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The Relevance of Open Data Principles for the Web of Data 开放数据原则与数据网络的相关性
Q2 Computer Science Pub Date : 2023-09-14 DOI: 10.1155/2023/4854965
Jhon Francined Herrera-Cubides, Paulo Alonso Gaona-García, Carlos Enrique Montenegro-Marin, Salvador Sánchez-Alonso
Open data has been improving both publishing platforms and the consumers-oriented process over the years, providing better openness policies and transparency. Although organizations have tried to open their data, the enrichment of their resources through the Web of Data has been decreasing. Linked data has been suffering from notable difficulties in different stages of its life cycle, becoming over the years less attractive to users. According to that, we decided to explore how the lack of some opening requirements affects the decline of the Web of Data. This paper presents the Web of Data radiography, analyzing the governmental domain as a case study. The results indicate that it is necessary to strengthen the data opening process to improve resource enrichment on the Web and have better datasets. These improvements describe that open data must be public, accessible (in machine-readable formats), described (use of robust, granular metadata), reusable (made available under an open license), complete (published in primary forms), and timely (preserve the value of the data). The implementation of these characteristics would enhance the availability and reuse of datasets. Besides, organizations must understand that opening and enriching their data require a completely new approach, and they have to pay special attention and control to this project, generally by putting money, the commitment by management at all levels, and lots of time. On the contrary, given the magnitude of availability and reuse problems identified in the opening and enrichment data process, it is believed that the Web of Data model would inevitably lose the interest it aroused at the beginning if not addressed immediately by data quality, openness, and enrichment issues. Besides, its use would be restricted to a few particular niches or would even disappear altogether.
多年来,开放数据一直在改善出版平台和以消费者为导向的过程,提供更好的开放政策和透明度。尽管组织已经尝试开放他们的数据,但是通过Web of data丰富他们的资源却一直在减少。关联数据在其生命周期的不同阶段一直遭受着明显的困难,多年来对用户的吸引力越来越小。基于此,我们决定探讨一些开放要求的缺失是如何影响Web of Data的衰落的。本文介绍了数据网络放射学,并以政府领域为例进行了分析。结果表明,要提高Web资源的丰富性,获得更好的数据集,必须加强数据开放过程。这些改进描述了开放数据必须是公开的、可访问的(以机器可读的格式)、可描述的(使用健壮的、细粒度的元数据)、可重用的(在开放许可下可用)、完整的(以主要形式发布)和及时的(保留数据的价值)。这些特征的实现将增强数据集的可用性和重用性。此外,组织必须明白,开放和丰富他们的数据需要一种全新的方法,他们必须特别关注和控制这个项目,通常是通过投入资金、各级管理层的承诺和大量的时间。相反,考虑到开放和丰富数据过程中发现的可用性和重用问题的严重性,人们认为,如果不立即解决数据质量、开放性和丰富问题,数据Web模型将不可避免地失去最初引起的兴趣。此外,它的使用将被限制在少数特定的利基,甚至完全消失。
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引用次数: 0
Lithium-Ion Battery State-of-Health Estimation Method Using Isobaric Energy Analysis and PSO-LSTM 基于等压能量分析和PSO-LSTM的锂离子电池健康状态评估方法
Q2 Computer Science Pub Date : 2023-09-11 DOI: 10.1155/2023/5566965
Shaishai Zhao, Laijin Luo, Shanhe Jiang, Chaolong Zhang
The precise estimation of the state of health (SOH) for lithium-ion batteries (LIBs) is one of the core problems for battery management systems. To address the problem that it is difficult to accurately evaluate SOH because of the LIB capacity regeneration phenomenon, this paper proposes an approach for LIB SOH estimation using isobaric energy analysis and improved long short-term memory neural network (LSTM NN). Specifically, at first, the isobaric energy curve is plotted by analyzing the battery energy variation during the constant current charging stage. Then, the mean peak value of the isobaric energy curve is extracted as a health factor to characterize the battery SOH aging. Eventually, the LIB SOH estimation model is developed using the improved LSTM NN. In this regard, the improved LSTM NN refers to the selection of the number of hidden layers and the learning rate of the LSTM NN using the particle swarm algorithm (PSO). To verify the precision of the proposed method, validation experiments are performed based on four battery aging data with different charging multipliers. The experimental results indicate that the proposed method can effectively estimate the LIB SOH. Meanwhile, the proposed method is compared with other conventional machine learning algorithms, which demonstrates that the proposed method has better estimation performance.
