标准的兼容性水平进行了比较。
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引用次数: 0
Simplified SEP Approximations of Coherent Digital Modulation Schemes over alpha-kappa-mu Fading Channel α-kappa-mu衰减信道上相干数字调制方案的简化 SEP 近似值
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562262
Shreya Tated;Garv Anand;Dharmendra Sadhwani
In this paper, we propose novel, simplified yet tight approximations of the error probability expressions of numerous digital modulation schemes over a popular alpha-kappa-mu fading channel. With the help of a suitable approximation of the Gaussian Q-function and utilization of Taylor's series expansion, we facilitate the cumbersome integrals which play a key role in simplification of the performance evaluation metrics like symbol error probability (SEP) of various digital modulation schemes. This facilitates cost effective receiver's design making the overall system economically viable. We further illustrate the accuracy of the proposed SEP expressions with the help of the relative error. An insight on the truncation error (and its upper bound) is also highlighted in this paper. We also compute the relative error in the upper bound of the truncation error to further justify the accuracy of the proposed integrals. Moreover, the asymptotic expressions for the integrals are also provided which gives an idea regarding diversity order of the wireless communication systems for large signal to noise ratios.
在本文中,我们提出了在流行的阿尔法-卡帕-穆衰减信道上众多数字调制方案的误差概率表达式的新颖、简化但严密的近似值。借助高斯 Q 函数的适当近似和泰勒级数展开,我们简化了繁琐的积分,这对简化各种数字调制方案的符号误差概率 (SEP) 等性能评估指标起到了关键作用。这有助于设计具有成本效益的接收器,使整个系统具有经济可行性。我们借助相对误差进一步说明了所提出的 SEP 表达式的准确性。本文还重点介绍了截断误差(及其上限)。我们还计算了截断误差上限的相对误差,以进一步证明所提积分的准确性。此外,本文还提供了积分的渐近表达式,为大信噪比无线通信系统的分集阶提供了思路。
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引用次数: 0
Dual-View Fusion of Heterogeneous Information Network Embedding for Recommendation 为推荐而嵌入异构信息网络的双视图融合
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562237
Jinlong Ma;Runfeng Wang
Heterogeneous Information Networks (HINs) contain rich semantic information due to their involvement of multiple types of nodes and edges. Heterogeneous network embedding is used to analyze HINs by embedding network information in low-dimensional node representations. However, existing heterogeneous embedding methods either ignore the implicit topological relationships between distant nodes or neglect nodes features and meta-paths information disparities, which reflects that extracting HIN embeddings from a single view may lead to incomplete information extraction. In order to make the information extraction more complete, we propose a dual-view fusion heterogeneous information network embedding method (DFHE) for recommendation tasks. Specifically, it extracts effective features from HINs from both the remote topology view and the semantic aggregation view: the remote topology view uses a meta-graph-guided random walk to capture the topological relationships between remote nodes and learns embeddings through a graph convolutional network (GCN) encoder, while the semantic aggregation view uses an attention mechanism to learn the importance of different meta-paths, node relationships, and aggregates the semantic information of each meta-path. Experimental results on two real-world network datasets demonstrate an enhancement in recommendation task performance under the application of DFHE, compared to the baseline. This improvement persists even when some meta-paths are deleted, thereby verifying the methods effectiveness.
