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A novel optical burst switching architecture for high speed networks 被引量:2
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作者 Amit Kumar Garg R.S.Kaler 《Chinese Optics Letters》 SCIE EI CAS CSCD 2008年第11期807-811,共5页
A novel optical burst switching (OBS) high speed network architecture has been proposed. To verify its feasibility and evaluate its performance, just-enough-time (JET) signaling has been considered as a high perfo... A novel optical burst switching (OBS) high speed network architecture has been proposed. To verify its feasibility and evaluate its performance, just-enough-time (JET) signaling has been considered as a high performance protocol. In the proposed architecture, to avoid burst losses, firstly, a short-prior- confirmation-packet (SPCP) is sent over the control channel that simulates the events that the actual packet will experience. Once SPCP detects a drop at any of the intermediate nodes, the actual packet is not sent but the process repeats. In order to increase network utilization, cost effectiveness and to overcome some limitations of conventional OBS, inherent codes (e.g., orthogonal optical codes (OOC)), which are codified only in intensity, has been used. Through simulations, it shows that a decrease in burst loss probability, cost effectiveness and a gain in processing time are obtained when optical label processing is used as compared with electronic processing. 展开更多
关键词 NODE OBS A novel optical burst switching architecture for high speed networks LENGTH high
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Evolution and spatial characteristics of tourism field strength of cities linked by high-speed rail (HSR) network in China 被引量:7
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作者 WANG Degen NIU Yu +3 位作者 SUN Feng WANG Kaiyong QIAN Jia LI Feng 《Journal of Geographical Sciences》 SCIE CSCD 2017年第7期835-856,共22页
Traffic is an indispensable prerequisite for a tourism system. The "four vertical and four horizontal" HSR network represents an important milestone of the "traffic revolution" in China. It will affect the spatial... Traffic is an indispensable prerequisite for a tourism system. The "four vertical and four horizontal" HSR network represents an important milestone of the "traffic revolution" in China. It will affect the spatial pattern of tourism accessibility in Chinese cities, thus substan- tially increasing their power to attract tourists and their radiation force. This paper examines the evolution and spatial characteristics of the power to attract tourism of cities linked by China's HSR network by measuring the influence of accessibility of 338 HSR-linked cities using GIS analysis. The results show the following. (1) The accessibility of Chinese cities is optimized by the HSR network, whose spatial pattern of accessibility exhibits an obvious traf- fic direction and causes a high-speed rail-corridor effect. (2) The spatial pattern of tourism field strength in Chinese cities exhibits the dual characteristics of multi-center annular diver- gence and dendritic diffusion. Dendritic diffusion is particularly more obvious along the HSR line. The change rate of urban tourism field strength forms a high-value corridor along the HSR line and exhibits a spatial pattern of decreasing area from the center to the outer limit along the HSR line. (3) The influence of the higher and highest tourism field strength areas along the HSR line is most significant, and the number of cities that distribute into these two types of tourism field strengths significantly increases: their area expands by more than 100% HSR enhances the tourism field strength value of regional central cities, and the radiation range of tourism attraction extends along the HSR line. 展开更多
