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Drive-by spatial offset detection for high-speed railway bridges based on fusion analysis of multi-source data from comprehensive inspection train
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作者 Chuang Wang Jiawang Zhan +4 位作者 Nan Zhang Yujie Wang Xinxiang Xu Zhihang Wang Zhen Ni 《Railway Engineering Science》 2026年第1期128-148,共21页
The spatial offset of bridge has a significant impact on the safety,comfort,and durability of high-speed railway(HSR)operations,so it is crucial to rapidly and effectively detect the spatial offset of operational HSR ... The spatial offset of bridge has a significant impact on the safety,comfort,and durability of high-speed railway(HSR)operations,so it is crucial to rapidly and effectively detect the spatial offset of operational HSR bridges.Drive-by monitoring of bridge uneven settlement demonstrates significant potential due to its practicality,cost-effectiveness,and efficiency.However,existing drive-by methods for detecting bridge offset have limitations such as reliance on a single data source,low detection accuracy,and the inability to identify lateral deformations of bridges.This paper proposes a novel drive-by inspection method for spatial offset of HSR bridge based on multi-source data fusion of comprehensive inspection train.Firstly,dung beetle optimizer-variational mode decomposition was employed to achieve adaptive decomposition of non-stationary dynamic signals,and explore the hidden temporal relationships in the data.Subsequently,a long short-term memory neural network was developed to achieve feature fusion of multi-source signal and accurate prediction of spatial settlement of HSR bridge.A dataset of track irregularities and CRH380A high-speed train responses was generated using a 3D train-track-bridge interaction model,and the accuracy and effectiveness of the proposed hybrid deep learning model were numerically validated.Finally,the reliability of the proposed drive-by inspection method was further validated by analyzing the actual measurement data obtained from comprehensive inspection train.The research findings indicate that the proposed approach enables rapid and accurate detection of spatial offset in HSR bridge,ensuring the long-term operational safety of HSR bridges. 展开更多
关键词 High-speed railway bridge Drive-by inspection Spatial offset multi-source data fusion Deep learning
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Safety Requirements And Inspections Methods For Insulating Components Used In Electrical Accessories
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作者 Chen Weidong Guo Chunyu 《International Journal of Technology Management》 2014年第8期43-45,共3页
This paper covers the safely requirements and inspection methods for insulating components used in electrical accessories by an analyzing the properties of the insulating components used in electrical accessories base... This paper covers the safely requirements and inspection methods for insulating components used in electrical accessories by an analyzing the properties of the insulating components used in electrical accessories based on the standard of IEC 60884. 展开更多
关键词 Electrical accessories Insulating components Safety requirements inspection methods
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A heuristic cabin-type component alignment method based on multi-source data fusion 被引量:1
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作者 Hao YU Fuzhou DU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第8期2242-2256,共15页
In cabin-type component alignment, digital measurement technology is usually adopted to provide guidance for assembly. Depending on the system of measurement, the alignment process can be divided into measurement-assi... In cabin-type component alignment, digital measurement technology is usually adopted to provide guidance for assembly. Depending on the system of measurement, the alignment process can be divided into measurement-assisted assembly(MAA) and force-driven assembly. In MAA,relative pose between components is directly measured to guide assembly, while in force-driven assembly, only contact state can be recognized according to measured six-dimensional force and torque(6 D F/T) and the process is completed based on preset assembly strategy. Aiming to improve the efficiency