异构信息网络(HIN)包含丰富的语义信息,因为它们涉及多种类型的节点和边。异构网络嵌入通过将网络信息嵌入到低维节点表示中来分析 HIN。然而,现有的异构嵌入方法要么忽略了远节点之间隐含的拓扑关系,要么忽略了节点特征和元路径信息的差异性,这反映出从单一视图提取 HIN 嵌入可能会导致信息提取不完整。为了使信息提取更加完整,我们提出了一种针对推荐任务的双视图融合异构信息网络嵌入方法(DFHE)。具体来说,它从远程拓扑视图和语义聚合视图中提取异构信息网络的有效特征:远程拓扑视图使用元图引导的随机漫步来捕捉远程节点之间的拓扑关系,并通过图卷积网络(GCN)编码器学习嵌入;而语义聚合视图则使用注意力机制来学习不同元路径、节点关系的重要性,并聚合每个元路径的语义信息。在两个真实世界网络数据集上的实验结果表明,与基线相比,应用 DFHE 后的推荐任务性能有所提高。即使删除了一些元路径,这种改进依然存在,从而验证了该方法的有效性。
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引用次数: 0
Table of Contents July 2024 目录 2024 年 7 月
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562244
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引用次数: 0
A Connectivity Strategy for the Evaluation of Smart Grid Models Based on the Ethernet Technology 基于以太网技术的智能电网模型评估连接策略
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562238
ANA ISABEL NARVAEZ VILLOTA;ARMANDO JAIME USTARIZ FARFAN;LUIS FERNANDO DIAZ CADAVID
A simulation strategy that enables data transmission between the modeled components of a Smart Grid is proposed in this paper. The proposed simulation strategy, referred to as the connectivity strategy, enables the integration of a physical communication network into Smart Grids simulations. The connectivity strategy comprises three steps: selection of Smart Grids functionality, data transmission over a TCP/IP network, and connectivity strategy evaluation. Each step is described to ensure transparency and reproducibility in Smart Grid simulations, addressing the limitations associated with the lack of specifications when a communication network is implemented into power systems simulations. Furthermore, a Hardware-in-the-loop (HIL) approach is presented for developing and evaluating the proposed connectivity strategy using the HIL technique. Through this approach, the strategy is validated by establishing the communication between simulation and embedded systems via a physical Ethernet network. In a case study, the use of the connectivity strategy to simulate a distribution system automation (DA) functionality is demonstrated. This simulation allows the evaluation of protection schemes in a Smart Grid using MATLAB/Simulink and a Texas Instruments development kit. Results show that the proposed connectivity strategy could estimate the communication delays for different simulation scenarios.
本文提出了一种可在智能电网的模型组件之间进行数据传输的仿真策略。所提出的仿真策略被称为 "连接策略",可将物理通信网络集成到智能电网仿真中。连接策略包括三个步骤:选择智能电网功能、通过 TCP/IP 网络传输数据和评估连接策略。每个步骤都有说明,以确保智能电网仿真的透明度和可重复性,解决在电力系统仿真中实施通信网络时缺乏规范所带来的限制。此外,还介绍了一种硬件在环 (HIL) 方法,用于利用 HIL 技术开发和评估所提出的连接策略。通过这种方法,仿真和嵌入式系统通过物理以太网网络建立通信,从而验证了该策略。在案例研究中,演示了如何使用连接策略模拟配电系统自动化 (DA) 功能。通过该仿真,可以使用 MATLAB/Simulink 和德州仪器开发套件对智能电网中的保护方案进行评估。结果表明,建议的连接策略可以估算出不同模拟场景下的通信延迟。
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引用次数: 0
Trajectory control based on On/Off, Fuzzy Logic and Convolutional Neural Networks for an Industrial Robot Arm: an experimental comparison 基于开/关、模糊逻辑和卷积神经网络的工业机械臂轨迹控制:实验比较
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562261
José Raúl Castro;David Rosales;Carlos Calderon-Cordova
The objective of the present study is to compare three control approaches: ON/OFF control, fuzzy logic, and convolutional neural networks (CNN) implemented in Python for controlling the real-time trajectory tracking of a six-axis industrial robotic arm. This analysis has significant applications in fields that require a high level of precision, such as automated welding and surgical interventions in the medical domain. To evaluate the performance and adaptability of the control models, we will analyze the results using metrics such as Mean Squared Error (MSE), Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), as well as metrics including Peak Signal-to-Noise Ratio (PSNR), Structural Similarity Index (SSIM), Jaccard Index, and Pearson's correlation coefficient. The results obtained reveal valuable information about the advantages and limitations of each control approach, highlighting the effectiveness of CNNs in visual perception and trajectory tracking. The ability of CNNs to interpret visual complexities is presented as a key factor for their success in industrial robotics and automation applications, suggesting a promising future for these technologies in dynamic environments.
