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2020 IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA)最新文献

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On the Distributed Jamming System of Covert Timing Channels in 5G Networks 5G网络隐时信道分布式干扰系统研究
Fangjian Shang, Xin Li, Di Zhai, Yang Lu, Donglei Zhang, Yuwen Qian
To build the fifth generation (5G) mobile network, the sharing structure in the 5G network adopted in industries has gained great research interesting. However, in this structure data are shared among diversity networks, which introduces the threaten of network security, such as covert timing channels. To eliminate the covert timing channel, we propose to inject noise into the covert timing channel. By analyzing the modulation method of covert timing channels, we design the jamming strategy on the covert channel. According to the strategy, the interference algorithm of the covert timing channel is designed. Since the interference algorithm depends heavily on the memory, we construct a distributing jammer. Experiments results show that these covert time channel can be blocked under the distributing jammer.
为了构建第五代(5G)移动网络,各行业采用的5G网络共享结构引起了极大的研究兴趣。然而,在这种结构中,数据在分集网络之间是共享的,这引入了网络安全的威胁,如隐蔽的时序信道。为了消除隐蔽时序信道,我们提出在隐蔽时序信道中注入噪声。通过对隐蔽定时信道调制方法的分析,设计了隐蔽定时信道的干扰策略。根据该策略,设计了隐蔽时序信道的干扰算法。由于干扰算法严重依赖于内存,我们构造了一个分布式干扰器。实验结果表明,在分布式干扰器的作用下,这些隐蔽时间信道是可以被阻挡的。
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引用次数: 1
Fault diagnosis and analysis of water temperature sensor 水温传感器故障诊断与分析
Shengbo Zhou, Bingxian Li, Bin Wang
Water temperature sensor was researched in the paper. Type of water temperature sensor was first introduced. Then, the working principle of water temperature sensor was explained comprehensively and the waveforms of two typical water temperature sensors are analyzed. At last, a logical flow chart of maintenance was put forward. It concluded that the logical flow chart in this paper can be also applied to the other sensors of engine.
本文对水温传感器进行了研究。首先介绍了水温传感器的类型。然后,全面阐述了水温传感器的工作原理,分析了两种典型水温传感器的波形。最后,提出了维护的逻辑流程图。结果表明,本文的逻辑流程图也可应用于发动机的其他传感器。
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引用次数: 0
A Improved Parameter Design Method of LCL APF Interface Filter 一种改进的LCL APF接口滤波器参数设计方法
Lin Zhou, Zhiwen Liu, Yanchao Ji, Daoyuan Ma, Jianze Wang, Lingda Li
LCL filters are widely used in public interfaces of active power filters (APF) and power grids due to their strong harmonic attenuation capabilities and the miniaturization of passive components. In order to make the LCL interface filter have low damping loss and high harmonic filtering effect, this paper chooses an improved LCL passive interface filter commonly used in APF for parameter design. Theoretical analysis and simulation comparison of performance comparison with conventional LCL-type passive interface filters are performed. The experimental results prove the feasibility and superiority of this parameter design method.
LCL滤波器由于具有较强的谐波衰减能力和无源器件的小型化,被广泛应用于有源电力滤波器(APF)和电网的公共接口中。为了使LCL接口滤波器具有低阻尼损耗和高谐波滤波效果,本文选用APF中常用的一种改进型LCL无源接口滤波器进行参数设计。对该滤波器与传统lcl型无源接口滤波器的性能进行了理论分析和仿真比较。实验结果证明了该参数设计方法的可行性和优越性。
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引用次数: 4
Design of Temperature Remote Monitoring System Based on STM32 基于STM32的温度远程监控系统设计
Zhiyuan Zhang, Y. Jin
This paper introduces the design and implementation of a remote temperature data monitoring system based on STM32. The system uses PT100 and STM32F103VET6 main control boards to collect the measured ambient temperature. Zigbee will pass the tested data through the RS232 interface, and deliver the data to the gateway based on the MODBUS communication protocol. The gateway will upload the data to the server through the MQTT communication protocol, and the server will receive the data for caching, storage and analysis, and display it through the web page. At the same time, in order to deal with the problem of network failure, the InfluxDB standby database is deployed in the middle of the gateway.
本文介绍了一种基于STM32单片机的温度数据远程监测系统的设计与实现。系统采用PT100和STM32F103VET6主控板采集被测环境温度。Zigbee将测试数据通过RS232接口传递,并基于MODBUS通信协议将数据传送到网关。网关通过MQTT通信协议将数据上传到服务器,服务器接收数据进行缓存、存储和分析,并通过网页显示。同时,为了应对网络故障问题,在网关中间部署了InfluxDB备数据库。
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引用次数: 5
Resolve out of Vocabulary with Long Short-Term Memory Networks for Morphology 用长短期记忆网络解决词法词汇不足问题
Yun Tang, Chuanxiang Tang, Caixin Zhu
Out of vocabulary (OOV), which is a word that does not exist in a predefined vocabulary. How to deal with OOV is an important research topic in the field of natural language processing. The existence of OOV directly affects the performance of many NLP systems. For example, in some common scenarios such as machine translation, sentiment analysis, and intelligent question answering, the existence of OOV can greatly affect the key performance of the system. In recent years, with the advent of the word vector algorithm word2vec based on the principle of word morphology, the word embedding path of the NLP system has improved significantly. We combine LSTM with NLM, taking the morphemes of words as the basic processing unit, while taking into account the global context information. The results obtained are better than the existing OOV processing strategies, and the performance of commonly used NLP systems is generally improved. Finally, it is experimentally proved that our model is generally better than the existing models in the problem of unregistered word processing.
