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A Multi-level Approach for Complex Fault Isolation Based on Structured Residuals 被引量:3
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作者 叶鲁彬 石向荣 梁军 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2011年第3期462-472,共11页
In industrial processes,there exist faults that have complex effect on process variables.Complex and simple faults are defined according to their effect dimensions.The conventional approaches based on structured resid... In industrial processes,there exist faults that have complex effect on process variables.Complex and simple faults are defined according to their effect dimensions.The conventional approaches based on structured residuals cannot isolate complex faults.This paper presents a multi-level strategy for complex fault isolation.An extraction procedure is employed to reduce the complex faults to simple ones and assign them to several levels.On each level,faults are isolated by their different responses in the structured residuals.Each residual is obtained insensitive to one fault but more sensitive to others.The faults on different levels are verified to have different residual responses and will not be confused.An entire incidence matrix containing residual response characteristics of all faults is obtained,based on which faults can be isolated.The proposed method is applied in the Tennessee Eastman process example,and the effectiveness and advantage are demonstrated. 展开更多
关键词 MULTI-LEVEL structured residuals principal component analysis complex fault isolation Tennessee Eastman process
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Exploration Strategies for Complex Fault Block Reservoirs in the Subei Basin 被引量:2
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作者 Liu Xiaoping Yang Xiaolan Liu Yurui 《Petroleum Science》 SCIE CAS CSCD 2007年第1期30-35,共6页
The geological background of the Subei basin is that of small relief subsidence, low geothermal gradient, multi-sedimentary hiatuses, intense reconstruction of the basin, frequent magmatic activity, and a unique combi... The geological background of the Subei basin is that of small relief subsidence, low geothermal gradient, multi-sedimentary hiatuses, intense reconstruction of the basin, frequent magmatic activity, and a unique combination of source rock and reservoir. This geological background resulted in characteristics such as many small fault blocks, multiple oil-bearing formations, scattered oil distribution, mini- to small-sized reservoirs, and difficulties in exploration. Aimed at such characteristics, an effective exploration strategy was adopted, and the oil reserves, production and economic benefits of the Jiangsu oilfield were significantly increased. This exploration strategy included understanding the hydrocarbon generation mechanism of source rocks, progressive evaluation of oil resources, comprehensive research on the faulted systems, the distribution of oil reservoirs and their controlling factors. The techniques used included integration of acquisition, processing and interpretation with 3-D seismics as the core technology, trap description and evaluation, directional drilling and cluster drilling, integration of cuttings logging, gas chromatographic logging and geochemical logging, and integration of early reservoir description and progressive exploration and development. This strategy could be guidance for other complex fault blocks. 展开更多
关键词 complex fault block petroleum exploration technical strategy Subei Basin
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Boundary integral equations for dynamic rupture propagation on vertical complex fault system in half-space:Theory
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作者 Haiming Zhang Xiaoping Rui Wenbo Zhang 《Earthquake Science》 CSCD 2010年第2期177-190,共14页
The boundary integral equation method (BIEM) is now widely used in numerical studies on earthquake rupture dynamics, and is proved to be a powerful tool to deal with problems on complex fault system. However, since ... The boundary integral equation method (BIEM) is now widely used in numerical studies on earthquake rupture dynamics, and is proved to be a powerful tool to deal with problems on complex fault system. However, since this method heavily lies on the specific forms of Green's function and only the Green's function in full-space has a closed analytic expression, it is usually limited to a full-space medium. In this study, as a first step to extend this method to an arbitrary complex fault system in half-space, the boundary integral equations (BIEs) for dynamic strike-slip on vertical complex fault system in half-space are derived based on exact Green's function for isotropic and homogeneous half-space. Effect of the geometry of the complex fault system are dealt with carefully. Final BIEs is composed of two parts: contribution from full-space, which has been thoroughly investigated by Aochi and his co-workers by using the Green's function for full-space, and that from free surface, which is studied in detail in this study. 展开更多