关键词 high-speed rail network tourism field strength spatial pattern EVOLUTION China
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Cascading Delays for the High-Speed Rail Network Under Different Emergencies:A Double Layer Network Approach 被引量:1
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作者 Xingtang Wu Mingkun Yang +3 位作者 Wenbo Lian Min Zhou Hongwei Wang Hairong Dong 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2023年第10期2014-2025,共12页
High-speed rail(HSR) has formed a networked operational scale in China. Any internal or external disturbance may deviate trains’ operation from the planned schedules, resulting in primary delays or even cascading del... High-speed rail(HSR) has formed a networked operational scale in China. Any internal or external disturbance may deviate trains’ operation from the planned schedules, resulting in primary delays or even cascading delays on a network scale. Studying the delay propagation mechanism could help to improve the timetable resilience in the planning stage and realize cooperative rescheduling for dispatchers. To quickly and effectively predict the spatial-temporal range of cascading delays, this paper proposes a max-plus algebra based delay propagation model considering trains’ operation strategy and the systems’ constraints. A double-layer network based breadth-first search algorithm based on the constraint network and the timetable network is further proposed to solve the delay propagation process for different kinds of emergencies. The proposed model could deal with the delay propagation problem when emergencies occur in sections or stations and is suitable for static emergencies and dynamic emergencies. Case studies show that the proposed algorithm can significantly improve the computational efficiency of the large-scale HSR network. Moreover, the real operational data of China HSR is adopted to verify the proposed model, and the results show that the cascading delays can be timely and accurately inferred, and the delay propagation characteristics under three kinds of emergencies are unfolded. 展开更多
关键词 Delay propagation double layer network high speed rail network max-plus algebra
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A Real-Time TCP Stream Reassembly Mechanism in High-Speed Network 被引量:3
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作者 熊兵 陈晓苏 陈宁 《Journal of Southwest Jiaotong University(English Edition)》 2009年第3期185-191,共7页
With the continual growth of the variety and complexity of network crime means, the traditional packet feature matching cannot detect all kinds of intrusion behaviors completely. It is urgent to reassemble network str... With the continual growth of the variety and complexity of network crime means, the traditional packet feature matching cannot detect all kinds of intrusion behaviors completely. It is urgent to reassemble network stream to perform packet processing at a semantic level above the network layer. This paper presents an efficient TCP stream reassembly mechanism for real-time processing of high-speed network traffic. By analyzing the characteristics of network stream in high-speed network and TCP connection establishment process, several polices for designing the reassembly mechanism are built. Then, the reassembly implementation is elaborated in accordance with the policies. Finally, the reassembly mechanism is compared with the traditional reassembly mechanism by the network traffic captured in a typical gigabit gateway. Experiment results illustrate that the reassembly mechanism is efficient and can satisfy the real-time property requirement of traffic analysis system in high-speed network. 展开更多