本研究旨在比较三种控制方法:开/关控制、模糊逻辑和用 Python 实现的卷积神经网络 (CNN),以控制六轴工业机械臂的实时轨迹跟踪。这项分析在要求高精度的领域有着重要的应用,如医疗领域的自动焊接和外科干预。为了评估控制模型的性能和适应性,我们将使用平均平方误差 (MSE)、平均绝对误差 (MAE)、均方根误差 (RMSE) 等指标,以及峰值信噪比 (PSNR)、结构相似性指数 (SSIM)、Jaccard 指数和皮尔逊相关系数等指标来分析结果。所获得的结果揭示了每种控制方法的优势和局限性,凸显了 CNN 在视觉感知和轨迹跟踪方面的有效性。CNN 解释视觉复杂性的能力是其在工业机器人和自动化应用中取得成功的关键因素,这表明这些技术在动态环境中大有可为。
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引用次数: 0
Efficient and Fast Wind Turbine MPPT Algorithm Using TS Fuzzy Logic and Optimal Relation Methods 使用 TS 模糊逻辑和最优关系法的高效快速风力涡轮机 MPPT 算法
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-06-18 DOI: 10.1109/TLA.2024.10562259
David R. López-Flores;Pedro R. Acosta-Cano-de-los-Rios;Pedro R. Márquez-Gutierrez;José E. Acosta-Cano-de-los-Rios;Rogelio E. Baray-Arana;Graciela Ramirez-Alonso
This paper proposes an efficient and fast maximum power point tracking (MPPT) algorithm for a wind turbine (WT) connected to a battery bank via a permanent magnet synchronous generator, a three-phase diode rectifier, and a dc-dc boost converter. The algorithm is based on the Takagi-Sugeno (TS) fuzzy system and optimal relation methods and is called TS-MPPT. The fuzzy system computes the converter duty cycle using an input that combines the error and its rate of change. The error is the difference between the reference current computed from the optimal relation and the rectifier current. The methods used in the algorithm resulted in a five-rule TS fuzzy system, which contributed to a fast algorithm in terms of its total execution time (TET): 89.12 s on the F28069M board. The TET attained enabled a synchronized operation of the algorithm with the converter switching frequency. Additionally, the results based on the processor-in-the-loop simulation approach show that the TS-MPPT algorithm achieves an effective MPP tracking process with an energy conversion efficiency of 99.43% and behaves properly when evaluated over the typical WT power curve. Furthermore, the effectiveness and performance of the proposed algorithm are demonstrated against others using the proportional-integral controller, the Mamdani fuzzy method, and a TS fuzzy model from the literature.
