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Detecting glaucoma from fundus images using ensemble learning 利用集成学习从眼底图像中检测青光眼
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0040
V. Kurilová, Szabolcs Rajcsányi, Z. Rábeková, J. Pavlovičová, M. Oravec, N. Majtánová
Abstract Glaucomatous changes of the optic nerve head could be detected from fundus images. Focusing on optic nerve head appearance, and its difference from healthy images, altogether with the availability of plenty of such images in public fundus image databases, these images are ideal sources for artificial intelligence methods applications. In this work, we used ensemble learning methods and compared them with various single CNN models (VGG-16, ResNet-50, and MobileNet). The models were trained on images from REFUGE public dataset. The average voting ensemble method outperformed all mentioned models with 0.98 accuracy. In the AUC metric, the average voting ensemble method outperformed VGG-16 and MobileNet models, which had significantly weaker performance when used alone. The best results were observed using the ResNet-50 model. These results confirmed the significant potential of ensemble learning in enhancing the overall predictive performance in glaucomatous changes detection, but the overall performance could be negatively affected when models with weaker prediction performance are included.
摘要从眼底图像可以检测到视神经头的青光眼改变。关注视神经头的外观及其与健康图像的差异,加上公共眼底图像数据库中有大量此类图像,这些图像是人工智能方法应用的理想来源。在这项工作中,我们使用了集成学习方法,并将其与各种单个CNN模型(VGG-16、ResNet-50和MobileNet)进行了比较。这些模型是在REFUGE公共数据集的图像上训练的。平均投票集合方法以0.98的准确率优于所有提到的模型。在AUC指标中,平均投票集成方法的性能优于VGG-16和MobileNet模型,后者单独使用时的性能明显较弱。使用ResNet-50模型观察到最佳结果。这些结果证实了集成学习在提高青光眼变化检测的整体预测性能方面的巨大潜力,但当包括预测性能较弱的模型时,整体性能可能会受到负面影响。
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引用次数: 0
Modified gate activation functions of Bi-LSTM-based SC-FDMA channel equalization 基于Bi-LSTM的SC-FDMA信道均衡的改进门激活函数
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0032
Mohamed Mohamed, Hassan A. Hassan, M. Essai, Hamada Esmaiel, Ahmed S. A. Mubarak, O. Omer
Abstract In recent years, artificial neural networks (ANNs) have grown a lot and helped solve numerous problems in wireless communication systems. We have evaluated the performance of the Bidirectional-Long-Short-Term-Memory (Bi-LSTM) recurrent neural networks (RNNs) for joint blind channel equalization and symbol detection using a variety of activation functions (Afs) for the gate units (sigmoid) of Bi-LSTMs without requiring any prior knowledge of channel state information (CSI). The performance of Bi-LSTM networks with different AFs found in the literature is compared. This comparison was carried out with the assistance of three different learning algorithms, namely Adam, rmsprop, and SGdm. The research findings clearly show that performance, as measured by equalization accuracy, can be improved. Furthermore, demonstrate that the sigmoid gate activation function (GAF), which is commonly used in Bi-LSTMs, does not significantly contribute to optimal network behavior. In contrast, there are a great many less well-known AFs that are capable of outperforming the ones that are most frequently utilized.
摘要近年来,人工神经网络发展迅速,并帮助解决了无线通信系统中的许多问题。我们评估了双向长短期记忆(Bi-LSTM)递归神经网络(RNN)在不需要任何信道状态信息(CSI)先验知识的情况下,使用Bi-LSTMs的门单元(sigmoid)的各种激活函数(AF)进行联合盲信道均衡和符号检测的性能。比较了文献中发现的具有不同AF的Bi-LSTM网络的性能。这种比较是在三种不同的学习算法的帮助下进行的,即Adam、rmsprop和SGdm。研究结果清楚地表明,通过均衡精度来衡量性能是可以提高的。此外,证明了Bi-LSTM中常用的S形门激活函数(GAF)对优化网络行为没有显著贡献。相比之下,有很多不太知名的AF能够跑赢最常用的AF。
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引用次数: 1
Harmonic reduction of grid-connected multilevel inverters using modulation of variable frequency carriers 基于变频载波调制的并网多电平逆变器谐波抑制
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0033
Quang-Tho Tran
Abstract Multilevel three-phase inverters are increasingly popular due to their ability to generate high-quality output voltage with harmonic distortion lower than traditional inverters. They are used in various applications, including grid-connected renewable energy systems, motor drives, and power transmission systems, to improve efficiency and reduce costs. The control quality of grid-connected multilevel inverters depends on various factors such as the modulation technique, switching frequency, and control strategy. A good control system can achieve a balance between output current harmonics and switching losses, improving the efficiency and performance of the inverter. This paper suggests a technique for reducing current harmonics of grid-connected multilevel three-phase inverters using variable frequency carriers, without any corresponding increase of the number of switching commutations. The effectiveness of the suggested method has been confirmed through simulation results, which were compared to those obtained from the method of phase opposite disposition modulation using fixed frequency carriers.