超出词汇表(OOV),即预定义词汇表中不存在的单词。如何处理面向对象语义是自然语言处理领域的一个重要研究课题。面向对象的存在直接影响到许多自然语言处理系统的性能。例如,在一些常见的场景中,如机器翻译、情感分析和智能问答,OOV的存在会极大地影响系统的关键性能。近年来,随着基于词法原理的词向量算法word2vec的出现,自然语言处理系统的词嵌入路径有了明显改善。我们将LSTM与NLM相结合,以词素为基本处理单元,同时考虑全局语境信息。所获得的结果优于现有的面向对象处理策略,并且普遍提高了常用NLP系统的性能。最后,实验证明,在未注册字处理问题上,我们的模型总体上优于现有的模型。
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引用次数: 2
Mining Technological Innovation Talents Based on Patent Index using t-SNE Algorithms*: Take the Field of Intelligent Robot as an Example 基于t-SNE算法的专利索引挖掘技术创新人才*——以智能机器人领域为例
Ning Zhao, Guohui Yang, Yang Cao
The purpose of this paper is to effectively evaluate the innovation ability and classification of technical talents in the intelligent robot field, and to be able to carry out adaptive learning and mining technical innovation talents according to the real-time change data corresponding to different indicators. Taking inventor's patent information retrieved and cleaned from DI database as research object, it constructs the evaluation index system of technological innovation talents. It reduces the dimension of the index and cluster automatically, shows the visual effect, and mines the similar technical innovation talents through t-SNE algorithm. For a large number of patent information data, machine learning algorithm improves the traditional recognition method. According to inventor similarity, automatic classification is realized. Combined with DWPI manual code mining, the corresponding innovators and members of the technical team in the intelligent robot technology field were found. According to the results of visual dimensional reduction, the specific inventors can be traced. Machine learning algorithm t-SNE can reduce dimension and analysis clustering. It breaks the limitations of artificial statistics, deals with the larger order of magnitude data, and analyzes data timely, accurate and intuitive.
本文的目的是有效评价智能机器人领域技术人才的创新能力和分类,能够根据不同指标对应的实时变化数据进行自适应学习和挖掘技术创新人才。以从DI数据库中检索整理的发明人专利信息为研究对象,构建了技术创新人才评价指标体系。该算法通过自动降维的指标和聚类,呈现视觉效果,并通过t-SNE算法挖掘相似的技术创新人才。对于大量的专利信息数据,机器学习算法改进了传统的识别方法。根据发明人相似度实现自动分类。结合DWPI手工代码挖掘,找到智能机器人技术领域相应的创新者和技术团队成员。根据视觉降维的结果,可以追踪到具体的发明者。机器学习算法t-SNE可以降维分析聚类。它打破了人工统计的局限,处理更大数量级的数据,分析数据及时、准确、直观。
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引用次数: 1
Research on the Key Technologies of Big Data Based High-speed Railway Permanent Way Data Asset Collection Platform 基于大数据的高速铁路常轨数据资产采集平台关键技术研究
Zhibo Cheng, Yanhua Wu, Taifeng Li, Zhengyang Zhao
It is of great significance to manage high-speed railway permanent way equipment data efficiently for the improvement of operational safety. This paper, by investigating the management status of high-speed railway permanent way equipment data, conducts a demand analysis on exploring big data applications of permanent way and proposes an overall framework for a High-speed Railway Permanent Way Data Asset Collection Platform based on the Railway Data Service Platform. After sorting out and designing the main functions of the platform from a technical and business perspective, this paper also researches some key technologies of the platform including data cleaning and management, full-text retrieval, and cold/warm/hot data storage strategies. Finally, this paper takes one of the highspeed railway permanent way subjects as an example, building a prototype system of the High-speed Railway Permanent Way Data Asset Collection Platform and verifies the feasibility of the overall framework and key technologies. Based on the proposed platform, performing typical permanent way equipment analysis and big data applications can provide data and decision-making support for reasonable guidance towards permanent way equipment maintenance and management.