of force-driven cabin-type component alignment, this paper proposed a heuristic alignment method based on multi-source data fusion. In this method, measured 6 D F/T, pose data and geometric information of components are fused to calculate the relative pose between components and guide the movement of pose adjustment platform. Among these data types, pose data and measured 6 D F/T are combined as data set. To collect the data sets needed for data fusion, dynamic gravity compensation method and hybrid motion control method are designed. Then the relative pose calculation method is elaborated, which transforms collected data sets into discrete geometric elements and calculates the relative poses based on the geometric information of components.Finally, experiments are conducted in simulation environment and the results show that the proposed alignment method is feasible and effective. 展开更多
关键词 Alignment strategy Force-driven assembly Heuristic alignment method multi-source data fusion Relative pose calculation
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Inspection of aluminum alloys by a multi-frequency eddy current method 被引量:1
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作者 A.V.EGOROV V.V.POLYAKOV +4 位作者 D.S.SALITA E.A.KOLUBAEV S.G.PSAKHIE A.G.CHERNYAVSKII I.V.VOROBEI 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2015年第2期99-103,共5页
The paper proposes an experimental method of material inspection,which is based on digital processing of multi-frequency eddy current measurement data.The influences of various factors(conductivity,the gap between the... The paper proposes an experimental method of material inspection,which is based on digital processing of multi-frequency eddy current measurement data.The influences of various factors(conductivity,the gap between the sample surface and the sensor,the thickness of the sample) on the obtained hodographs are examined by taking the aluminum alloys for example,and the possibility of separation of various factors is analyzed.The results obtained are indicative of how much promise the proposed method offers for the inspection and testing of products made of aluminum alloys. 展开更多
关键词 铝合金 涡流法 检查 多频 数字处理 测量数据 电导率 传感器
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Research on the Method of Balance Sheet Quality Inspection based on the Ford Law
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作者 LI Yan LIU Xilin 《International English Education Research》 2017年第3期41-42,共2页
This paper based on Benford's Law (Benford Law), the Shanghai stock exchange 15 listed bank balance sheets for the past 5 years data for the study sample, results show that the model in the inspection report can qu... This paper based on Benford's Law (Benford Law), the Shanghai stock exchange 15 listed bank balance sheets for the past 5 years data for the study sample, results show that the model in the inspection report can quantify the quality in the process of accounting information quality comparison and has the outstanding advantages of simple, clear, this paper focuses on the Benford's law of balance sheet quality inspection method based on in our country and how to test the quality of balance sheets in the introduction and promotion. 展开更多
关键词 Ford's law balance sheet quality inspection method
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Multi-source Data-driven Identification of Urban Functional Areas:A Case of Shenyang,China 被引量:6
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作者 XUE Bing XIAO Xiao +2 位作者 LI Jingzhong ZHAO Bingyu FU Bo 《Chinese Geographical Science》 SCIE CSCD 2023年第1期21-35,共15页
Urban functional area(UFA)is a core scientific issue affecting urban sustainability.The current knowledge gap is mainly reflected in the lack of multi-scale quantitative interpretation methods from the perspective of ... Urban functional area(UFA)is a core scientific issue affecting urban sustainability.The current knowledge gap is mainly reflected in the lack of multi-scale quantitative interpretation methods from the perspective of human-land interaction.In this paper,based on multi-source big data include 250 m×250 m resolution cell phone data,1.81×105 Points of Interest(POI)data and administrative boundary data,we built a UFA identification method and demonstrated empirically in Shenyang City,China.We argue that the method we built can