摘要多电平三相逆变器由于能够产生比传统逆变器谐波失真更低的高质量输出电压而越来越受欢迎。它们被用于各种应用,包括并网可再生能源系统、电机驱动和电力传输系统,以提高效率和降低成本。并网多电平逆变器的控制质量取决于调制技术、开关频率和控制策略等因素。一个好的控制系统可以在输出电流谐波和开关损耗之间实现平衡,提高逆变器的效率和性能。本文提出了一种在不增加开关换向次数的情况下,使用变频载波降低并网多电平三相逆变器电流谐波的技术。仿真结果证实了该方法的有效性,并与使用固定频率载波的反相配置调制方法进行了比较。
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引用次数: 0
Compact dual-mode loop resonators for microwave triplexer applications 用于微波三工器应用的紧凑型双模环路谐振器
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0034
Jia‐lin Li, Peng Liu, Junchen Ye
Abstract In this paper, we study meandered topologies of a dual-mode loop resonator for microwave multiplexer applications. Compact channel filter structures that characterize controllable transmission zeros locating simultaneously at the lower stopband or upper stopband are, for the first time, investigated for such a kind of resonators and based on this, a microstrip triplexer is proposed. The studied triplexer uses one of the filter structures to realize the middle channel, and the rest structure to realize the upper and lower channels. The center frequencies of the three channels are 1.8 GHz, 2.0 GHz and 2.2 GHz, and the 3-dB fractional bandwidths are 3.6%, 3.6% and 4.1%, respectively. The developed triplexer features high channel-isolations of over 40 dB as a result of the controllable transmission zeros of the channel filters.
摘要在本文中,我们研究了用于微波多路复用器应用的双模环路谐振器的曲折拓扑。针对这种谐振器,首次研究了同时位于下阻带或上阻带的可控传输零点的紧凑型通道滤波器结构,并在此基础上提出了微带三倍频器。所研究的三工器使用其中一个滤波器结构来实现中间通道,其余结构来实现上下通道。三个通道的中心频率分别为1.8GHz、2.0GHz和2.2GHz,3dB部分带宽分别为3.6%、3.6%和4.1%。由于信道滤波器的传输零点可控,开发的三倍频器具有超过40dB的高信道隔离。
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引用次数: 0
Simulation of electrical system protection against the effects of a magnetic storm 电气系统抵御磁暴影响的模拟
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0039
M. Stork, D. Mayer
Abstract In the introduction of the presented work, the physical nature of the collapse of electrical energy transmission systems due to the influence of a magnetic storm is recalled. A mechanism is described by which, due to the non-linearity of the magnetic circuit of the system’s power transformers, quasi-direct currents are induced into the high-voltage part of the system, which cause thermal overload of these transformers. The article then suggests one of the possible ways to prevent these accidents. On the single-phase and then on the three-phase model, it is shown how these currents can be compensated. Using laboratory models, the compensation process was simulated and verified by measurements.
摘要在介绍这项工作时,回顾了磁暴影响下电能传输系统崩溃的物理性质。描述了一种机制,由于系统电力变压器磁路的非线性,准直流电流被感应到系统的高压部分,从而导致这些变压器的热过载。文章随后提出了预防这些事故的可能方法之一。在单相和三相模型上,展示了如何补偿这些电流。利用实验室模型,对补偿过程进行了模拟,并通过测量进行了验证。
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引用次数: 0
Design of RF energy harvester for 700 MHz 700MHz射频能量采集器的设计
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0037
Ebha Deepti Singh, Abhay Chaturvedi
Abstract Radio frequency energy harvester is the conversion of ambient radio frequency electromagnetic waves into usable electrical energy, powering low-power devices without traditional power sources. In this paper, a novel RF energy harvester is proposed for 700 MHz frequency band. For the purpose of rectification, a Greinacher voltage rectifier cum multiplier is used in the circuit and Schottky Diode HSMS-2852 is used for implementing a rectifier. The LC impedance matching is implemented to improve the circuit performance of the harvester including conversion efficiency and output voltage. Simulation of the rectifier is done using the PathWave Advanced Design System (ADS) software. The rectifier shows the optimized performance at 5 kΩ load impedance. Simulation results show the highest efficiency of 33.1 % and an output voltage of 3.2 V with 8 dBm RF power at 700 MHz input frequency.
