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IEEE Canadian Journal of Electrical and Computer Engineering IEEE加拿大电子与计算机工程杂志
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-03-18 DOI: 10.1109/ICJECE.2025.3539555
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引用次数: 0
Rainfall Classification Using Machine Learning Algorithms on Data Mining Platforms 在数据挖掘平台上使用机器学习算法进行降雨分类
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-03-06 DOI: 10.1109/ICJECE.2025.3558882
Sevtap Turk
Weather conditions directly affect sectors such as agriculture and transport. With climate change, unpredictability is increasing and traditional calculation methods may not be sufficient. In addition to some statistical methods, machine learning algorithms are also used for weather forecasting. This study attempts to classify precipitation using machine learning algorithms on selected meteorological data. The models used are K-nearest neighbors (KNNs), support vector machine (SVM), and multilayer perceptron (MLP). These models were implemented on four different open-source and free data mining platforms. These platforms are Altair AI Studio (formerly Rapidminer), Knime, Orange, and Weka. The dataset includes parameters such as pressure, temperature, humidity, number of rainy days, cloudiness rate, and year and month information. According to the values of these parameters, the data were classified as less rainy, rainy, and very rainy.
天气状况直接影响农业和运输等部门。随着气候变化,不可预测性正在增加,传统的计算方法可能不够。除了一些统计方法,机器学习算法也被用于天气预报。本研究试图在选定的气象数据上使用机器学习算法对降水进行分类。使用的模型是k近邻(KNNs)、支持向量机(SVM)和多层感知机(MLP)。这些模型在四个不同的开源和免费数据挖掘平台上实现。这些平台包括Altair AI Studio(以前的Rapidminer)、Knime、Orange和Weka。数据集包括压力、温度、湿度、阴雨天数、多云率以及年份和月份信息等参数。根据这些参数的值,将数据分为少雨、多雨和多雨。
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引用次数: 0
A Quadrilateral Self-Isolated Wideband MIMO SIW Fractal Koch Snowflake Slot Antenna Array for Ka-Band Communications 一种用于ka波段通信的四边形自隔离宽带MIMO SIW分形Koch雪花槽天线阵列
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-03-05 DOI: 10.1109/ICJECE.2024.3523098
Elagandula Aparna;Gopi Ram;G. Arun Kumar
This work proposes a new approach to design a quadrilateral self-isolated multiple-input–multiple-output (MIMO) antenna configuration operating for reliable $Ka$ -band communications. The proposed design utilizes a single-layer substrate integrated waveguide (SIW) fractal Koch snowflake (FKS) slot antenna array. The main focus is on achieving wideband characteristics and self-isolation among antennas without using any additional isolation circuits. The method is described to obtain the wideband performance of the SIW FKS slot antenna array fed with a grounded coplanar waveguide (GCPW). The radiation performance of single-element and quadrilateral elements is analyzed. The simulation and measurement results demonstrate that the MIMO antenna elements exhibit a bandwidth of 27.1–32.4 GHz (17.8%) and peak gain of 8.3 dBi at 28 GHz. The achieved isolation levels are greater than 23 dB (simulated) and 20 dB (measured), with a self-isolation structure. Furthermore, this work extended to calculate diversity characteristics of proposed MIMO, such as the envelope correlation coefficient ( $text {ECC} lt 0.005$ ), mean effective gain ratio ( $text {MEG} lt 1.1$ ), diversity gain ( $text {DG}lt 9.9$ dB), and channel capacity loss ( $text {CCL}lt 0.3$ bits/s/Hz). These results validate that the proposed MIMO antenna design is performing satisfactorily. The fabricated prototype measurement results are validated with simulation results.