effectively identify multi-scale multi-type UFAs based on human activity and further reveal the spatial correlation between urban facilities and human activity.The empirical study suggests that the employment functional zones in Shenyang City are more concentrated in central cities than other single functional zones.There are more mix functional areas in the central city areas,while the planned industrial new cities need to develop comprehensive functions in Shenyang.UFAs have scale effects and human-land interaction patterns.We suggest that city decision makers should apply multi-sources big data to measure urban functional service in a more refined manner from a supply-demand perspective. 展开更多
关键词 human-land relationship multi-source big data urban functional area identification method Shenyang City
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Dynamical analysis and performance evaluation of a biped robot under multi-source random disturbances 被引量:4
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作者 Chun-Biao Gan Chang-Tao Ding Shi-Xi Yang 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2014年第6期983-994,共12页
During bipedal walking,it is critical to detect and adjust the robot postures by feedback control to maintain its normal state amidst multi-source random disturbances arising from some unavoidable uncertain factors.Th... During bipedal walking,it is critical to detect and adjust the robot postures by feedback control to maintain its normal state amidst multi-source random disturbances arising from some unavoidable uncertain factors.The radical basis function(RBF)neural network model of a five-link biped robot is established,and two certain disturbances and a randomly uncertain disturbance are then mixed with the optimal torques in the network model to study the performance of the biped robot by several evaluation indices and a specific Poincar′e map.In contrast with the simulations,the response varies as desired under optimal inputting while the output is fluctuating in the situation of disturbance driving.Simulation results from noise inputting also show that the dynamics of the robot is less sensitive to the disturbance of knee joint input of the swing leg than those of the other three joints,the response errors of the biped will be increasing with higher disturbance levels,and especially there are larger output fluctuations in the knee and hip joints of the swing leg. 展开更多
关键词 Biped robot multi-source random disturbances Sensitive parameters RBF neural network Taguchi method Performance evaluation
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Impacts of flexible obstructive working environment on dynamic performances of inspection robot for power transmission line 被引量:7
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作者 肖晓晖 吴功平 +1 位作者 杜娥 李三平 《Journal of Central South University of Technology》 2008年第6期869-876,共8页
The rigid-flexible coupling dynamic modeling and simulation of an inspection robot were conducted to study the influences of the flexible obstructive working environment i.e. overhead transmission line on the robot's... The rigid-flexible coupling dynamic modeling and simulation of an inspection robot were conducted to study the influences of the flexible obstructive working environment i.e. overhead transmission line on the robot's dynamic performance. First, considering the structure of the obstacles and symmetrical mechanism of the robot prototype, four basic subactions were abstracted to fulfill full-path kinematic tasks. Then, a multi-rigid-body dynamic model of the robot was built with Lagrange equation, whil^e a multi-flexible-body dynamic model of a span of lin~ was obtained by combining finite element method (FEM), modal synthesis method and Lagrange equation. The two subsystem models were coupled under rolling along no-obstacle segment and overcoming obstacle poses, and these simulations of three subactions along different spans of line were performed in ADMAS. The simulation results, including the coupling vibration parameters and driving moment of joint motors, show the dynamic performances of the robot along ftexibile obstructive working path: in flexible obstructive working environment, the robot can fulfill the preset motion goals; it responses slower in more flexible path; the fluctuation of robot as well as driving moment of the corresponding joint in startup and brake region is greater than that in rigid environment; the fluctuation amplitude increases with increasing working environment flexibility. 展开更多