关键词 TCP stream reassembly high-speed network Real-time property Reassembly policy
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A Genetic Based Fuzzy Q-Learning Flow Controller for High-Speed Networks 被引量:2
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作者 Xin LI Yuanwei JING +1 位作者 Nan JIANG Siying ZHANG 《International Journal of Communications, Network and System Sciences》 2009年第1期84-89,共6页
For the congestion problems in high-speed networks, a genetic based fuzzy Q-learning flow controller is proposed. Because of the uncertainties and highly time-varying, it is not easy to accurately obtain the complete ... For the congestion problems in high-speed networks, a genetic based fuzzy Q-learning flow controller is proposed. Because of the uncertainties and highly time-varying, it is not easy to accurately obtain the complete information for high-speed networks. In this case, the Q-learning, which is independent of mathematic model, and prior-knowledge, has good performance. The fuzzy inference is introduced in order to facilitate generalization in large state space, and the genetic operators are used to obtain the consequent parts of fuzzy rules. Simulation results show that the proposed controller can learn to take the best action to regulate source flow with the features of high throughput and low packet loss ratio, and can avoid the occurrence of congestion effectively. 展开更多
关键词 high-speed network Flow Control FUZZY Q-LEARNING GENETIC OPERATOR
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Sensitivity analysis of distributed parameter elements in high-speed circuit networks
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作者 Lei DOU Zhiquan WANG 《控制理论与应用(英文版)》 EI 2007年第1期53-56,共4页
This paper presents an analysis method, based on MacCormack's technique, for the evaluation of the time domain sensitivity of distributed parameter elements in high-speed circuit networks. Sensitivities can be calcul... This paper presents an analysis method, based on MacCormack's technique, for the evaluation of the time domain sensitivity of distributed parameter elements in high-speed circuit networks. Sensitivities can be calculated from electrical and physical parameters of the distributed parameter elements. The proposed method is a direct numerical method of time-space discretization and does not require complicated mathematical deductive process. Therefore, it is very convenient to program this method. It can be applied to sensitivity analysis of general transmission lines in linear or nonlinear circuit networks. The proposed method is second-order-accurate. Numerical experiment is presented to demonstrate its accuracy and efficiency. 展开更多
关键词 Sensitivity analysis Distributed parameter Multiconductor transmission fines high-speed circuit networks MacCormack method
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Analysis of Dual-Core Type City and Its Hinterland Contact Pattern under the Background of High-Speed Rail Networking—Urban Agglomeration in Zhejiang Province as an Example
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作者 Xiaohong Ren 《Journal of Transportation Technologies》 2016年第4期207-217,共12页
