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Knowledge graph and knowledge reasoning: A systematic review 知识图谱与知识推理:系统综述
Q1 Engineering Pub Date : 2022-06-01 DOI: 10.1016/j.jnlest.2022.100159
Ling Tian , Xue Zhou , Yan-Ping Wu , Wang-Tao Zhou , Jin-Hao Zhang , Tian-Shu Zhang

The knowledge graph (KG) that represents structural relations among entities has become an increasingly important research field for knowledge-driven artificial intelligence. In this survey, a comprehensive review of KG and KG reasoning is provided. It introduces an overview of KGs, including representation, storage, and essential technologies. Specifically, it summarizes several types of knowledge reasoning approaches, including logic rules-based, representation-based, and neural network-based methods. Moreover, this paper analyzes the representation methods of knowledge hypergraphs. To effectively model hyper-relational data and improve the performance of knowledge reasoning, a three-layer knowledge hypergraph model is proposed. Finally, it analyzes the advantages of three-layer knowledge hypergraphs through reasoning and update algorithms which could facilitate future research.

知识图(knowledge graph, KG)表示实体之间的结构关系,已成为知识驱动型人工智能日益重要的研究领域。在这项调查中,对KG和KG推理进行了全面的回顾。它介绍了kg的概述,包括表示、存储和基本技术。具体来说,它总结了几种类型的知识推理方法,包括基于逻辑规则的方法、基于表示的方法和基于神经网络的方法。此外,本文还分析了知识超图的表示方法。为了有效地对超关系数据建模,提高知识推理的性能,提出了一种三层知识超图模型。最后,通过推理和更新算法分析了三层知识超图的优势,为今后的研究提供了参考。
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引用次数: 18
Total transmission from deep learning designs 深度学习设计的总传播
Q1 Engineering Pub Date : 2022-03-01 DOI: 10.1016/j.jnlest.2021.100146
Bei Wu , Zhan-Lei Hao , Jin-Hui Chen , Qiao-Liang Bao , Yi-Neng Liu , Huan-Yang Chen

Total transmission plays an important role in efficiency improvement and wavefront control, and has made great progress in many applications, such as the optical film and signal transmission. Therefore, many traditional physical methods represented by transformation optics have been studied to achieve total transmission. However, these methods have strict limitations on the size of the photonic structure, and the calculation is complex. Here, we exploit deep learning to achieve this goal. In deep learning, the data-driven prediction and design are carried out by artificial neural networks (ANNs), which provide a convenient architecture for large dataset problems. By taking the transmission characteristic of the multi-layer stacks as an example, we demonstrate how optical materials can be designed by using ANNs. The trained network directly establishes the mapping from optical materials to transmission spectra, and enables the forward spectral prediction and inverse material design of total transmission in the given parameter space. Our work paves the way for the optical material design with special properties based on deep learning.

全传输在提高效率和波前控制方面起着重要的作用,在光学薄膜和信号传输等许多应用中都取得了很大的进展。因此,人们研究了以变换光学为代表的许多传统物理方法来实现全透射。然而,这些方法对光子结构的尺寸有严格的限制,且计算复杂。在这里,我们利用深度学习来实现这一目标。在深度学习中,数据驱动的预测和设计是由人工神经网络(ann)进行的,它为大数据集问题提供了一个方便的架构。以多层堆叠的传输特性为例,说明了如何利用人工神经网络设计光学材料。训练后的网络直接建立了光学材料到透射光谱的映射关系,实现了给定参数空间下总透射光谱的正向预测和材料逆设计。我们的工作为基于深度学习的具有特殊性能的光学材料设计铺平了道路。
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引用次数: 2
SET-MRTS: An empirical experiment tool for real-time scheduling and synchronization SET-MRTS:一个用于实时调度和同步的经验实验工具
Q1 Engineering Pub Date : 2022-03-01 DOI: 10.1016/j.jnlest.2022.100149
Ze-Wei Chen, Hang Lei, Mao-Lin Yang, Yong Liao