关键词 inspection robot transmission line OBSTRUCTION rigid-flexible coupling dynamics finite element method simulation
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The evolution of central environmental protection inspection policy attention in China: An investigation based on inspection reports 被引量:1
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作者 Zhenhua Zhang Qianyu Liu +2 位作者 Yongxi Chen Shuai Shao Yating Tang 《Chinese Journal of Population,Resources and Environment》 2023年第4期203-211,共9页
The central environmental protection inspection (CEPI) system in China is a significant institutional innova‐tion in national environmental governance. The CEPI applies a joint supervision strategy to address salient... The central environmental protection inspection (CEPI) system in China is a significant institutional innova‐tion in national environmental governance. The CEPI applies a joint supervision strategy to address salient en‐vironmental issues and strictly enforce the environmental responsibilities of local governments. This study col‐lects and organizes CEPI inspection reports covering three stages that encompass the first round, the “look back”, and the second round, applying text analysis to obtain sample data and conduct statistical quantifica‐tion of word frequency in inspection reports and identify notable changes. The study explores the allocation of CEPI attention between policy objectives and the intensity of policy instruments. We determine that in con‐junction with public opinion feedback, the CEPI conducts targeted inspections and focuses more on pollutant governance, which has high severity and can be addressed quickly. The CEPI fills the gap of normalized gover‐nance with a campaign-style governance approach. Regarding the intensity of policy measures, the CEPI pri‐marily uses economic incentive policy instruments, supplemented by command-and-control and public guid‐ance approaches, advancing the sustainability of regulatory effectiveness through economic, social, and politi‐cal activities. This study extends knowledge in the field of CEPI policy priorities and implementation, expand‐ing the literature related to outcomes of environmental policy in developing countries. 展开更多
关键词 Central environmental protection inspection Text analysis method Policy attention Policy instruments Policy objectives China
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A Pipe Inspection Using a Circumferential SH-Mode Plate Wave Generated in a Pipe by an Electromagnetic Acoustic Transducer (EMAT)
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作者 Riichi Murayama Hideo Nishino 《World Journal of Engineering and Technology》 2018年第3期671-683,共13页
Inspection of a pipeline is essential for the safe use of such facilities. A trial sensor using an electromagnetic acoustic transducer (EMAT), which can generate the SH-mode plate wave propagating in the circumferenti... Inspection of a pipeline is essential for the safe use of such facilities. A trial sensor using an electromagnetic acoustic transducer (EMAT), which can generate the SH-mode plate wave propagating in the circumferential direction, has been developed to realize this objective. It consists of a circulating electromagnetic induction coil around the pipe and many permanent magnets arranged on the surface of the pipe in the circumferential direction. It is postulated that the intensity of the SH-mode plate wave propagating in the circumferential direction is dependent on any defects in the circumferential direction. A resonance method was then utilized to obtain a stronger received signal. As a result, it was confirmed that the resonance status can be detected. The relationship between the signal intensity and the pipe thickness was then evaluated. It was confirmed that the wall thickness of about 20% can be detected under a static condition. Finally, a moving test has been executed by using an axially traveling device manufactured by trial. The test pipes with different sizes of drilled holes were prepared. The change in the received signal intensity according to different sizes of the drilled holes was successfully detected. 展开更多