Under the background of high-speed rail networking, this paper uses the passenger trains, the type and direction of the railway via Hang Yong and its extension road line, to construct adsorption and dependency index a... Under the background of high-speed rail networking, this paper uses the passenger trains, the type and direction of the railway via Hang Yong and its extension road line, to construct adsorption and dependency index among cities, depict the contact pattern between the Hang Yong dual-core and its hinterland, measure the “net effect” that two center cities (Hangzhou, Ningbo) have on their hinterland, and estimate population agglomeration potential and future possible population flows of Zhejiang Province and the main sample cities. The result shows that, compared with Ningbo, Hangzhou has stronger radiation force to the vast majority of sample cities, and the sample cities affected more by Ningbo mainly concentrates in Ningbo-Taizhou-Wenzhou along;in addition, the sample cities such as Hangzhou, Ningbo and so on show better population agglomeration, then the population “scramble” phenomenon between cities has begun to appear. 展开更多
关键词 high-speed Rail networking Contact Pattern Measurement
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Challenges of the Performance Standards of the International Finance Corporation in Financing the African Integrated High-Speed Railway Network and the Way Forward: The Case of Standard Gauge Railway in Tanzania
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作者 Emmanuele Elifadhili Mchome Uwezo Wilbard Nzoya 《Journal of Transportation Technologies》 2023年第4期772-788,共17页
Financing of the African Integrated High-Speed Railway Network (AIHSRN) through Standard Gauge Railway (SGR) Projects is very expensive. As a result, most of the African countries seek financial supports from the Inte... Financing of the African Integrated High-Speed Railway Network (AIHSRN) through Standard Gauge Railway (SGR) Projects is very expensive. As a result, most of the African countries seek financial supports from the International Financial Institutions (IFIs). However, conditions provided by the IFIs through the Performance Standards (PS) of the International Financial Corporation (IFC) increase cost of the projects and thus, it becomes a burden to most of the African countries. This study aimed to explore the causes of IFC-PS through the SGR Projects that escalate costs and how to address them. The Tanzania SGR Lot 1 Project that covered 205 km from Dar es Salaam to Morogoro was selected as a case study. The methods used for data collection involved literature review, focus group discussions and interviews. The results and findings show a gap between the IFC-PS and the National Laws and Regulations that escalates costs of the projects if funds from the IFIs were to be secured. To bridge the gap, it is recommended that the African countries should engage into negotiations with the IFIs to agree to waive IFC-PS conditions that escalate costs provided they are adequately covered in the national laws and regulations;engagement of locally established national and regional financial institutions;and the responsible government institutions in the African countries should sit together for assessment and review of the IFC-PS against the national laws and regulations. 展开更多
关键词 African Integrated high-speed Railway network International Financial Institutions Standard Gauge Railway Performance Standards
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High-Performance Network Communications for CSCW
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作者 宋军 顾冠群 《Journal of Southeast University(English Edition)》 EI CAS 1996年第2期7-12,共6页