这项工作提出了一种设计四边形自隔离多输入多输出(MIMO)天线配置的新方法,该天线配置可用于可靠的Ka波段通信。本设计采用单层基板集成波导(SIW)分形科赫雪花(FKS)缝隙天线阵列。主要重点是在不使用任何额外隔离电路的情况下实现宽带特性和天线之间的自隔离。本文描述了一种获得共面波导馈电SIW FKS缝隙天线阵列宽带性能的方法。分析了单单元和四边形单元的辐射性能。仿真和测量结果表明,MIMO天线单元在28ghz时的带宽为27.1 ~ 32.4 GHz(17.8%),峰值增益为8.3 dBi。具有自隔离结构,实现的隔离等级分别大于23 dB(模拟)和20 dB(实测)。此外,本工作扩展到计算所提出的MIMO的分集特性,如包络相关系数($text {ECC} lt 0.005$)、平均有效增益比($text {MEG} lt 1.1$)、分集增益($text {DG}lt 9.9$ dB)和信道容量损失($text {CCL}lt 0.3$ bits/s/Hz)。这些结果验证了所提出的MIMO天线设计是令人满意的。制作的样机测量结果与仿真结果进行了验证。
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引用次数: 0
The Gray Wolf Optimization-Based Transmission Expansion Planning in Renewable-Rich Power Systems 基于灰狼优化的富可再生电力系统输电扩展规划
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-03-04 DOI: 10.1109/ICJECE.2024.3454290
Mansour Moradi;Hamdi Abdi;Maryam Shahbazitabar;Xiaodong Liang
With increasing penetration of renewable energy sources and electric vehicles (EVs) in power grids, developing appropriate models for power system planning is of great importance. This article proposes a novel gray wolf optimization (GWO) algorithm-based transmission expansion planning (TEP) method considering renewable energy sources and EVs and evaluates the performance of alternating current power flow (ACPF) and direct current power flow (DCPF) models in the TEP problem in terms of accuracy, run-time, and objective functions. The uncertainty associated with renewable energy sources, EVs, and loads are explicitly modeled in this study using probability density functions (pdfs) and the Copula approach. The proposed GWO-based TEP method is validated by case studies using the IEEE 24-bus reliability test system (RTS) and IEEE 118-bus test system. The ACPF model leads to fewer transmission lines and lower costs than the DCPF model in most scenarios.
随着可再生能源和电动汽车在电网中的普及,开发合适的电力系统规划模型具有重要意义。本文提出了一种考虑可再生能源和电动汽车的基于灰狼优化(GWO)算法的输电扩展规划(TEP)方法,并从精度、运行时间和目标函数三个方面评价了交流潮流(ACPF)和直流潮流(DCPF)模型在TEP问题中的性能。与可再生能源、电动汽车和负荷相关的不确定性在本研究中使用概率密度函数(pdf)和Copula方法明确建模。采用IEEE 24总线可靠性测试系统(RTS)和IEEE 118总线可靠性测试系统对基于gwp的TEP方法进行了验证。在大多数情况下,ACPF模型比DCPF模型的传输线更少,成本更低。
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引用次数: 0
A Novel Dual-Channel Isolated Current Source Gate Driver for High-Frequency MOSFET Operation: With Hardware-in-the-Loop Verification 一种用于高频MOSFET工作的新型双通道隔离电流源栅极驱动器:硬件在环验证
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2025-01-22 DOI: 10.1109/ICJECE.2024.3517416
Asjad Elahi;Mohamed Z. Youssef
A new dual-channel isolated current source gate driver (ICSGD) and its real-time hardware-in-the-loop (HIL) implementation is presented in this article. The proposed technique is well suited for higher power applications that require two galvanically isolated and synchronous gate drive signals. The proposed gate driver can achieve very fast turn-on and turn-off transitions, due to its current mode nature. In addition, this technique can achieve partial gate energy recovery by recovering a part of the rms ( $CV^2$ ) energy, which is typically dissipated over the gate drive resistors in voltage source gate driver (VSGD) techniques. The proposed ICSGD provides better control over the gate charging and discharging process as it allows the engineers to carefully time the turn-on/turn-off transitions. It provides superior performance over its VSGD counterparts, especially in high-frequency (HF) operations. The digital implementation of the proposed circuit using Typhoon’s HIL platform proves highly effective for evaluating design reliability and testing design parameters in realtime, enabling comprehensive validation prior to physical implementation. The HIL system is implemented on Typhoon’s HIL402 module. The control algorithm is implemented on a Texas Instruments F28335 digital signal processor (DSP), which is then integrated with the HIL402 module using a Typhoon HIL DSP interface. The model is verified with a match of results from PSIM and Typhoon. The PSIM & HIL results show that the ICSGD achieves a minimum of 20% efficiency improvement.