关键词 SH-Mode Plate Wave EMAT PIPE NONDESTRUCTIVE inspection RESONANCE method
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Red Tide Information Extraction Based on Multi-source Remote Sensing Data in Haizhou Bay
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作者 LU Xia JIAO Ming-lian 《Meteorological and Environmental Research》 CAS 2011年第8期78-81,共4页
[Objective] The aim was to extract red tide information in Haizhou Bay on the basis of multi-source remote sensing data.[Method] Red tide in Haizhou Bay was studied based on multi-source remote sensing data,such as IR... [Objective] The aim was to extract red tide information in Haizhou Bay on the basis of multi-source remote sensing data.[Method] Red tide in Haizhou Bay was studied based on multi-source remote sensing data,such as IRS-P6 data on October 8,2005,Landsat 5-TM data on May 20,2006,MODIS 1B data on October 6,2006 and HY-1B second-grade data on April 22,2009,which were firstly preprocessed through geometric correction,atmospheric correction,image resizing and so on.At the same time,the synchronous environment monitoring data of red tide water were acquired.Then,band ratio method,chlorophyll-a concentration method and secondary filtering method were adopted to extract red tide information.[Result] On October 8,2005,the area of red tide was about 20.0 km2 in Haizhou Bay.There was no red tide in Haizhou bay on May 20,2006.On October 6,2006,large areas of red tide occurred in Haizhou bay,with area of 436.5 km2.On April 22,2009,red tide scattered in Haizhou bay,and its area was about 10.8 km2.[Conclusion] The research would provide technical ideas for the environmental monitoring department of Lianyungang to implement red tide forecast and warning effectively. 展开更多
关键词 Haizhou Bay Red tide monitoring region multi-source remote sensing data Secondary filtering method Band ratio method Chlorophyll-a concentration method China
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Inspection-replacement policy of system under predictive maintenance
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作者 LIU Bao-you FANG You-tong +1 位作者 WEI Jin-xiang WANG Yong-liang 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第3期495-500,共6页
In general, every system is in one of the three states: normal, abnormal, or failure state. When the system is diagnosed as abnormal state, it needs predictive maintenance, lfthe system fails, an identical new one wi... In general, every system is in one of the three states: normal, abnormal, or failure state. When the system is diagnosed as abnormal state, it needs predictive maintenance, lfthe system fails, an identical new one will replace it. The predictive maintenance cannot make the system "as good as new". Under these assumptions, the reliability index and the inspection-replacement policy of a system were studied. The explicit expression of the reliability index and the average income rate (i.e., the long-run average income per unit time) are derived by using probability analysis and vector Markov process method. The criterion of feasibility for the optimal inspection-replacement policy under the maximum average income rate is obtained. The numerical example shows the optimal inspection-replacement policy can raise the average income rate when the optimal inspection-replacement policy is feasible. 展开更多
关键词 lnspection-replacement policy. inspection and diagnosis. Monotone stochastic process. Reliability index Vector Markov process method
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Brief Analysis of Common Faults and Maintenance Methods of Speed Governor of Hydropower Station
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作者 WANGShilong 《外文科技期刊数据库(文摘版)工程技术》 2022年第6期053-056,共4页