Computer supported cooperative work as a new multi disciplinary research area, brings a lot of new challenges for the computer technologies. Having analyzed the CSCW applications by using the groupware space time mat... Computer supported cooperative work as a new multi disciplinary research area, brings a lot of new challenges for the computer technologies. Having analyzed the CSCW applications by using the groupware space time matrix, we conclude that the communicatio 展开更多
关键词 CSCW high speed network MULTIMEDIA high performance COMMUNICATIONS platform
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Study on Factors Affecting the Structure of High Speed Steel Ingot Produced by ESR 被引量:1
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作者 Li Zhengbang Che Xiangqian 《Journal of Iron and Steel Research International》 SCIE EI CAS CSCD 1996年第1期1-4,共4页
The influence of the metal pool depth and the local solidification time on the structure of high speed steel ingot produced by electroslag remelting (ESR) process has been studied by measuring the dendritic arm spacin... The influence of the metal pool depth and the local solidification time on the structure of high speed steel ingot produced by electroslag remelting (ESR) process has been studied by measuring the dendritic arm spacing and the size of the carbides. It is shown that the metal pool depth is a factor that influences the uniformity of the ESR ingot structure and not only the dendritic arm spacing, but also the size of the carbides can be influenced by the local solidification time in the solidification process of the ingot. The relationship between the melting rate during ESR process and the local solidification time has been studied. It is shown that there is an optimum melting rate at which the local solidification time is minimum as a result of the combination of the influence of the melt rate on the width of the local mushy zone and on the local solidification rate. The influence of the inoculants on the solidification structure of high speed steel produced by ESR has been studied and it is shown that the size of the grain can be significantly reduced by inoculation process. 展开更多
关键词 high speed steel electroslag remelting carbide network ledeburite size INOCULANT
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ANALYSIS OF THE TRANSMISSION PROPERTIES OF TAPERED MUTLICONDUCTOR INTERCONNECTING BUSES IN HIGH-SPEED INTEGRATED CIRCUITS
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作者 王秉中 《Journal of Electronics(China)》 1994年第1期22-27,共6页
Analysis approach and formulas for the transmission properties of uniform multicon-ductor interconnecting buses in high-speed integrated circuits are presented in this article. And further, by using a network approach... Analysis approach and formulas for the transmission properties of uniform multicon-ductor interconnecting buses in high-speed integrated circuits are presented in this article. And further, by using a network approach, a tapered bus system can be analyzed as a set of cascaded uniform buses with slightly different strip widths. Obtained results are in good agreement with the experimental data. 展开更多
关键词 high speed integrated circuit INTERCONNECTION TRANSMISSION LINES network SCATTERING PARAMETER
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Resource Allocation in D2D-Aided High-Speed Railway Wireless Communication Systems: A Matching Theory Approach
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作者 Meilin Gao Bo Ai +3 位作者 Yong Niu Zhewei Zhang YanqingXu Dapeng Li 《China Communications》 SCIE CSCD 2017年第12期87-99,共13页