本文介绍了一种新型的双通道隔离型电流源栅极驱动器(ICSGD)及其在环硬件(HIL)实时实现。所提出的技术非常适合于需要两个电隔离和同步栅极驱动信号的高功率应用。由于其电流模式特性,所提出的栅极驱动器可以实现非常快速的通断转换。此外,该技术可以通过恢复部分rms ($CV^2$)能量来实现部分栅极能量恢复,这些能量通常在电压源栅极驱动器(VSGD)技术中耗散在栅极驱动电阻上。拟议的ICSGD提供了更好的控制栅极充电和放电过程,因为它允许工程师仔细地计时开/关转换。它提供了优于VSGD同类产品的性能,特别是在高频(HF)操作中。利用Typhoon公司的HIL平台,所提出的电路的数字化实现被证明在评估设计可靠性和实时测试设计参数方面非常有效,能够在物理实现之前进行全面验证。HIL系统在台风的HIL402模块上实现。控制算法在德州仪器F28335数字信号处理器(DSP)上实现,然后使用台风HIL DSP接口与HIL402模块集成。将PSIM和Typhoon的结果进行匹配,验证了模型的正确性。PSIM和HIL结果表明,ICSGD的效率至少提高了20%。
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引用次数: 0
Ship Wake Detection Based on Polarimetric Enhancement and Deep Learning via a Simulated Full-Polarized Dataset 基于极化增强和深度学习的模拟全极化数据集舰船尾流检测
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-30 DOI: 10.1109/ICJECE.2024.3506115
Yanni Jiang;Ke Li;Ziyuan Yang;Tao Liu
Ship wake detection provides a supplementary way for ship target detection; however, the detection performances of small and slow targets under high sea state are always unsatisfying. Also, the potential of polarimetric enhancement and deep learning (DL) techniques in ship wake detection still remains to be further discovered. In this article, first, the polarimetric enhancement methods based on the polarimetric whitening filter (PWF) and polarimetric detection optimization filter (PDOF) have been researched. Since the measured full-polarized synthetic aperture radar (SAR) images of ship wake are rather limited and inadequate for DL techniques, a full-polarized wake detection dataset (FPWDD) has been established for the first time. It was constructed based on 6000 simulated polarimetric SAR (PolSAR) images of a typical small surface vehicle, including four kinds of target numbers, five kinds of wind speeds, five kinds of wind directions, five kinds of ship velocities, and 36 kinds of ship heading angles. It is composed of two kinds of images: the full covariance matrixes stored in the TIF format and the images after the Pauli decomposition stored in the RGB format. Furthermore, the ship wake detection has been performed based on the FPWDD and three widely applied target detection DL networks for the HH, HV, VV, PWF, and PDOF channels. Finally, an analysis of the wake detection performances of the five channels has been carried out, which has proved that the polarimetric enhancement methods can obviously enhance the wake detection performance of small surface vehicles, with most evaluation metrics about 10% higher than that of HH, VV, and HV.