锂离子电池健康状态(SOH)的精确估计是电池管理系统的核心问题之一。针对LIB容量再生难以准确估计的问题,提出了一种基于等压能量分析和改进长短期记忆神经网络(LSTM NN)的LIB SOH估计方法。具体而言,首先通过分析恒流充电阶段电池能量的变化,绘制出等压能量曲线。然后,提取等压能量曲线的平均峰值作为健康因子,表征电池SOH老化;最后,利用改进的LSTM神经网络建立了LIB SOH估计模型。在这方面,改进的LSTM神经网络是指使用粒子群算法(particle swarm algorithm, PSO)选择隐藏层数和LSTM神经网络的学习率。为了验证该方法的准确性,基于4个不同充电倍率的电池老化数据进行了验证实验。实验结果表明,该方法可以有效地估计出LIB SOH。同时,将该方法与其他传统机器学习算法进行了比较,结果表明该方法具有更好的估计性能。
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引用次数: 0
Solar Photovoltaic Power Forecasting 太阳能光伏发电预测
IF 2.4 Q2 Computer Science Pub Date : 2020-12-31 DOI: 10.1155/2020/8819925
Abdelhakim El hendouzi, Abdennaser Bourouhou
The management of clean energy is usually the key for environmental, economic, and sustainable developments. In the meantime, the energy management system (EMS) ensures the clean energy which includes many sources grouped in a small power plant such as microgrid (MG). In this case, the forecasting methods are used for helping the EMS and allow the high efficiency to the clean energy. The aim of this review paper is providing the necessary data about the basic principles and standards of photovoltaic (PV) power forecasting by stating numerous research studies carried out on the PV power forecasting topic specifically in the short-term time horizon which is advantageous for the EMS and grid operator. At the same time, this contribution can offer a state of the art in different methods and approaches used for PV power forecasting along with a careful study of different time and spatial horizons. Furthermore, this current review paper can support the tenders in the PV power forecasting.
清洁能源的管理通常是环境、经济和可持续发展的关键。同时,能源管理系统(EMS)保证了清洁能源的使用,它包括许多能源组合在一个小型发电厂,如微电网(MG)。在这种情况下,利用预测方法来帮助EMS,使清洁能源的效率更高。这篇综述文章的目的是通过陈述大量关于光伏(PV)功率预测主题的研究,提供有关光伏(PV)功率预测的基本原则和标准的必要数据,特别是在短期内,这对EMS和电网运营商有利。同时,这一贡献可以提供最新的光伏发电功率预测方法和方法,以及对不同时间和空间范围的仔细研究。此外,本文还可以为光伏发电功率预测的投标提供支持。
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引用次数: 19
A Wireless Multisensor Node for Long-Term Environmental Parameters Monitoring 一种用于长期环境参数监测的无线多传感器节点
IF 2.4 Q2 Computer Science Pub Date : 2020-12-28 DOI: 10.1155/2020/8872711
Deguang Li, Tianhao Wu, Xiaohui Li, Qiurui He, Zhanyou Cui
Environmental quality is a great concern to everyone, in order to realize the collection, upload, management, and visualization of parameters of atmospheric environment in real time. We propose a cheap, low-power, and fast deployment wireless sensor node for environmental monitoring, consisting of STM32 MCU, ESP8266, light sensor, rain sensor, UV sensor, seven-in-one sensor (including temperature, humidity, PM2.5, PM10, CO2, formaldehyde, and TVOC), and solar automatic tracking module. A customized μC/OS-III runs on the node, which controls the transmission of environment parameters collected by each sensor to the cloud server through the wireless network, and then the server receives, stores, and visualizes the data. In actual test, the node collects data once an hour, and the running power of the node is low and stable. Experimental results show that the node could achieve accurate collection and transmission and display the environmental data, and solar automatic tracking module could meet long-term running of the node in the night and continuous rainy days.