摘要射频能量采集器是将环境射频电磁波转换为可用电能,在没有传统电源的情况下为低功率设备供电。本文提出了一种适用于700MHz频段的新型射频能量采集器。为了整流,电路中使用了Greinacher电压整流器兼乘法器,肖特基二极管HSM-2852用于实现整流器。实现LC阻抗匹配以提高采集器的电路性能,包括转换效率和输出电压。使用PathWave高级设计系统(ADS)软件对整流器进行了仿真。整流器在5kΩ负载阻抗下表现出最佳性能。仿真结果表明,在700MHz输入频率下,射频功率为8dBm时,最高效率为33.1%,输出电压为3.2V。
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引用次数: 0
Inhomogeneous HfO2 layer growth at atomic layer deposition 原子层沉积时HfO2层的非均匀生长
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0031
A. Kasikov, A. Tarre, G. Vinuesa
Abstract Thin HfO2 films atomic layer deposited from hafnium alkyl amide and oxygen plasma were analysed using spectroscopic ellipsometry and X-ray reflectivity. Low refractive index of the material for samples with less than 30 nm thickness marks the index inhomogeneity at the first stage of growth. The transition from rising density to a more stable growth takes place at about 10 to 25 nm film thickness. HfO2 films used for resistive switching experiments demonstrate either clockwise or counterclockwise behaviour depending on the film thickness. The reason for this may be the disruption of the conductive filament at different metal-insulator interfaces, which could be favoured by several mechanisms.
摘要利用椭圆偏振光谱法和X射线反射率法对烷基酰胺铪和氧等离子体沉积的HfO2薄膜原子层进行了分析。对于厚度小于30nm的样品,材料的低折射率标志着生长的第一阶段的折射率不均匀性。从增加的密度到更稳定的生长的转变发生在约10至25nm的膜厚度处。用于电阻开关实验的HfO2膜根据膜厚度表现出顺时针或逆时针行为。其原因可能是导电细丝在不同的金属-绝缘体界面处断裂,这可能受到多种机制的影响。
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引用次数: 1
Conformable fractional-order derivative based adaptive FitzHugh-Nagumo neuron model 基于符合分数阶导数的自适应FitzHugh-Nagumo神经元模型
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0035
E. Karakulak
Abstract Various neuron models have been proposed and are extensively examined in the scientific literature. The FitzHugh-Nagumo neuron model is one of the most well-known and studied models. The FitzHugh-Nagumo model is not biologically consistent but operationally simple. A fractional-order derivative is described as a derivative with a non-integer order. Caputo, Grünwald-Letnikov, and Riemann-Liouville are some of the well-known fractional order derivatives. However, a simple fractional-order derivative called the conformable fractional-order derivative has been proposed in the literature and it is much simpler to use. In literature, there are already neuron models with fractional-order derivatives. In this study, a FitzHugh-Nagumo model circuit with a conformable fractional derivative capacitor and conformable fractional derivative inductor is proposed. The proposed circuit is modelled, and its simulation results are given. The simulation results reveal that the model circuit shows both slow and fast adaptation in firing frequency under sustained current stimulation.
摘要各种神经元模型已经被提出,并在科学文献中得到了广泛的检验。FitzHugh Nagumo神经元模型是最著名和研究最多的模型之一。FitzHugh Nagumo模型在生物学上并不一致,但在操作上很简单。分数阶导数被描述为具有非整数阶的导数。Caputo、Grünwald Letnikov和Riemann-Liouville是一些著名的分数阶导数。然而,文献中已经提出了一种称为保形分数阶导数的简单分数阶导数,并且它的使用要简单得多。在文献中,已经存在具有分数阶导数的神经元模型。在这项研究中,提出了一个FitzHugh Nagumo模型电路,该电路具有保形分数导数电容器和保形分数微分电感器。对所提出的电路进行了建模,并给出了仿真结果。仿真结果表明,模型电路在持续电流刺激下对发射频率既有慢速适应,也有快速适应。
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引用次数: 0
Throughput performance optimization of NOMA-assisted cooperative relay system with realistic impairments 具有实际损伤的NOMA辅助协同中继系统的吞吐量性能优化
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0038
P. Bachan, Aasheesh Shukla, A. Bansal
Abstract This work aims to investigate the outage and throughput performance of non-orthogonal multiple access assisted cooperative relay system (CRS-NOMA) considering the realistic impairments caused due to in-phase and quadrature-phase imbalance (IQI), channel estimation errors (CEE), and successive interference cancellation (SIC) errors. More specifically, we investigate a model in which two-phase downlink transmission is carried out in two different modes: (i) CRS-NOMA without direct links and (ii) CRS-NOMA with direct links (CRS-DLNOMA). In CRS-NOMA mode, the source broadcasts a composite NOMA signal to destination users with the assistance of a decode-and-forward (DF) relay. In contrast, in CRS-DLNOMA, direct and cooperative links are available for transmission. We derive the analytical expressions of outage probability and throughput for both the NOMA destinations to evaluate the system performance of both CRS-NOMA and CRS-DLNOMA modes of transmission. Furthermore, numerical simulations also study and validate the influence of IQI, CEE, and SIC errors on the outage and throughput performance. The simulation results verify that realistic impairments degrade the system performance, but the presence of direct link has a positive impact on outage and throughput. Additionally, we use the golden search method to optimize the power allocation factor (PAF) and transmission rate to maximize the throughput at the near user while ensuring the throughput constraint at the far user.