关键词 seismic source dynamics boundary integral equation complex fault system free surface
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Farewell faults in complex fault blocks with multi-technological integration
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作者 YANG Guang-lin HU Xiao-hui YAN Jing-hua 《Journal of China University of Mining and Technology》 EI 2008年第2期229-231,共3页
In the middle and second half of oilfield development,further exploration and development of petroleum reservoirs in complex fault blocks are major tasks.Based on the characteristics of fully developed farewell faults... In the middle and second half of oilfield development,further exploration and development of petroleum reservoirs in complex fault blocks are major tasks.Based on the characteristics of fully developed farewell faults in the Wenweigu oil field and the data from 3D earthquakes,RFT,HDT and other techniques,farewell faults and their distribution were identified.Conformation of the fault blocks has been provided and the precision of describing the farewell faults improved.Research technology of farewell faults has applied these methods in this region. 展开更多
关键词 farewell fault complex fault block stratigraphic correlation EARTHQUAKE RFT
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Vertical dominant migration channel and hydrocarbon migration in complex fault zone, Bohai Bay sag, China 被引量:1
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作者 XU Changgui PENG Jingsong +2 位作者 WU Qingxun SUN Zhe YE Tao 《Petroleum Exploration and Development》 2019年第4期720-728,共9页
The quantitatively/semi-quantitatively formation conditions of vertical dominant hydrocarbon migration pathways were analyzed based on the big data analysis of petroleum geological parameters of complex fault Zone zon... The quantitatively/semi-quantitatively formation conditions of vertical dominant hydrocarbon migration pathways were analyzed based on the big data analysis of petroleum geological parameters of complex fault Zone zone in the central-south Bohai Bay. According to this condition, the vertical dominant migration pathway and its charge points/segments are searched through structural modeling assistant analysis in the East Sag of Huanghekou. Under the constraints of charge points/segments, numerical simulation of hydrocarbon charge and migration is carried out to successfully predict hydrocarbon migration pathways and hydrocarbon enrichment blocks in shallow layers of complex fault zone. The main results are as follows:(1) The hydrocarbon charge in shallow layers of the active fault zone is differential, the charge points/sections of vertical dominant migration pathways are the starting points of shallow hydrocarbon migration and are very important for the hydrocarbon migration and accumulation in the shallow layers.(2) Among the shallow faults, those cutting the deep transfer bins or deep major migration pathways, with fault throw of more than 80 m in the accumulation period and the juxtaposition thickness between fault and caprock of the deep layers of less than 400 m are likely to be vertical dominant migration pathways in the sag area.(3) By controlling the vertical dominant migration pathways and charging points/segments in carrier layer, Neo-tectonic movement caused the differential hydrocarbon accumulation in the complex fault zone. The research results are of great significance for the fine exploration of the complex fault zone. 展开更多
关键词 offshore Bohai Bay Basin SAG area VERTICAL DOMINANT MIGRATION pathway complex fault zone charge points NEOTECTONIC movement big data analysis
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A new numerical well testing approach: Application to characterization of complex fault structures 被引量:2
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作者 Behzad Pouladi Mohammad Sharifi +1 位作者 Mohammad Reza Akbari S.M.Hosseini-Nasab 《Petroleum》 CSCD 2019年第3期295-302,共8页
Fluid flow in hydrocarbon reservoirs and consequently optimum scenario for hydrocarbon production,is heavily influenced by reservoir heterogeneities.Faults are one of the most common types of heterogeneity found in re... Fluid flow in hydrocarbon reservoirs and consequently optimum scenario for hydrocarbon production,is heavily influenced by reservoir heterogeneities.Faults are one of the most common types of heterogeneity found in reservoirs.Leaky faults,baffles(limited extent faults)and complex multiple fault geometries are among the most complicated and important types of faults that are difficult to characterize.Leaky faults,unlike the sealing faults,are in partial communication with other portions of the reservoir.Because of faults'effect on reservoir connectivity and possible infill drilling plan for accessing all parts of the reservoirs,possible communication across the fault must be precisely modeled.In order to detect the effect of a fault on communication within the reservoir,we need to analyze dynamic data.There are a few analytical methods for modelling partially communicating faults,however,these methods may not be accurate enough and may be limited in application,especially in complex situations.Numerical methods(i.e.finite difference or finite element)are also not computationally economical when a large number of grid blocks are simulated.In the current work,the Fast Marching Method(FMM)is applied to effectively mimic fluid flow in the heterogeneous areas,such as complex faults.It is shown that FMM can capture the effect of different fault configurations on the bottom hole pressure and is also able to capture different linear,radial and spherical flows. 展开更多