In the real-time scheduling theory, schedulability and synchronization analyses are used to evaluate scheduling algorithms and real-time locking protocols, respectively, and the empirical synthesis experiment is one of the major methods to compare the performance of such analyses. However, since many sophisticated techniques have been adopted to improve the analytical accuracy, the implementation of such analyses and experiments is often time-consuming. This paper proposes a schedulability experiment toolkit for multiprocessor real-time systems (SET-MRTS), which provides a framework with infrastructures to implement the schedulability and synchronization analyses and the deployment of empirical synthesis experiments. Besides, with well-designed peripheral components for the input and output, experiments can be conducted easily and flexibly on SET-MRTS. This demonstration further proves the effectiveness of SET-MRTS in both functionality and availability.

在实时调度理论中,分别采用可调度性和同步性分析来评价调度算法和实时锁定协议,而经验综合实验是比较这两种分析性能的主要方法之一。然而,由于采用了许多复杂的技术来提高分析的准确性,这种分析和实验的实施往往是耗时的。本文提出了一个多处理器实时系统的可调度性实验工具包,该工具包提供了一个框架和基础设施,用于实现可调度性和同步性分析以及经验综合实验的部署。此外,通过设计良好的输入输出外围元件,可以方便灵活地在SET-MRTS上进行实验。此演示进一步证明了SET-MRTS在功能和可用性方面的有效性。
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引用次数: 0
Linearly polarized polarization-maintaining Er3+-doped fluoride fiber laser in the mid-infrared 中红外线偏振保偏铒掺氟光纤激光器
Q1 Engineering Pub Date : 2022-03-01 DOI: 10.1016/j.jnlest.2021.100147
Hong-Yu Luo, Yong-Zhi Wang

We demonstrated the ∼2.8-μm and ∼3.5-μm linearly polarized continuous wave (CW) laser outputs from a polarization-maintaining (PM) Er3+-doped fluoride fiber laser. By introducing a film polarizer into the cavity to select the laser polarization orientation, the ∼2.8-μm linearly polarized CW laser with a high polarization extinction ratio (PER) of ∼23 ​dB and maximum output power of 2.37 ​W was achieved under double-end pumping at 976 ​nm. By adding another 1981-nm pump source simultaneously, the ∼3.5-μm linearly polarized CW laser was also obtained, giving higher PER of ∼27 ​dB and maximum output power of 307 ​mW which is only limited by the available power of 1981-nm pump. To the best of our knowledge, this is the first report on a mid-infrared linearly polarized CW PM fiber laser in the >2.5-μm mid-infrared region. This work not only opens up opportunities for some new mid-infrared applications, but also provides a promising platform for developing high-stability and versatile mid-infrared laser sources.

我们展示了保偏(PM)掺Er3+氟光纤激光器的~ 2.8 μm和~ 3.5 μm线偏振连续波(CW)激光输出。在976 nm双端泵浦下,通过在腔内引入薄膜偏振器选择激光偏振方向,获得了偏振消光比(PER)为~ 23 dB、最大输出功率为2.37 W的~ 2.8 μm线偏振连续激光器。通过同时加入另一个1981-nm泵浦源,获得了~ 3.5 μm线偏振连续波激光器,PER高达~ 27 dB,最大输出功率为307 mW,仅受1981-nm泵浦源可用功率的限制。据我们所知,这是在>2.5-μm中红外区域首次报道中红外线偏振连续波PM光纤激光器。这项工作不仅为一些新的中红外应用开辟了机会,而且为开发高稳定性和多用途的中红外激光源提供了一个有前途的平台。
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引用次数: 4
Investigation on surface plasmon polaritons and localized surface plasmon production mechanism in micro-nano structures 微纳结构中表面等离子体激元及其局域表面等离子体产生机制的研究
Q1 Engineering Pub Date : 2022-03-01 DOI: 10.1016/j.jnlest.2022.100148
Ling-Xi Hu , Min Hu , Sheng-Gang Liu