With the continuous development of peoples life, the requirements for the quality of life are getting better and better, especially for the living environment and green development. In order to protect the environment... With the continuous development of peoples life, the requirements for the quality of life are getting better and better, especially for the living environment and green development. In order to protect the environment and take the path of green development, it is necessary to change the source of energy. Hydropower is favored by people with its advantages of environmental protection. The wide application of hydropower also promotes the increasing number of hydropower stations. The number of hydropower stations in China is large, but the service time of hydropower stations is relatively short, and there are still some problems in many aspects. Governor is an indispensable device for hydropower generation, which plays an irreplaceable role in hydropower generation. Once there is a problem with the governor of hydropower station, it will affect the whole power station. In order to reduce the impact of the governor failure of hydropower station, we must analyze the common faults of the governor of hydropower station, and prepare the corresponding maintenance plan for these common faults, which can be repaired quickly in case of failure, so as to minimize the impact on the hydropower station as far as possible. This paper briefly analyzes the common faults and maintenance methods of the governor of hydropower station. 展开更多
关键词 hydropower station speed regulator common faults inspection method maintenance methods
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Application of geophysical methods in fine detection of urban concealed karst:A case study of Wuhan City,China
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作者 Dao-han Liu Lei Wang +3 位作者 Lei Liu Jun-jie Xu Jian-qiang Wu Pan Liu 《China Geology》 CAS CSCD 2024年第3期517-532,共16页
The construction of modern livable cities faces challenges in karst areas,including ground collapse and engineering problems.Wuhan,with a population of 13.74×10^(6) and approximately 1161 km^(2)of soluble rocks i... The construction of modern livable cities faces challenges in karst areas,including ground collapse and engineering problems.Wuhan,with a population of 13.74×10^(6) and approximately 1161 km^(2)of soluble rocks in the urban area of 8569.15 km^(2),predominantly consists of concealed karst areas where occasional ground collapse events occur,posing significant threats to underground engineering projects.To address these challenges,a comprehensive geological survey was conducted in Wuhan,focusing on major karstrelated issues.Geophysical methods offer advantages over drilling in detecting concealed karst areas due to their efficiency,non-destructiveness,and flexibility.This paper reviewed the karst geological characteristics in Wuhan and the geophysical exploration methods for karst,selected eight effective geophysical methods for field experimentation,evaluated their suitability,and proposed method combinations for different karst scenarios.The results show that different geophysical methods have varying applicability for karst detection in Wuhan,and combining multiple methods enhances detection effectiveness.The specific recommendations for method combinations provided in this study serve as a valuable reference for karst detection in Wuhan. 展开更多
关键词 Ground Penetrating Radar(GPR) Electric Resistivity Tomography(ERT) Opposing-coils Transient Electromagnetic method(OCTEM) Microtremor Array Measurements(MAM) Multi-channel Analysis of surface wave(MASW) multi-source surface wave exploration(MSSW) Electromagnetic wave CT(EM CT) Surface Nuclear Magnetic Resonance(SNMR) Concealed karst Urban geological survey engineering
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大跨斜拉桥无砟轨道空间几何形位多维评估
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作者 陈嵘 庞天棋 +4 位作者 薛旻 周俊宏 文明 王铭 吕涛 《铁道工程学报》 北大核心 2026年第1期26-31,共6页
研究目的:随着高速铁路的迅猛发展,为满足线路平顺性和跨越复杂地形的需求,大跨度桥梁被广泛应用在铁路上。由于无砟轨道与大跨度桥梁刚度相差较大,目前已出现轨道结构适应性不良、几何形位较差等问题,因此确保列车在大跨度桥上无砟轨... 研究目的:随着高速铁路的迅猛发展,为满足线路平顺性和跨越复杂地形的需求,大跨度桥梁被广泛应用在铁路上。由于无砟轨道与大跨度桥梁刚度相差较大,目前已出现轨道结构适应性不良、几何形位较差等问题,因此确保列车在大跨度桥上无砟轨道安全运行成为当前重要的议题。本文以实际工程为研究背景,以设计速度160 km/h、主跨688 m大跨度斜拉桥上无砟轨道为研究对象,从频域、时频域等维度出发,多维多角度探究轨道几何形位的平顺性。研究结论:(1)频域分析发现各工况的不平顺能量主要集中于长波频段(200 m以上),列车在跨中对轨道高低平顺性影响最大;(2)时频域分析得到跨中(里程688 m)、梁端处(里程100 m)的长波能量聚集的现象,且能量主要聚集在231.7~463.5 m及以上区段;(3)列车敏感波长与轨道主要不平顺能量波长相距较远,故列车在经过此大跨度桥时不会发生明显振动;(4)静态几何形位分析发现轨道不平顺幅值主要发生在跨中(688 m)、桥塔(344 m)区域附近;(5)对轨道动态不平顺进行分析,得到整体升温、整体降温工况下对动态不平顺的影响较大;(6)本研究结果可为大跨桥上无砟轨道优化设计提供参考。 展开更多
关键词 高速铁路 大跨度斜拉桥 无砟轨道几何形位 弦测法 小波变换 虚拟轨检
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Structural damage detection method based on information fusion technique 被引量:1
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作者 刘涛 李爱群 +1 位作者 丁幼亮 费庆国 《Journal of Southeast University(English Edition)》 EI CAS 2008年第2期201-205,共5页