本文针对通过永磁同步发电机、三相二极管整流器和直流-直流升压转换器与电池组相连的风力涡轮机(WT),提出了一种高效、快速的最大功率点跟踪(MPPT)算法。该算法基于高木-菅野(TS)模糊系统和最优关系法,被称为 TS-MPPT。模糊系统利用误差及其变化率的输入计算转换器占空比。误差是根据最优关系计算出的参考电流与整流器电流之间的差值。算法中使用的方法产生了一个五规则 TS 模糊系统,从总执行时间(TET)来看,这有助于实现快速算法:89.12 秒。所达到的 TET 使算法能够与转换器的开关频率同步运行。此外,基于处理器在环仿真方法的结果表明,TS-MPPT 算法实现了有效的 MPP 跟踪过程,能量转换效率高达 99.43%,在评估典型 WT 功率曲线时表现正常。此外,还利用比例积分控制器、Mamdani 模糊方法和文献中的 TS 模糊模型,与其他算法进行了对比,证明了所提算法的有效性和性能。
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引用次数: 0
Mangrove semantic segmentation on aerial images 航拍图像上的红树林语义分割
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-04-15 DOI: 10.1109/TLA.2024.10500718
Jose Anibal Arias-Aguilar;Efrén López-Jimenez;Oscar D. Ramírez-Cárdenas;J. Carlos Herrera-Lozada;Nidiyare Hevia-Montiel
In the Yucatan Peninsula, there is a rich diversity of mangroves, notably including Rhizophora mangle, Avicennia germinans, and Laguncularia racemosa. These mangroves contribute to the recovery of degraded natural areas caused by human activities. Additionally, they serve as natural habitats for various animal and plant species. Studies have highlighted the significance of preserving and restoring these species through traditional methods. More recently, the integration of remote sensing and deep learning techniques has allowed for the automated detection and quantification of mangroves. In this study, we explore the application of deep neural network techniques to address computer vision challenges in the field of remote sensing. Specifically, we focus on the detection and quantification of mangroves in remote image sensing, employing transfer learning and fine-tuning with three distinct deep neural network architectures: SegNet-VGG16, U-Net, and Fully Convolutional Network (R-FCN), with the latter two based on the ResNet network. To evaluate the performance of each architecture, we applied key evaluation metrics, including Intersection over Union (IoU), Dice Coefficient, Precision, Sensitivity, and Accuracy. Our results indicate that SegNet-VGG16 exhibited the highest levels of Precision (98.03%) and Accuracy (97.03%), while U-Net outperformed in terms of IoU(96.97%), Dice Coefficient (92.20%), and Sensitivity (96.81%).
尤卡坦半岛的红树林种类丰富,主要包括 Rhizophora mangle、Avicennia germinans 和 Laguncularia racemosa。这些红树林有助于恢复因人类活动而退化的自然区域。此外,它们还是各种动植物物种的自然栖息地。研究强调了通过传统方法保护和恢复这些物种的重要性。最近,遥感和深度学习技术的结合使得红树林的自动检测和量化成为可能。在本研究中,我们探讨了如何应用深度神经网络技术来应对遥感领域的计算机视觉挑战。具体来说,我们将重点放在遥感图像中红树林的检测和量化上,利用三种不同的深度神经网络架构进行迁移学习和微调:SegNet-VGG16、U-Net 和全卷积网络 (R-FCN),后两者基于 ResNet 网络。为了评估每种架构的性能,我们采用了关键的评估指标,包括交集大于联合(Intersection over Union,IoU)、骰子系数(Dice Coefficient)、精确度(Precision)、灵敏度(Sensitivity)和准确度(Accuracy)。结果表明,SegNet-VGG16 的精确度(98.03%)和准确度(97.03%)都达到了最高水平,而 U-Net 的 IoU(96.97%)、Dice Coefficient(92.20%)和灵敏度(96.81%)都优于 SegNet-VGG16。
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引用次数: 0
Evaluation of an AGC for a Solar Panel as a Receiver in a VLC System Applied to Access Control 评估应用于门禁控制的 VLC 系统中作为接收器的太阳能电池板 AGC
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-04-15 DOI: 10.1109/TLA.2024.10500761
Simon Valencia Lozano;Roger Alexander Martínez Ciro;Francisco Eugenio López Giraldo
Visible light communication (VLC) technology allows data to be transmitted using the optical power emitted by light-emitting diodes (LEDs). The optical receiver usually employs light sensors such as photodiodes, image sensors, photoresistors or solar panel. In the last decades, VLC technology has explored the use of solar panels as data receivers, since they offer the service of power generation, in addition to, a larger surface area to capture the light beam. In this paper, we present the performance evaluation of a VLC system based on solar panel and automatic gain control (AGC) with application in access control systems. Three experiments are proposed to evaluate the uses of the solar panel as information receiver in VLC systems: bandwidth (BW) estimation, VLC system performance and panel viewing angle variation. As a result, we were able to determine a BW of 10 kHz and 190 kHz considering the panel without AGC and with AGC. In the context of digital modulation, a RS-232 module of an Arduino UNO development system was used in order to execute the technique of intensity modulation and direct detection IM/DD. The NRZ line code of the serial interface was used to modulate the electric current of the LED with a maximum symbol rate of 38400 baud with a data effectiveness of 91%. Furthermore, we found that AGC improves the dynamic range of the solar panel's viewing angle and the performance of the VLC system.