舰船尾流检测为舰船目标检测提供了补充途径;然而,在高海况条件下,对小而慢的目标的探测性能往往不能令人满意。此外,偏振增强和深度学习(DL)技术在船舶尾流检测中的潜力仍有待进一步发现。本文首先研究了基于偏振白化滤波器(PWF)和偏振检测优化滤波器(PDOF)的偏振增强方法。针对舰船尾流实测全极化合成孔径雷达(SAR)图像的局限性,首次建立了全极化尾流检测数据集(FPWDD)。该模型基于6000幅典型小型水面交通工具的极化SAR (PolSAR)模拟图像,包括4种目标数、5种风速、5种风向、5种舰船速度和36种舰船航向角。它由两种图像组成:以TIF格式存储的全协方差矩阵和以RGB格式存储的泡利分解后的图像。此外,基于FPWDD和HH、HV、VV、PWF和PDOF三种广泛应用的目标检测DL网络进行了舰船尾流检测。最后,对5个通道的尾迹检测性能进行了分析,结果表明,极化增强方法可以明显提高小型水面车辆的尾迹检测性能,大多数评价指标比HH、VV和HV提高10%左右。
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引用次数: 0
A New Interface for Power Hardware-in-the-Loop Simulation Using Nelder-Mead Algorithm Une nouvelle interface pour la simulation 基于Nelder-Mead算法的电源半实物仿真新接口
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-20 DOI: 10.1109/ICJECE.2024.3500028
Juan Constantine;Kuo Lung Lian;Zhao-Peng He;Chu Ying Xiao;You Fang Fan;Na-Te Yang
A cyber-physical system is a system that integrates computation and physical processes. Such a system has found numerous applications in power systems. One such application is power hardware-in-the-loop (PHIL) simulation. In the context of PHIL simulation, a hardware device under test (DUT) is typically linked to a digital real-time simulator (DRTS) via a PHIL interface. Over time, several PHIL interfaces have been proposed and explored. Notably, the ideal transformer model (ITM) stands out due to its popularity, primarily for its ease of implementation. Other PHIL interfaces, such as partial circuit duplication (PCD) and damping impedance, can be viewed as extensions of the ITM concept. These PHIL interfaces necessitate a strict impedance ratio between the physical (i.e., the DUT) and the cyber parts (i.e., the system modeled in DRTS) before embarking on a PHIL implementation. This prerequisite can often prove to be a demanding and complex task. This article introduces a novel PHIL interface for PHIL using Nelder–Mead (NM) algorithm, designed to eliminate such constraints. Notably, the proposed PHIL interface offers an expanded stability region when compared with ITM, thus rendering it suitable for a broader range of PHIL applications. The effectiveness of this proposed method has been confirmed by a practical PHIL setup.
一个信息物理系统是一个集成了计算和物理过程的系统。这种系统在电力系统中得到了广泛的应用。一个这样的应用是电源硬件在环(PHIL)仿真。在PHIL仿真环境中,被测硬件设备(DUT)通常通过PHIL接口连接到数字实时模拟器(DRTS)。随着时间的推移,已经提出并探索了几个PHIL接口。值得注意的是,理想变压器模型(ITM)因其受欢迎程度而脱颖而出,主要是因为易于实现。其他PHIL接口,如部分电路复制(PCD)和阻尼阻抗,可以看作是ITM概念的扩展。在进行PHIL实现之前,这些PHIL接口需要物理(即DUT)和网络部分(即在DRTS中建模的系统)之间有严格的阻抗比。这一先决条件往往被证明是一项苛刻而复杂的任务。本文介绍了一种使用Nelder-Mead (NM)算法的新颖PHIL接口,旨在消除此类约束。值得注意的是,与ITM相比,提议的PHIL接口提供了一个扩展的稳定区域,因此使其适合于更广泛的PHIL应用程序。该方法的有效性已通过实际的PHIL设置得到验证。
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引用次数: 0
IEEE Canadian Journal of Electrical and Computer Engineering IEEE加拿大电子与计算机工程杂志
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-18 DOI: 10.1109/ICJECE.2024.3498395
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引用次数: 0
Space and Position Management of Wideband Conformal Vivaldi Antenna Array With Sidelobe Reduction 带旁瓣减小的宽带共形维瓦尔第天线阵列空间和位置管理
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-12-12 DOI: 10.1109/ICJECE.2024.3472056
Anil Kumar Yerrola;Maifuz Ali;Ravi Kumar Arya;Ashwani Kumar;Lakhindar Murmu
This work systematically studies conformal Vivaldi antenna (VA) arrays in a spherical volume. A VA with gain varying from 5 to 9 dBi and $S_{11} leq -10$ dB from 4.3 to 9.8 GHz is considered. A $1 times 7$ VAs are placed on a correctional area of the cylinder to scan from $theta = 0^{circ}$ to 45° at $phi = 90^{circ}$ . The results show that the sidelobe level (SLL) has a higher amplitude, almost equivalent to the main lobe. To reduce the SLL, the phase center to phase center distance of antenna elements is reduced by bringing the radius correctional area of the cylinder leading to the development of a modified VA (MVA) without disturbing the $S_{11}$ parameters of the VA. To verify, the MVA as a radiating element a $1 times 7$ circular MVA array is developed with the same scanning capability, the results show a high reduction of SLL. Finally, a 49-element MVA array arranged in a spherical volume is developed to obtain 3-D-beam scanning. The antenna elements are designed to be conformal to the periphery of a sphere to achieve a 360° beam scanning in the azimuthal plane and ±45° in the elevation angle. The 3-D array has a realized gain of 18.57 dBi at $theta = 0^{circ}$ and an approximately 10 dB difference in the magnitude of the major lobe and side lobe levels at all the scan angles. The validation is carried out using ANSYS HFSS full wave solver and achieved a good agreement with the theoretical considerations.