环境质量是大家非常关注的问题,为了实现大气环境参数的实时采集、上传、管理和可视化。我们提出了一种廉价、低功耗、快速部署的环境监测无线传感器节点,由STM32 MCU、ESP8266、光传感器、雨传感器、UV传感器、七合一传感器(包括温度、湿度、PM2.5、PM10、CO2、甲醛和TVOC)和太阳能自动跟踪模块组成。节点上运行定制的μC/OS-III,控制各传感器采集的环境参数通过无线网络传输到云服务器,云服务器接收、存储和可视化数据。在实际测试中,节点每小时采集一次数据,节点运行功率低且稳定。实验结果表明,该节点能够实现环境数据的准确采集、传输和显示,太阳能自动跟踪模块能够满足节点在夜间和连续阴雨天的长期运行。
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引用次数: 2
Optimal Hybrid Renewable Energy System: A Comparative Study of Wind/Hydrogen/Fuel-Cell and Wind/Battery Storage 最优混合可再生能源系统:风/氢/燃料电池与风/电池储能的比较研究
IF 2.4 Q2 Computer Science Pub Date : 2020-12-15 DOI: 10.1155/2020/1756503
A. Acakpovi, P. Adjei, N. Nwulu, Nana Yaw Asabere
This paper performs a technoeconomic comparison of two hybrid renewable energy supplies (HRES) for a specific location in Ghana and suggests the optimal solution in terms of cost, energy generation capacity, and emissions. The two HRES considered in this paper were wind/hydrogen/fuel-cell and wind/battery storage, respectively. The necessity of this study was derived from the rise and expansion of hybrid renewable energy supply in a decentralised network. The readiness to embrace these new technologies is apparently high, but the best combination for a selected location that brings optimum benefits is not obvious and demands serious technical knowledge of their technical and economic models. In the methodology, an analytical model of energy generation by the various RE sources was first established, and data were collected about a rural-urban community in Doderkope, Ghana, to test the models. HOMER software was used to design the two hybrid systems based on the same load profiles, and results were compared. It turns out that the HRES 1 (wind/hydrogen/fuel-cell) had the lowest net present cost (NPC) and levelized cost of electricity (COE) over the project life span of 25 years. The energy reserve with the HRES 2 (wind/battery storage) was huge compared to that with the HRES 1, about 270% bigger. Furthermore, with respect to the emissions, the HRES 2 was environmentally friendlier than the HRES 1. Even though the battery storage seems to be more cost-effective than the hydrogen fuel-cell technology, the latter presents some merits regarding system capacity and emission that deserve greater attention as the world looks into more sustainable energy storage systems.