Multi-source information fusion (MSIF) is imported into structural damage diagnosis methods to improve the validity of damage detection. After the introduction of the basic theory, the function model, classification... Multi-source information fusion (MSIF) is imported into structural damage diagnosis methods to improve the validity of damage detection. After the introduction of the basic theory, the function model, classifications and mathematical methods of MSIF, a structural damage detection method based on MSIF is presented, which is to fuse two or more damage character vectors from different structural damage diagnosis methods on the character-level. In an experiment of concrete plates, modal information is measured and analyzed. The structural damage detection method based on MSIF is taken to localize cracks of concrete plates and it is proved to be effective. Results of damage detection by the method based on MSIF are compared with those from the modal strain energy method and the flexibility method. Damage, which can hardly be detected by using the single damage identification method, can be diagnosed by the damage detection method based on the character-level MSIF technique. Meanwhile multi-location damage can be identified by the method based on MSIF. This method is sensitive to structural damage and different mathematical methods for MSIF have different preconditions and applicabilities for diversified structures. How to choose mathematical methods for MSIF should be discussed in detail in health monitoring systems of actual structures. 展开更多
关键词 multi-source information fusion structural damage detection Bayes method D-S evidence theory
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基于优化遗传算法的变电站巡检机器人路径规划方法研究
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作者 乔道迹 韩慧妍 +1 位作者 韩燮 曹亚明 《现代电子技术》 北大核心 2026年第6期168-173,共6页
针对现有遗传算法在路径规划中存在的不足及其产生原因展开深入研究,并进行系统的理论分析。同时,对已有的改进遗传算法进行对比研究,总结其在优化过程中存在的问题,如收敛速度慢、易陷入局部极值、自适应能力弱等。以变电站为研究对象... 针对现有遗传算法在路径规划中存在的不足及其产生原因展开深入研究,并进行系统的理论分析。同时,对已有的改进遗传算法进行对比研究,总结其在优化过程中存在的问题,如收敛速度慢、易陷入局部极值、自适应能力弱等。以变电站为研究对象,围绕巡检机器人从起点到终点的路径规划问题展开研究。首先,分析巡检场景并建立相应的环境模型;其次,对巡检方案进行优选;最后,提出有针对性的改进策略,以解决路径冗余和局部极值风险等问题。为验证所提方法的可行性,采用Matlab与ROS系统进行建模与测试。通过构建场景模型分析规划算法的执行效率,并对平面内最短且最平滑路径的目标点进行检测与设计。基于改进遗传算法的变电站巡检机器人路径规划方法,在多种复杂场景下进行了模拟实验。实验结果表明,该方法能够快速、有效地求解最短路径问题,具有较强的实用性和稳定性。 展开更多
关键词 变电站 巡检机器人 路径规划 改进遗传算法 最短路径 栅格法
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数智赋能中医望诊“广义化”发展的实用性意义研究
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作者 赵晨 罗嘉颖 +19 位作者 叶泽慧 张奥萌 张晓雨 张晓晴 胡孔法 阿孜古丽·吾拉木 韩东燃 朱疆 徐雪 王云峰 石强 余瑛 娄彦梅 杨涛 杨浩 张玫 蒋寅 李筱 张晓维 商洪才 《中国中医基础医学杂志》 2026年第3期505-509,共5页
目的达成数智中医广义望诊实用性意义的专家共识,为数智望诊装备研发明确赛道。方法运用德尔菲法。将前期文献调研、专家访谈归纳的23条数智化装备延伸中医望诊能力的实用性意义,发送给中医临床、中医诊断、医工结合、临床研究方法学、... 目的达成数智中医广义望诊实用性意义的专家共识,为数智望诊装备研发明确赛道。方法运用德尔菲法。将前期文献调研、专家访谈归纳的23条数智化装备延伸中医望诊能力的实用性意义,发送给中医临床、中医诊断、医工结合、临床研究方法学、中医心理方面的专家,请专家使用5-likert量表为每个意义的赞同程度打分。采用均值、变异系数等指标对结果进行评价,并结合专家反馈意见完善。结果本研究共进行两轮调查,每轮均纳入45名专家,第一轮和第二轮专家积极系数分别达到84.9%和95.7%。每轮德尔菲调查中,23条意义条目的专家评分均值均≥4,且变异系数<0.25。第一轮新增1条意义:呈现全息化,该意义在第二轮调查中专家评分均值均为4.42,变异系数为0.15。经两轮调查后达成24项数智化装备赋能中医望诊“广义化”发展的实用性意义共识。结论数智化装备对中医望诊的能力延伸意义已达到共识水平,实用性意义的归纳将为其研发提供方向定位和价值判断依据。 展开更多
关键词 数智中医 广义化望诊 实用性意义 德尔菲法 诊疗装备 研发赛道
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基于条件生成对抗网络的输电线路巡检图像水痕去除方法
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作者 罗龙 李岩 +3 位作者 刘荣 赵云龙 齐鹏文 张梦华 《济南大学学报(自然科学版)》 北大核心 2026年第1期75-82,共8页
为了实现高质量的输电线路巡检图像水痕去除,有效消除水痕遮盖造成的不利影响,提出一种基于条件生成对抗网络的输电线路巡检图像水痕去除方法;以有水痕原始图像作为输入,在U型网络架构基础上构建结合注意力机制的生成器,以增强生成器对... 为了实现高质量的输电线路巡检图像水痕去除,有效消除水痕遮盖造成的不利影响,提出一种基于条件生成对抗网络的输电线路巡检图像水痕去除方法;以有水痕原始图像作为输入,在U型网络架构基础上构建结合注意力机制的生成器,以增强生成器对关键水痕特征的聚焦能力,同时通过判别器对无水痕生成图像的真实性进行监督,以提升训练稳定性与无水痕生成图像的质量;按照训练集和测试集中图像对数之比为4∶1划分985对有水痕原始图像与对应无水痕真值图像,并进行水痕去除效果验证及目标检测实验。结果表明:所提出的图像水痕去除方法生成的无水痕生成图像质量显著提升,与无水痕真值图像的结构相似性指数为0.867,比采用pix2pix网络、循环生成对抗网络生成的图像更接近无水痕真值图像;应用于目标检测算法检测鸟巢、悬浮物的平均精确率相比使用有水痕原始图像的分别提升了17.2、19.1个百分点,有效改善了水痕遮盖的劣质输电线路巡检图像的检测效果。 展开更多
关键词 图像水痕去除方法 条件生成对抗网络 注意力机制 输电线路巡检图像 目标检测
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解析Q/CR 516—2025《铁路运营隧道结构状态检测方法》
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作者 宁迎智 王兆宁 +3 位作者 杨全亮 江波 安哲立 贺少辉 《铁道技术监督》 2026年第1期3-6,共4页
介绍Q/CR 516—2025《铁路运营隧道结构状态检测方法》的修订背景、修订原则和主要技术内容,以便相关人员能够准确地了解标准修订中适用范围、技术要求和检测方法等内容变化,并为现场应用Q/CR 516—2025检测铁路运营隧道结构状态提供指导。
关键词 铁路隧道 结构状态 检测方法 企业标准 解析
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