本文系统地研究了球形体积内的共形维瓦尔第天线(VA)阵列。考虑增益从5到9dbi, $S_{11} leq -10$ dB从4.3到9.8 GHz的VA。一个$1 times 7$ VAs被放置在圆柱体的校正区域上,在$phi = 90^{circ}$上从$theta = 0^{circ}$到45°扫描。结果表明,副瓣电平(SLL)具有较高的幅值,几乎与主瓣相当。为了降低SLL,在不影响$S_{11}$参数的情况下,通过增加柱面半径校正面积来减小天线单元的相位中心到相位中心的距离,从而开发了一种改进的MVA (MVA)。为了验证MVA作为一种辐射单元,在具有相同扫描能力的$1 times 7$圆形MVA阵列中,结果表明SLL有很大的降低。最后,在球形体积内设计了49元MVA阵列,实现了三维波束扫描。天线单元被设计成与球体外围共形,以实现360°方位角和±45°仰角的波束扫描。三维阵列在$theta = 0^{circ}$处的实现增益为18.57 dBi,在所有扫描角度下,主瓣和副瓣电平的幅度差约为10 dB。利用ANSYS HFSS全波求解器进行验证,结果与理论计算结果吻合较好。
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引用次数: 0
Intelligent Energy Management for Multistorey Building With Photovoltaic-Based Electric Vehicle Charging Infrastructure 基于光伏电动汽车充电基础设施的多层建筑智能能源管理
IF 2.1 Q3 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Pub Date : 2024-11-27 DOI: 10.1109/ICJECE.2024.3487893
M. Jajini;N. Shanmuga Vadivoo;Sivasankar Gangatharan
The usage of electric vehicles (EVs) has increased and it leads to additional demand along with existing residential demand and managing it becomes challenging. Further EV charging systems that function during the daytime in multistorey buildings expedite the peak loading. The main objective of this work is to minimize the operating cost of the system and conversion losses. In this work, the microgrid incorporated with a bidirectional converter plays a major role in dc-ac and ac-dc conversion. The photo voltaic (PV) sources support the system with sufficient dc power generation and batteries store the dc power and supply the load in case of insufficiency. By utilizing a genetic algorithm (GA) and appropriate energy management (EM) to charge EVs according to time-of-use tariff patterns, the impact of growing demand on the grid is greatly mitigated. To ease the burden on the grid during peak hours, the interruptible loads are shifted to off-peak times. Other challenges of EV charging such as energy saving, maximum peak demand, voltage instability, and high current drawing issues are rectified and well presented with existing topology. When compared to the standard scheme, the energy savings in the proposed topology are much increased, reaching 33.04%, while the cost reduction is 57.27%.
电动汽车(ev)的使用增加了,它导致了额外的需求以及现有的住宅需求,管理它变得具有挑战性。此外,白天在多层建筑中运行的电动汽车充电系统加快了高峰负荷。这项工作的主要目标是尽量减少系统的运行成本和转换损失。在这项工作中,微电网与双向变换器结合在一起,在dc-ac和ac-dc转换中起主要作用。光伏电源为系统提供充足的直流电,蓄电池存储直流电,在直流电不足时补充负载。通过利用遗传算法(GA)和适当的能源管理(EM)根据使用时间电价模式对电动汽车充电,大大减轻了需求增长对电网的影响。为了减轻电网在高峰时段的负荷,可中断负荷被转移到非高峰时段。电动汽车充电的其他挑战,如节能、最大峰值需求、电压不稳定和大电流消耗等问题,在现有的拓扑结构中得到了很好的解决。与标准方案相比,本文提出的拓扑节能效果显著,达到33.04%,成本降低57.27%。
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引用次数: 0
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IEEE Canadian Journal of Electrical and Computer Engineering
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