本文对加纳特定地区的两种混合可再生能源供应(HRES)进行了技术经济比较,并在成本、发电能力和排放方面提出了最佳解决方案。本文中考虑的两种HRES分别是风/氢/燃料电池和风/电池存储。这项研究的必要性源于分散式网络中混合可再生能源供应的兴起和扩张。显然,接受这些新技术的准备程度很高,但对于一个能带来最佳效益的选定地点来说,最佳组合并不明显,而且需要对其技术和经济模式有认真的技术知识。在该方法中,首先建立了各种资源发电的分析模型,并收集了加纳Doderkope农村-城市社区的数据,以测试模型。采用HOMER软件对相同负荷工况下的两种混合动力系统进行了设计,并对结果进行了比较。结果表明,在25年的项目寿命期内,HRES 1(风/氢/燃料电池)的净当前成本(NPC)和平准化电力成本(COE)最低。与HRES 1相比,HRES 2(风能/电池存储)的能源储备巨大,约为270%。此外,在排放方面,HRES 2比HRES 1更环保。尽管电池存储似乎比氢燃料电池技术更具成本效益,但后者在系统容量和排放方面表现出一些值得更多关注的优点,因为世界正在寻找更可持续的能源存储系统。
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引用次数: 31
Improved Stochastic Gradient Matching Pursuit Algorithm Based on the Soft-Thresholds Selection 基于软阈值选择的改进随机梯度匹配追踪算法
IF 2.4 Q2 Computer Science Pub Date : 2018-09-24 DOI: 10.1155/2018/9130531
Liquan Zhao, Yunfeng Hu
The preliminary atom set exits redundant atoms in the stochastic gradient matching pursuit algorithm, which affects the accuracy of the signal reconstruction and increases the computational complexity. To overcome the problem, an improved method is proposed. Firstly, a limited soft-threshold selection strategy is used to select the new atoms from the preliminary atom set, to reduce the redundancy of the preliminary atom set. Secondly, before finding the least squares solution of the residual, it is determined whether the number of columns of the measurement matrix is smaller than the number of rows. If the condition is satisfied, the least squares solution is calculated; otherwise, the loop is exited. Finally, if the length of the candidate atomic index set is less than the sparsity level, the current candidate atom index set is the support atom set. If the condition is not satisfied, the support atom index set is determined by the least squares solution. Simulation results indicate that the proposed method is better than other methods in terms of the reconstruction probability and shorter running time than the stochastic gradient matching pursuit algorithm.
在随机梯度匹配追踪算法中,初始原子集存在冗余原子,影响了信号重构的精度,增加了计算复杂度。为了克服这一问题,提出了一种改进的方法。首先,采用有限软阈值选择策略从初步原子集中选择新原子,降低初步原子集中的冗余度;其次,在求残差的最小二乘解之前,确定测量矩阵的列数是否小于行数。若满足条件,则计算最小二乘解;否则,退出循环。最后,如果候选原子索引集的长度小于稀疏度级别,则当前候选原子索引集是支持原子集。如果条件不满足,则由最小二乘解确定支撑原子索引集。仿真结果表明,该方法在重构概率和运行时间上均优于随机梯度匹配追踪算法。
{"title":"Improved Stochastic Gradient Matching Pursuit Algorithm Based on the Soft-Thresholds Selection","authors":"Liquan Zhao, Yunfeng Hu","doi":"10.1155/2018/9130531","DOIUrl":"https://doi.org/10.1155/2018/9130531","url":null,"abstract":"The preliminary atom set exits redundant atoms in the stochastic gradient matching pursuit algorithm, which affects the accuracy of the signal reconstruction and increases the computational complexity. To overcome the problem, an improved method is proposed. Firstly, a limited soft-threshold selection strategy is used to select the new atoms from the preliminary atom set, to reduce the redundancy of the preliminary atom set. Secondly, before finding the least squares solution of the residual, it is determined whether the number of columns of the measurement matrix is smaller than the number of rows. If the condition is satisfied, the least squares solution is calculated; otherwise, the loop is exited. Finally, if the length of the candidate atomic index set is less than the sparsity level, the current candidate atom index set is the support atom set. If the condition is not satisfied, the support atom index set is determined by the least squares solution. Simulation results indicate that the proposed method is better than other methods in terms of the reconstruction probability and shorter running time than the stochastic gradient matching pursuit algorithm.","PeriodicalId":46573,"journal":{"name":"Journal of Electrical and Computer Engineering","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2018-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1155/2018/9130531","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"64739370","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Novel DBN Feature Fusion Model for Cross-Corpus Speech Emotion Recognition 跨语料库语音情感识别的DBN特征融合模型
IF 2.4 Q2 Computer Science Pub Date : 2016-12-01 DOI: 10.1155/2016/7437860
Zou Cairong, Zhang Xinran, Zha Cheng, Zhao Li
The feature fusion from separate source is the current technical difficulties of cross-corpus speech emotion recognition. The purpose of this paper is to, based on Deep Belief Nets DBN in Deep Learning, use the emotional information hiding in speech spectrum diagram spectrogram as image features and then implement feature fusion with the traditional emotion features. First, based on the spectrogram analysis by STB/Itti model, the new spectrogram features are extracted from the color, the brightness, and the orientation, respectively; then using two alternative DBN models they fuse the traditional and the spectrogram features, which increase the scale of the feature subset and the characterization ability of emotion. Through the experiment on ABC database and Chinese corpora, the new feature subset compared with traditional speech emotion features, the recognition result on cross-corpus, distinctly advances by 8.8%. The method proposed provides a new idea for feature fusion of emotion recognition.