The simulation mechanism of surface plasmon polaritons (SPPs) and localized surface plasmon (LSP) in different structures was studied, including the Au reflection grating (Au grating), Au substrate with dielectric ribbons grating (Au substrate grating), and pure electric conductor (PEC) substrate with Au ribbons grating (Au ribbons grating). And the characteristics of the Smith-Purcell radiation in these structures were presented. Simulation results show that SPPs are excited on the bottom surface of Au substrate grating grooves and LSP is stimulated on the upper surface both of Au ribbons grating grooves and Au grating grooves. Owing to the irreconcilable contradiction between optimizing the grating diffraction radiation efficiency and optimizing the SPPs excitation efficiency in the Au substrate grating, only 40-times enhancement of the radiation intensity was obtained by excited SPPs. However, the LSP enhanced structure overcomes the above problem and gains much better radiation enhancement ability, with about 200-times enhancement obtained in the Au ribbons grating and more than 500-times enhancement obtained in the Au grating. The results presented here provide a way of developing miniature, integratable, tunable, high-power-density radiation sources from visible light to ultraviolet rays at room temperature.

研究了表面等离子体激元(SPPs)和局部表面等离子体激元(LSP)在不同结构中的模拟机理,包括金反射光栅(Au光栅)、带介电带光栅的金衬底(Au substrate光栅)和带金带光栅的纯电导体(PEC)衬底(Au ribbons光栅)。并给出了这些结构中Smith-Purcell辐射的特性。仿真结果表明,spp在Au基板光栅沟槽的底面被激发,LSP在Au带光栅沟槽和Au光栅沟槽的上表面被激发。由于优化光栅衍射辐射效率与优化Au衬底光栅中SPPs激发效率之间存在不可调和的矛盾,激发的SPPs只获得了40倍的辐射强度增强。而LSP增强结构克服了上述问题,获得了更好的辐射增强能力,在Au带光栅中获得了约200倍的增强,在Au光栅中获得了500倍以上的增强。本文的研究结果为在室温下开发从可见光到紫外线的微型、可集成、可调谐、高功率密度辐射源提供了一条途径。
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引用次数: 1
An in situ digital background calibration algorithm for multi-channel R-βR ladder DACs 一种多通道R-βR梯形dac的原位数字背景标定算法
Q1 Engineering Pub Date : 2022-03-01 DOI: 10.1016/j.jnlest.2022.100150
Liangjian Lyu, Qingzhen Wang, Zepeng Huang, Xing Wu

The R-2R resistor ladder is one of the best topologies for implementing compact-sized digital-to-analog converter (DAC) arrays in implantable neuro-stimulators. However, it has a limited resolution and considerable inter-channel variation due to component mismatches. To avoid losing analog information, we present sub-radix-2 DAC implemented by the R-βR resistor ladder in this paper. The digital successive approximation register (DSAR) algorithm corrects the transfer function of DACs based on their actual bit weights. Furthermore, a low-cost in situ adaptive bit-weight calibration (ABC) algorithm drives the analog output error between two DACs to zero by adjusting their bit weights automatically. The simulation results show that the proposed algorithm can calibrate the non-linear transfer function of each DAC and the gain error among multiple channels in the background.

R-2R电阻阶梯是在植入式神经刺激器中实现紧凑型数模转换器(DAC)阵列的最佳拓扑之一。然而,由于组件不匹配,它具有有限的分辨率和相当大的通道间变化。为了避免模拟信息的丢失,本文提出了一种由R-βR电阻阶梯实现的亚基-2 DAC。数字逐次逼近寄存器(DSAR)算法根据dac的实际位权对其传递函数进行校正。此外,一种低成本的原位自适应位权校准(ABC)算法通过自动调整两个dac的位权来驱动它们之间的模拟输出误差为零。仿真结果表明,该算法能够在后台标定各DAC的非线性传递函数和多通道间的增益误差。
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引用次数: 1
Effect of impeller solidity on the generating performance for solar power generation 太阳能发电叶轮坚固性对发电性能的影响
Q1 Engineering Pub Date : 2021-12-01 DOI: 10.1016/j.jnlest.2021.100132
Jia Liu , Rui Tian , Jing Nie

According to current solar power research, both the generating unit's minimum start-up speed and power generation system's minimum flow rate for operation decrease with the increase in the impeller solidity. Ideally, a high solidity should be achieved, as this translates more power for a solar power system in the start-up and shut-down cycles. However, increasing the number of blades does not increase the impeller solidity; therefore, there is an optimal number of blades needed to achieve the preferred solidity. This paper begins by selecting the blade airfoil and then performs a theoretical analysis based on the relationship between the blade number and chord length. Experiments are conducted to measure the starting and stopping wind speeds and power characteristics for different numbers of blades. The results show that a maximum impeller solidity of 0.2862 is achieved, as well as the minimum flow speed at the start-up, and the maintenance of the solar chimney power generation system is optimized when there are four blades.