摘要本文旨在研究非正交多址辅助协同中继系统(CRS-NOMA)的中断和吞吐量性能,同时考虑同相和正交相不平衡(IQI)、信道估计误差(CEE)和连续干扰抵消(SIC)误差造成的实际损害。更具体地说,我们研究了一个两相下行传输以两种不同模式进行的模型:(i)无直接链路的CRS-NOMA和(ii)有直接链路的CRS-NOMA (CRS-DLNOMA)。在CRS-NOMA模式下,在解码转发(DF)中继的帮助下,源向目标用户广播复合NOMA信号。相比之下,在CRS-DLNOMA中,直接和合作链接可用于传输。我们推导了两个目的地的中断概率和吞吐量的解析表达式,以评估CRS-NOMA和CRS-DLNOMA传输模式的系统性能。此外,数值模拟还研究和验证了IQI、CEE和SIC错误对中断和吞吐量性能的影响。仿真结果表明,实际的损伤会降低系统性能,但直接链路的存在对中断和吞吐量有积极的影响。此外,我们使用黄金搜索方法优化功率分配因子(PAF)和传输速率,以最大限度地提高近端用户的吞吐量,同时保证远端用户的吞吐量约束。
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引用次数: 0
A miniaturized quintuple-band frequency selective surface based on enclosed cross slots 一种基于封闭交叉槽的小型化五频带频率选择面
IF 0.8 4区 工程技术 Q4 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-08-01 DOI: 10.2478/jee-2023-0036
P. Prasad, Akhilesh Kumar
Abstract This article presents a low-profile quintuple-band frequency selective surface (FSS) that is designed as a sub-reflector for applications including satellite systems (C band), EPR (electron paramagnetic resonance) spectrometers, motion and traffic light crossing detectors (X band), Direct Broadcast Satellite and broadcasting satellite service (Ku band), and shortrange applications (K band). The dimensions of the miniaturized unit cell 0.08λ0×0.08λ0×0.012λ0, where, λ0 is the free-space wavelength corresponding to the lower cut-off frequency. There are five stop bands, and frequencies at which they resonate are 6.3, 7.06, 9.30, 11.2, 14.0, and 18.64 GHz. The fractional bandwidths (FBW) of these bands are 62.6, 7.5, 9.2, 11, and 11.69%, respectively. Additionally, as a result of the structure’s four-fold symmetry, it exhibits a good polarization-insensitive response as well as a stable response in both the TE and TM modes. Full-wave simulation is performed on the structure, after which an equivalent circuit model is constructed.
摘要:本文介绍了一种低姿态的五波段频率选择表面(FSS),它被设计成一种副反射器,可用于卫星系统(C波段)、电子顺磁共振(EPR)光谱仪、运动和交通信号灯交叉探测器(X波段)、直播卫星和广播卫星业务(Ku波段)以及短距离应用(K波段)。小型化单体电池的尺寸0.08λ0×0.08λ0×0.012λ0,其中λ0为较低截止频率对应的自由空间波长。有五个停止带,它们共振的频率为6.3、7.06、9.30、11.2、14.0和18.64 GHz。这些波段的分数带宽(FBW)分别为62.6、7.5、9.2、11%和11.69%。此外,由于结构的四重对称,它在TE和TM模式下都表现出良好的极化不敏感响应和稳定的响应。对该结构进行了全波仿真,并建立了等效电路模型。
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引用次数: 0
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