多源特征融合是当前跨语料库语音情感识别的技术难点。本文的目的是基于深度学习中的Deep Belief Nets DBN,利用隐藏在语音频谱图谱图中的情感信息作为图像特征,然后与传统的情感特征进行特征融合。首先,基于STB/Itti模型对光谱图进行分析,分别从颜色、亮度和方向上提取新的光谱图特征;然后利用两种备选DBN模型融合传统特征和谱图特征,提高了特征子集的规模和情感表征能力。通过在ABC数据库和汉语语料库上的实验,与传统语音情感特征相比,新特征子集在跨语料库上的识别结果明显提高了8.8%。该方法为情感识别的特征融合提供了一种新的思路。
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引用次数: 14
A Novel Hybrid Method for Short-Term Power Load Forecasting 一种新的电力负荷短期预测混合方法
IF 2.4 Q2 Computer Science Pub Date : 2016-08-01 DOI: 10.1155/2016/2165324
Huang Yuan-sheng, Huang Shen-hai, Song Jia-yin
Influenced by many uncertain and random factors, nonstationary, nonlinearity, and time-variety appear in power load series, which is difficult to forecast accurately. Aiming at locating these issues of power load forecasting, an innovative hybrid method is proposed to forecast power load in this paper. Firstly, ensemble empirical mode decomposition (EEMD) is used to decompose the power load series into a series of independent intrinsic mode functions (IMFs) and a residual term. Secondly, genetic algorithm (GA) is then applied to determine the best weights of each IMF and the residual term named ensemble empirical mode decomposition based on weight (WEEMD). Thirdly, least square support vector machine (LSSVM) and nonparametric generalized autoregressive conditional heteroscedasticity (NPGARCH) are employed to forecast the subseries, respectively, based on the characteristics of power load series. Finally, the forecasted power load of each component is summed as the final forecasted result of power load. Compared with other methods, the forecasting results of this proposed model applied to the electricity market of Pennsylvania-New Jersey-Maryland (PJM) indicate that the proposed model outperforms other models.
电力负荷序列受许多不确定因素和随机因素的影响,出现非平稳、非线性和时变,难以准确预测。针对电力负荷预测中存在的问题,本文提出了一种创新的混合负荷预测方法。首先,采用集成经验模态分解(EEMD)将电力负荷序列分解为一系列独立的本征模态函数(IMFs)和残差项;其次,应用遗传算法(GA)确定每个IMF的最佳权重,并将残差项命名为基于权重的集成经验模态分解(WEEMD)。第三,根据电力负荷序列的特点,分别采用最小二乘支持向量机(LSSVM)和非参数广义自回归条件异方差(NPGARCH)对子序列进行预测。最后对各部件的预测负荷进行求和,作为最终的电力负荷预测结果。将该模型应用于宾夕法尼亚州-新泽西州-马里兰州(PJM)电力市场的预测结果与其他方法进行了比较,结果表明该模型优于其他模型。
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引用次数: 5
Application of multipoint DC voltage control in VSC-MTDC system 多点直流电压控制在VSC-MTDC系统中的应用
IF 2.4 Q2 Computer Science Pub Date : 2013-01-01 DOI: 10.1155/2013/257387
Yang Xi, Ai Qian, Huang Jiantao, An Yiran
The voltage-source-converter- (VSC-) based multiterminal VSC-HVDC power transmission system (VSC-MTDC) is an ideal approach to connectwind farmwith power grid. Analyzing the characteristics of doubly fed induction generators aswell as the basic principle and the control strategy of VSC-MTDC, a multiterminal DC voltage control strategy suitable for wind farm connected with VSC-MTDC is proposed. By use of PSCAD/EMTDC, the proposed control strategy is simulated, and simulation results show that using the proposed control strategy the conversion between constant power control mode and constant DC voltage control mode can be automatically implemented; thus the DC voltage stability control and reliable power output of wind farm can be ensured after the fault-caused outage of converter station controlled by constant DC voltage and under other faults. The simulation result shows that the model can fulfill multiterminal power transmission and fast response control.