根据目前的太阳能发电研究,随着叶轮固体度的增加,发电机组的最小启动速度和发电系统的最小运行流量都在减小。理想情况下,应达到高硬度,因为这可以在启动和关闭周期中为太阳能发电系统提供更多的能量。然而,增加叶片数量并不能增加叶轮的固体度;因此,有一个最佳数量的叶片需要实现首选的固体。本文从叶片翼型的选择入手,对叶片数与弦长的关系进行了理论分析。实验测量了不同叶片数下的起、停风速和功率特性。结果表明:叶轮固度达到最大0.2862,启动时流速达到最小,4片叶片时太阳能烟囱发电系统的维护得到优化。
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引用次数: 1
Large-capacity and high-speed instruction cache based on divide-by-2 memory banks 基于2除存储器的大容量高速指令缓存
Q1 Engineering Pub Date : 2021-12-01 DOI: 10.1016/j.jnlest.2021.100121
Qing-Qing Li , Zhi-Guo Yu , Yi Sun , Jing-He Wei , Xiao-Feng Gu

An increase in the cache capacity is usually accompanied by a decrease in access speed. To balance the capacity and performance of caches, this paper proposes an instruction cache (ICache) architecture based on divide-by-2 memory banks (D2MB-ICache). The control circuit and memory banks of D2MB-ICache work at the central processing unit (CPU) frequency and the divide-by-2 CPU frequency, respectively, so that the capacity of D2MB-ICache can be expanded without lowering its frequency. For sequential access, D2MB-ICache can output the required instruction from memory banks per CPU cycle by dividing the memory banks with a partition mechanism and employing an inversed clock technique. For non-sequential access, D2MB-ICache will fetch certain jump instructions one or two more times, so that it can catch the jump of the request address in time and send the correct instruction to the pipeline. Experimental results show that, compared with conventional ICache, D2MB-ICaches with the same and double capacities show a maximum frequency increase by an average of 14.6% and 6.8%, and a performance improvement by an average of 10.3% and 3.8%, respectively. Moreover, the energy efficiency of 64-kB D2MB-ICache is improved by 24.3%.

缓存容量的增加通常伴随着访问速度的降低。为了平衡缓存的容量和性能,本文提出了一种基于D2MB-ICache的指令缓存(ICache)架构。D2MB-ICache的控制电路和内存组分别工作在中央处理器(CPU)频率和除以2的CPU频率,因此可以在不降低频率的情况下扩展D2MB-ICache的容量。对于顺序访问,D2MB-ICache可以通过使用分区机制划分内存库并使用逆时钟技术,在每个CPU周期内从内存库输出所需的指令。对于非顺序访问,D2MB-ICache会多取一次或两次特定的跳转指令,以便及时捕捉到请求地址的跳转,并将正确的指令发送到管道。实验结果表明,与传统ICache相比,相同容量和双倍容量的d2mb -ICache的最大频率平均提高14.6%和6.8%,性能平均提高10.3%和3.8%。此外,64-kB D2MB-ICache的能源效率提高了24.3%。
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引用次数: 0
Effects of material and dimension on TCF, frequency, and Q of radial contour mode AlN-on-Si MEMS resonators 材料和尺寸对硅MEMS谐振腔径向轮廓模AlN的TCF、频率和Q的影响
Q1 Engineering Pub Date : 2021-12-01 DOI: 10.1016/j.jnlest.2021.100120
Thi Dep Ha