With the rapid deployment of high speed railway(HSR) worldwide,both safety operation and comfort experience can be desired to evolve into a future era of intelligent transportation system.To eliminate boredom and prov... With the rapid deployment of high speed railway(HSR) worldwide,both safety operation and comfort experience can be desired to evolve into a future era of intelligent transportation system.To eliminate boredom and provide entertainment for passengers,an intranet for internal communications among passengers named as onboard social network system(SNS) is needed.In this paper,the latest progress in HSR network architectures and technology building blocks are discussed to enable the implementation of the SNS.Meanwhile,based on the device-to-device(D2 D) communication technology for proximal information interaction,SNS can be efficiently facilitated.A dynamic resource allocation algorithm is proposed to maximize the total utility of the onboard SNS,which is solved with the matching theory method.Simulation results verify the convergence and efficiency of the proposed algorithm. 展开更多
关键词 D2D high speed RAILWAY match-ing theory resource ALLOCATION social networksystem
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城市数智化转型对经济韧性的影响——来自国家智慧城市试点的证据
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作者 范雪晴 陈雯 《工业技术经济》 北大核心 2026年第1期64-77,共14页
在城市化进程中,城市治理模式的创新是中国各城市保持强劲经济韧性的内在动力。本文借助2009~2023年中国272个地级市面板数据,利用交叠DID方法探讨智慧城市试点政策如何影响城市经济韧性及其内在机制。研究发现,智慧城市建设显著提升了... 在城市化进程中,城市治理模式的创新是中国各城市保持强劲经济韧性的内在动力。本文借助2009~2023年中国272个地级市面板数据,利用交叠DID方法探讨智慧城市试点政策如何影响城市经济韧性及其内在机制。研究发现,智慧城市建设显著提升了城市经济韧性;作用机制研究表明,提高信息基础设施水平、技术创新和改善资源配置效率是智慧城市建设增强城市经济韧性的主要路径;异质性分析结果表明,对于大规模城市、非行政功能城市、资源型城市,智慧城市建设的提升效应更为显著,且较高人力资本水平和利用外资规模较小的城市可以更好地发挥政策效果。此外,高铁网络建设将智慧城市与城市通达性相结合,进一步放大了智慧城市试点政策效应,智慧城市建设还缩小了城市间的经济韧性空间差异。本文对城市新形态治理模式升级和韧性城市建设具有重要的借鉴意义。 展开更多
关键词 城市经济韧性 城市数智化 基础设施水平 技术创新 资源配置效率 高铁网络建设 城市通达性 城市治理
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基于Copula-network的相依部件系统可靠性计算 被引量:2
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作者 李莉洁 贾利民 +1 位作者 王艳辉 秦勇 《中国安全科学学报》 CAS CSCD 北大核心 2016年第6期63-68,共6页
为解决传统系统可靠性的理论计算结果与实际不符合的问题,开展部件关联的系统可靠性网络化表征与计算研究。通过分析系统部件间的作用关系,以部件为节点,部件间作用关系为边,运用网络模型表征部件关联的复杂系统,重点研究利用部件的服... 为解决传统系统可靠性的理论计算结果与实际不符合的问题,开展部件关联的系统可靠性网络化表征与计算研究。通过分析系统部件间的作用关系,以部件为节点,部件间作用关系为边,运用网络模型表征部件关联的复杂系统,重点研究利用部件的服役行为信息,实现部件关联系统的可靠性分析。基于此,将多元Copula函数引入系统可靠性的计算中,建立基于Copula理论的可靠性网络模型及其数学表达;根据节点输入和输出情况差异,分情况计算部件关联系统可靠性;以高速列车转向架系统为背景,应用所建立方法并验证其有效性。结果表明,用基于Copula理论的部件关联系统可靠性网络化表征与计算方法,可对高速列车转向架系统可靠性进行有效分析与估计,为用网络评估复杂机电系统可靠性提供一种新方法。 展开更多
关键词 系统可靠性 COPULA函数 部件关联 网络模型 高速列车
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Evacuated tube transport technologies (ET3)^(tm):a maximum value global transportation network for passengers and cargo 被引量:27
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作者 Daryl OSTER Masayuki KUMADA Yaoping ZHANG 《Journal of Modern Transportation》 2011年第1期42-50,共9页
Evacuated Tube Transport Technologies (ET3) offers the potential for more than an order of magnitude improvement in transportation efficiency, speed, cost, and effectiveness. An ET3 network may be optimized to susta... Evacuated Tube Transport Technologies (ET3) offers the potential for more than an order of magnitude improvement in transportation efficiency, speed, cost, and effectiveness. An ET3 network may be optimized to sustainably displace most global transportation by car, ship, truck, train, and jet aircraft. To do this, ET3 standards should adhere to certain key principals: maximum value through efficiency, reliability, and simplicity; equal consideration for passenger and cargo loads; optimum size; high speed/high frequency operation; demand oriented; random accessibility; scalability; high granularity; automated control; full speed passive switching; open standards of implementation; and maximum use of existing capacities, materials, and processes. 展开更多