基于电压源变换器(VSC)的多终端VSC- hvdc输电系统(VSC- mtdc)是实现风电场与电网连接的理想途径。分析了双馈感应发电机的特点,结合VSC-MTDC的基本原理和控制策略,提出了一种适用于与VSC-MTDC连接的风电场的多端直流电压控制策略。利用PSCAD/EMTDC对所提出的控制策略进行了仿真,仿真结果表明,所提出的控制策略可以自动实现恒功率控制模式与恒直流电压控制模式之间的转换;从而在直流恒压控制换流站故障停机及其他故障情况下,保证风电场直流电压稳定控制和可靠输出。仿真结果表明,该模型能够实现多端功率传输和快速响应控制。
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引用次数: 1
An Analysis of Coherent and Non-Coherent Receivers for Ranging in IEEE 802.15.4a IEEE 802.15.4a中用于测距的相干和非相干接收机分析
IF 2.4 Q2 Computer Science Pub Date : 2012-01-01 DOI: 10.1155/2012/218930
T. Gigl, F. Troesch, J. Preishuber-Pflügl, K. Witrisal
The IEEE 802.15.4a standard for wireless sensor networks is designed for high-accuracy ranging using ultra-wideband (UWB) signals. It supports coherent and noncoherent (energy detector) receivers, thus the performance-complexity-tradeoff can be decided by the implementer. In this paper, the maximum operating range and the maximum allowed pathloss are analyzed for ranging and both receiver types, under FCC/CEPT regulations. The analysis is based on the receiver working points and a link budget calculation assuming a frees-pace pathloss model. It takes into consideration the parameters of the preamble, which influence the transmit power allowed by the regulators. The best performance is achieved with the code sequences having the longest pulse spacing. Coherent receivers can achieve a maximum operating range up to several thousand meters and energy detectors up to several hundred meters.
{"title":"An Analysis of Coherent and Non-Coherent Receivers for Ranging in IEEE 802.15.4a","authors":"T. Gigl, F. Troesch, J. Preishuber-Pflügl, K. Witrisal","doi":"10.1155/2012/218930","DOIUrl":"https://doi.org/10.1155/2012/218930","url":null,"abstract":"The IEEE 802.15.4a standard for wireless sensor networks is designed for high-accuracy ranging using ultra-wideband (UWB) signals. It supports coherent and noncoherent (energy detector) receivers, thus the performance-complexity-tradeoff can be decided by the implementer. In this paper, the maximum operating range and the maximum allowed pathloss are analyzed for ranging and both receiver types, under FCC/CEPT regulations. The analysis is based on the receiver working points and a link budget calculation assuming a frees-pace pathloss model. It takes into consideration the parameters of the preamble, which influence the transmit power allowed by the regulators. The best performance is achieved with the code sequences having the longest pulse spacing. Coherent receivers can achieve a maximum operating range up to several thousand meters and energy detectors up to several hundred meters.","PeriodicalId":46573,"journal":{"name":"Journal of Electrical and Computer Engineering","volume":null,"pages":null},"PeriodicalIF":2.4,"publicationDate":"2012-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1155/2012/218930","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"64303919","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
期刊
Journal of Electrical and Computer Engineering
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