This paper investigates the effects of material and dimension parameters on the frequency splitting, frequency drift, and quality factor (Q) of aluminium nitride (AlN)-on-n-doped/pure silicon (Si) microelectromechanical systems (MEMS) disk resonators through analysis and simulation. These parameters include the crystallographic orientation, dopant, substrate thickness, and temperature. The resonators operate in the elliptical, higher order, and flexural modes. The simulation results show that i) the turnover points of the resonators exist at 55 ​°C, –50 ​°C, 40 ​°C, and –10 ​°C for n-doped silicon with the doping concentration of 2 ​× ​1019 ​cm–3 and the Si thickness of 3.5 ​μm, and these points are shifted with the substrate thickness and mode variations; ii) compared with pure Si, the modal-frequency splitting for n-doped Si is higher and increases from 5% to 10% for all studied modes; iii) Q of the resonators depends on the temperature and dopant. Therefore, the turnover, modal-frequency splitting, and Q of the resonators depend on the thickness and material of the substrate and the temperature. This work offers an analysis and design platform for high-performance MEMS gyroscopes as well as oscillators in terms of the temperature compensation by n-doped Si.

通过分析和仿真,研究了材料参数和尺寸参数对氮化铝(AlN)-氮掺杂/纯硅(Si)微机电系统(MEMS)圆盘谐振器的分频、频漂和品质因子(Q)的影响。这些参数包括晶体取向、掺杂物、衬底厚度和温度。谐振器在椭圆、高阶和弯曲模式下工作。仿真结果表明:1)当掺杂浓度为2 × 1019 cm-3、Si厚度为3.5 μm时,n掺杂硅在55°C、-50°C、40°C和-10°C时,谐振腔的翻转点存在,且这些点随衬底厚度和模式的变化而发生位移;ii)与纯Si相比,n掺杂Si的模频分裂更高,所有模式的模频分裂从5%增加到10%;iii)谐振腔的Q值取决于温度和掺杂剂。因此,谐振器的周转率、模频分裂和Q取决于衬底的厚度和材料以及温度。这项工作为高性能MEMS陀螺仪和振荡器的n掺杂温度补偿提供了一个分析和设计平台。
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引用次数: 0
Impact of fiber dispersion on the performance of entanglement-based dispersive optics quantum key distribution 光纤色散对基于纠缠色散光学量子密钥分配性能的影响
Q1 Engineering Pub Date : 2021-12-01 DOI: 10.1016/j.jnlest.2021.100119
Jing-Yuan Liu , Xu Liu , Wei Zhang , Yi-Dong Huang

Dispersive optics quantum key distribution (DO-QKD) based on energy-time entangled photon pairs is an important QKD scheme. In DO-QKD, the arrival time of photons is used in key generation and security analysis, which would be greatly affected by fiber dispersion. In this work, we established a theoretical model of the entanglement-based DO-QKD system, considering the protocol, physical processes (such as fiber transmission and single-photon detection), and the analysis of security tests. Based on this theoretical model, we investigate the influence of chromatic dispersion introduced by transmission fibers on the performance of DO-QKD. By analyzing the benefits and costs of dispersion compensation, the system performance under G.652 and G.655 optical fibers are shown, respectively. The results show that dispersion compensation is unnecessary for DO-QKD systems in campus networks and even metro networks. Whereas, it is still required in DO-QKD systems with longer fiber transmission distances.

基于能量-时间纠缠光子对的色散光学量子密钥分配(DO-QKD)是一种重要的量子密钥分配方案。在DO-QKD中,光子到达时间用于密钥生成和安全性分析,光纤色散对光子到达时间的影响很大。在这项工作中,我们建立了基于纠缠的DO-QKD系统的理论模型,考虑了协议、物理过程(如光纤传输和单光子检测)以及安全测试分析。基于该理论模型,我们研究了传输光纤引入的色散对DO-QKD性能的影响。通过分析色散补偿的效益和成本,分别给出了在G.652和G.655光纤下的系统性能。结果表明,在校园网甚至城域网中,DO-QKD系统不需要色散补偿。然而,在光纤传输距离较长的DO-QKD系统中仍然需要它。
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引用次数: 2
期刊
Journal of Electronic Science and Technology
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