关键词 evacuated tube transport energy-savings high speed CARGO PASSENGER optimization GLOBAL network
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基于生成对抗网络和卷积神经网络的高速铁路地震预警干扰信号识别方法 被引量:1
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作者 宋晋东 栾世成 +7 位作者 李山有 马强 孙文韬 刘赫奕 周学影 姚鹍鹏 黄鹏杰 朱景宝 《中国铁道科学》 北大核心 2025年第1期225-232,共8页
为提升高速铁路地震预警系统中地震事件识别的可靠性,提出基于生成对抗网络(GAN)和卷积神经网络(CNN)的高速铁路地震预警干扰信号识别方法。首先,通过GAN对打夯干扰信号进行数据增强,以实现数据平衡;其次,设计并构建GAN-CNN打夯干扰信... 为提升高速铁路地震预警系统中地震事件识别的可靠性,提出基于生成对抗网络(GAN)和卷积神经网络(CNN)的高速铁路地震预警干扰信号识别方法。首先,通过GAN对打夯干扰信号进行数据增强,以实现数据平衡;其次,设计并构建GAN-CNN打夯干扰信号识别模型,并对其进行训练和测试;最后,通过对比试验,验证该模型在干扰信号识别中的有效性和准确性。结果表明:与未使用GAN进行数据增强的情况相比,所提方法识别打夯干扰信号和地震事件信号的准确率分别为99.60%和100%,性能显著提升;此外,GANCNN模型的交并比、准确率、召回率和综合能力评价指标也得到提高。该方法可为高速铁路地震预警干扰信号识别提供参考。 展开更多
关键词 地震预警 高速铁路 卷积神经网络 生成对抗网络 打夯干扰信号
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基于改进YOLOv5的降雪天气高速列车障碍物检测 被引量:1
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作者 马晓君 王栋 +1 位作者 刘德胜 梁晨 《计算机仿真》 2025年第1期155-161,451,共8页
针对降雪天气造成的铁路场景不清晰,以及遮挡造成的目标误检率等问题,提出了一种基于改进的YOLOv5的铁路障碍物入侵检测网络模型。在原有算法基础上引入坐标注意力检测机制,提高特征的提取能力,增强对遮挡目标及小目标的检测能力;提出Fo... 针对降雪天气造成的铁路场景不清晰,以及遮挡造成的目标误检率等问题,提出了一种基于改进的YOLOv5的铁路障碍物入侵检测网络模型。在原有算法基础上引入坐标注意力检测机制,提高特征的提取能力,增强对遮挡目标及小目标的检测能力;提出Focal-SIoU边界框回归损失函数,加快训练的收敛速度并提升预测框的定位精度;引入RepGFPN提高网络的检测速度,保证识别的实时性。在数据集RD和VOC 2012上的实验结果表明,提出的算法与原YOLOv5算法相比,mAP_(@0.5)分别提高了6.1%和2%,检测速度分别达到64FPS和67FPS,表明提出的算法可以在降雪的天气下快速、准确地检测出障碍物。 展开更多
关键词 复杂天气 障碍物识别 高速列车 神经网络
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高铁流视角下长三角城市网络结构时空演变研究 被引量:1
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作者 秦育罗 张丽 《地理空间信息》 2025年第3期54-57,80,共5页
高铁的发展压缩了区域的时空距离,改变了城市网络的空间格局,高铁流逐渐成为城市网络研究的重要视角。以“十二五”、“十四五”规划开局之年为研究节点,利用社会网络分析法,从高铁流视角探讨了长三角城市网络结构的时空演变特征。结果... 高铁的发展压缩了区域的时空距离,改变了城市网络的空间格局,高铁流逐渐成为城市网络研究的重要视角。以“十二五”、“十四五”规划开局之年为研究节点,利用社会网络分析法,从高铁流视角探讨了长三角城市网络结构的时空演变特征。结果表明:①长三角基本实现高铁城市全覆盖,网络规模不断扩大,网络密度有序提升,省内和省际联系均达到了较高水平;②高铁网络的发展经历了发育期、青春期,走向成年期,网络集聚程度减弱且趋于稳定,呈以省会为核心的多中心、均衡化多极网络模式;③高铁网络城市联系稠密化趋势明显,沪宁、沪杭、宁杭线形成了稳定的三角形结构,使得更复杂的城市网络结构取代了轴线式联系形态。 展开更多
关键词 高铁流 城市网络结构 时空演变 社会网络分析
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高速铁路发展促进了城市蔓延吗?——高铁开通与高铁网络视角
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作者 李强 王亚仓 《安徽大学学报(哲社版)》 北大核心 2025年第6期139-152,共14页
高速铁路的快速发展是近年来我国经济社会发展的显著特征之一,城市蔓延是世界各国城市化进程中普遍存在的难解之题,那么,高速铁路将如何影响城市蔓延?从高铁开通和高铁网络双重视角深入剖析高速铁路发展影响城市蔓延的内在机制,基于长... 高速铁路的快速发展是近年来我国经济社会发展的显著特征之一,城市蔓延是世界各国城市化进程中普遍存在的难解之题,那么,高速铁路将如何影响城市蔓延?从高铁开通和高铁网络双重视角深入剖析高速铁路发展影响城市蔓延的内在机制,基于长江经济带2003一2021年108个城市面板数据的实证检验表明:高速铁路发展加剧了城市蔓延式扩张,这种影响在长江经济带上游、中游区域以及非核心城市的表现尤为突出;进一步研究发现,土地出让金上涨是高速铁路发展影响城市蔓延的重要传导机制;考虑空间外溢效应的研究表明,高铁开通和高铁网络对城市蔓延的影响具有显著的空间溢出效应,其中高铁网络的溢出效应更为明显。因此,建议进一步优化高铁站点布局和城市用地结构,促进人口合理有序流动,引导城市理性扩张。 展开更多
关键词 高铁开通 高铁网络 城市蔓延 夜间灯光数据
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基于区间预测的高速列车无线网络控制时延补偿方法
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作者 刘洋 李帅 李常贤 《铁道学报》 北大核心 2025年第5期77-88,共12页
为了降低高速列车无线网络控制数据传输时延对列车运行控制稳定性的影响,以搭建的列车无线网络控制实验台采集的时延数据作为试验数据,采用自适应噪声完备集合经验模态分解(CEEMDAN)和小波包分解(WPD)对其进行预处理,以降低时延序列的... 为了降低高速列车无线网络控制数据传输时延对列车运行控制稳定性的影响,以搭建的列车无线网络控制实验台采集的时延数据作为试验数据,采用自适应噪声完备集合经验模态分解(CEEMDAN)和小波包分解(WPD)对其进行预处理,以降低时延序列的复杂度;利用天鹰算法优化的长短期记忆神经网络(AO-LSTM)对处理后的时延数据进行点预测,并在此基础上,采用非参数核密度估计对时延进行区间预测;通过引入观测器,设计一种改进的自适应滑模控制算法对列车运行进行控制,同时对时延进行补偿。采用Matlab软件对列车运行控制进行仿真,仿真结果表明:在90%和95%置信度下,相较反向传播(BP)和Elman神经网络方法,提出的时延补偿方法的区间平均覆盖率更高;在短时延和长时延干扰下,相比模糊PID控制和反步法控制,对速度跟踪的误差更小。仿真对比分析结果显示,设计的自适应滑模控制器能对数据传输时延进行补偿,并能够对列车运行实现精准控制。 展开更多
关键词 高速列车 无线网络控制 自适应滑模控制 区间预测 时延补偿
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