对高速铁路常轨设备数据进行有效管理,对提高运营安全性具有重要意义。本文通过调研高速铁路常轨设备数据管理现状,对探索常轨大数据应用进行需求分析,提出了基于铁路数据服务平台的高速铁路常轨数据资产采集平台总体框架。在从技术和业务角度对平台的主要功能进行梳理和设计后,对平台的数据清洗与管理、全文检索、数据冷/暖/热存储策略等关键技术进行了研究。最后,本文以某高速铁路永久公路课题为例,构建了高速铁路永久公路数据资产采集平台的原型系统,验证了总体框架和关键技术的可行性。基于所提出的平台,开展典型永路设备分析和大数据应用,为永路设备维护管理的合理指导提供数据和决策支持。
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引用次数: 2
Research on Portable Multi-Bar Code Recognizer Based on Digital Image Processing Technology 基于数字图像处理技术的便携式多条码识别器研究
Huang Huilin, Liu Tinghui
At present, in the logistics industry, the increasing number and speed of collecting product identifications in batches is an important link to improve the production efficiency of enterprises. Based on this, this paper uses multi-computers and high-definition cameras to use digital image processing technology to achieve multiple barcode collection, identification and storage. First of all, an overview of digital image processing technology is introduced, and its main features and advantages are introduced. Then the development process and current status of barcode recognition are analyzed. Finally, a multi-barcode identifier is designed and implemented. It mainly explains its camera selection, image pre-processing, multiple image stitching, single barcode segmentation, multiple barcode positioning, and motion scanning stitching. The instrument can be easily carried and used.
目前,在物流行业中,批量收集产品标识的数量和速度的不断提高是提高企业生产效率的重要环节。基于此,本文利用多台计算机和高清摄像机,采用数字图像处理技术,实现多重条码采集、识别和存储。首先对数字图像处理技术进行了概述,介绍了数字图像处理技术的主要特点和优势。然后分析了条码识别的发展历程和现状。最后,设计并实现了一个多条码识别器。主要阐述了它的摄像头选择、图像预处理、多幅图像拼接、单幅条码分割、多幅条码定位、运动扫描拼接。该仪器便于携带和使用。
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引用次数: 0
Construction of hierarchical knowledge graph based on deep learning 基于深度学习的分层知识图谱构建
Zuquan Peng, Huazhu Song, Xiaohan Zheng, Luotianhao Yi
With the continuous deepening of knowledge graph research, more and more knowledge is softened together, and the knowledge in professional fields is also emerging. Although people can quickly identify the knowledge they need based on their needs, machines cannot. There are many problems in the organization and application of traditional graphs, such as the inaccuracy of knowledge representation, which makes it difficult to obtain. The lack of clear knowledge layers causes a lot of irrelevant knowledge to appear after the query. The chaotic structure of knowledge in the graph causes query time-consuming. Therefore, considering the different layers of knowledge representation and the knowledge used to solve complex engineering problems, we propose to divide knowledge into three layers - basic knowledge, deep knowledge, and application knowledge and an agent-based hierarchical knowledge graph construction framework and methodology. The deep learning model method is used in the classification agent to realize the automatic division of knowledge type, pass the classification results to the corresponding knowledge agent. This knowledge agent is able to construct the hierarchical knowledge graph by the same layer knowledge or cross-layer knowledge. This method of constructing the hierarchical knowledge graph has practical significance in the application of the knowledge graph, which makes the knowledge graph have a wider application and practical value.
随着知识图谱研究的不断深入,越来越多的知识被软化在一起,专业领域的知识也在不断涌现。虽然人们可以根据自己的需求快速识别出他们需要的知识,但机器却不能。传统的图在组织和应用中存在许多问题,如知识表示不准确,难以获得。由于缺乏清晰的知识层,导致查询后出现大量不相关的知识。图中知识的混沌结构导致查询时间过长。因此,考虑到知识表示的不同层次以及解决复杂工程问题所使用的知识,我们提出了将知识划分为基础知识、深度知识和应用知识三层,并提出了一种基于agent的分层知识图构建框架和方法。在分类代理中采用深度学习模型方法,实现知识类型的自动划分,将分类结果传递给相应的知识代理。该知识代理能够通过同一层知识或跨层知识构建层次知识图。这种构造层次知识图的方法在知识图的应用中具有实际意义,使知识图具有更广泛的应用和实用价值。
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引用次数: 2
Research on Attack Mechanism using Attack Surface 基于攻击面的攻击机制研究
Xinlin Liu, Jianhua Huang, Weifeng Luo, Qingming Chen, Peishan Ye, Dingbo Wang
A approach to research on the attack mechanism designs through attack surface technology due to the complexity of the attack mechanism. The attack mechanism of a mimic architecture is analyzed in a relative way using attack surface metrics to indicate whether mimic architectures are safer than non-mimic architectures. The definition of the architectures attack surface in terms of the mimic brackets along three abstract dimensions referenced the system attack surface. The larger the attack surface, the more likely the architecture will be attacked.
针对攻击机制的复杂性,提出了一种利用攻击面技术研究攻击机制设计的方法。利用攻击面度量以相对的方式分析了模拟体系结构的攻击机制,以表明模拟体系结构是否比非模拟体系结构更安全。基于三个抽象维度的模拟方括号定义的体系结构攻击面引用了系统攻击面。攻击面越大,架构受到攻击的可能性就越大。
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引用次数: 0
期刊
2020 IEEE International Conference on Artificial Intelligence and Computer Applications (ICAICA)
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