可见光通信(VLC)技术可利用发光二极管(LED)发出的光功率传输数据。光接收器通常采用光传感器,如光电二极管、图像传感器、光敏电阻或太阳能电池板。在过去的几十年里,VLC 技术一直在探索使用太阳能电池板作为数据接收器,因为太阳能电池板除了提供发电服务外,还能提供更大的表面积来捕捉光束。本文介绍了基于太阳能电池板和自动增益控制(AGC)的 VLC 系统的性能评估,该系统可应用于门禁系统。本文提出了三个实验来评估太阳能电池板在 VLC 系统中作为信息接收器的用途:带宽(BW)估算、VLC 系统性能和电池板视角变化。结果,考虑到面板不带 AGC 和带 AGC,我们能够确定 10 kHz 和 190 kHz 的带宽。在数字调制方面,我们使用了 Arduino UNO 开发系统的 RS-232 模块来执行强度调制和直接检测 IM/DD 技术。串行接口的 NRZ 行码用于调制 LED 的电流,最大符号率为 38400 波特,数据有效率为 91%。此外,我们还发现 AGC 可改善太阳能电池板视角的动态范围和 VLC 系统的性能。
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引用次数: 0
Event-triggered Controlled Charger for Lithium Battery Packs 用于锂电池组的事件触发式受控充电器
IF 1.3 4区 工程技术 Q3 Computer Science Pub Date : 2024-04-15 DOI: 10.1109/TLA.2024.10500713
Javier Blanco Rico;Basil Mohammed Al-Hadithi
Event-triggered Control is a modification for digital based control systems that has gain popularity in recent years. This alteration in control algorithms offers advantages like reductions in computation times or even in the requirements of system's hardware bay reducing its processing and communications to the minimum required; allowing for less computation and communication time needed to perform control actions and making them relevant for environments with shared communication mediums or hardware handling multiple processes simultaneously. In this work, a comparison is presented between a classic control scheme and its event triggered counterpart when controlling a Power Source for a simple Lithium Battery Charger. The event triggered versions of the current programmed control and the voltage Proportional-Integral-Derivative controllers are designed to adhere to the maximum admissible errors of the system (voltage and current output ripple) and results are presented to show how the modifications manage to obtain equivalent results to thous of their classic continuous counterparts while minimizing control loop actuation and therefore improve computation and communications performance without hindering system efficiency. This results are specially relevant for such ubiquitous devices in complex systems like electric vehicles or portable consumer electronics, allowing for computation time to be dedicated to other tasks and freeing communication channels for other devices.
事件触发控制(Event-triggered Control)是近年来流行起来的一种基于数字控制系统的修改。这种控制算法的改变具有以下优势:减少计算时间,甚至降低对系统硬件的要求,将其处理和通信减少到最低要求;减少执行控制操作所需的计算和通信时间,使其适用于共享通信介质或同时处理多个进程的硬件环境。在这项工作中,我们比较了传统控制方案和事件触发方案在控制简单锂电池充电器电源时的不同之处。事件触发版本的电流编程控制和电压比例-积分-派生控制器的设计遵循了系统的最大允许误差(电压和电流输出纹波),结果表明这些修改是如何在最大限度减少控制环路执行的同时,获得与经典连续控制方案相当的结果,从而在不影响系统效率的情况下提高计算和通信性能。这一结果特别适用于电动汽车或便携式消费电子产品等复杂系统中无处不在的设备,可将计算时间用于其他任务,并为其他设备腾出通信通道。
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引用次数: 0
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IEEE Latin America Transactions
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