关键词 Fast marching method Leaky faults Numerical well testing complex fault structures Flow diagnostic
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An Incremental Model Transfer Method for Complex Process Fault Diagnosis 被引量:7
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作者 Xiaogang Wang Xiyu Liu Yu Li 《IEEE/CAA Journal of Automatica Sinica》 SCIE EI CSCD 2019年第5期1268-1280,共13页
Fault diagnosis is an important measure to ensure the safety of production, and all kinds of fault diagnosis methods are of importance in actual production process. However, the complexity and uncertainty of productio... Fault diagnosis is an important measure to ensure the safety of production, and all kinds of fault diagnosis methods are of importance in actual production process. However, the complexity and uncertainty of production process often lead to the changes of data distribution and the emergence of new fault classes, and the number of the new fault classes is unpredictable. The reconstruction of the fault diagnosis model and the identification of new fault classes have become core issues under the circumstances. This paper presents a fault diagnosis method based on model transfer learning and the main contributions of the paper are as follows: 1) An incremental model transfer fault diagnosis method is proposed to reconstruct the new process diagnosis model. 2) Breaking the limit of existing method that the new process can only have one more class of faults than the old process, this method can identify M faults more in the new process with the thought of incremental learning. 3) The method offers a solution to a series of problems caused by the increase of fault classes. Experiments based on Tennessee-Eastman process and ore grinding classification process demonstrate the effectiveness and the feasibility of the method. 展开更多
关键词 complex process fault DIAGNOSIS INCREMENTAL LEARNING model TRANSFER
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Fault diagnosis of time-delay complex dynamical networks using output signals 被引量:2
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作者 刘昊 宋玉蓉 +1 位作者 樊春霞 蒋国平 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第7期107-112,共6页
This paper proposes a novel approach for fault diagnosis of a time-delay complex dynamical network. Unlike the other methods, assuming that the dynamics of the network can be described by a linear stochastic model, or... This paper proposes a novel approach for fault diagnosis of a time-delay complex dynamical network. Unlike the other methods, assuming that the dynamics of the network can be described by a linear stochastic model, or using the state variables of nodes in the network to design an adaptive observer, it only uses the output variable of the nodes to design an observer and an adaptive law of topology matrix in the observer of a complex network, leading to simple design of the observer and easy realisation of topology monitoring for the complex networks in real engineering. The proposed scheme can monitor any changes of the topology structure of a time-delay complex network. The effectiveness of this method is successfully demonstrated by virtue of a complex networks with Lorenz model. 展开更多
关键词 time-delay complex dynamical networks fault diagnosis OBSERVER output variable
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Fault Tolerant Synchronization for a General Complex DynamicalNetwork with Random Delay 被引量:1
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作者 Chao Wang Chunxia Fan Lunsai Gong 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2017年第1期51-56,共6页
A fault tolerant synchronization strategy is proposed to synchronize a complex network with random time delays and sensor faults. Random time delays over the network transmission are described by using Markov chains. ... A fault tolerant synchronization strategy is proposed to synchronize a complex network with random time delays and sensor faults. Random time delays over the network transmission are described by using Markov chains. Based on the Lyapunov stability theory and stochastic analysis, several passive fault tolerant synchronization criteria are derived,which can be described in the form of linear matrix inequalities. Finally,a numerical simulation example is carried out and the results show the validity of the proposed fault tolerant synchronization controller. 展开更多
关键词 complex dynamical network fault tolerant control SYNCHRONIZATION random delay sensor faults
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DETECTION OF INCIPIENT LOCALIZED GEAR FAULTS IN GEARBOX BY COMPLEX CONTINUOUS WAVELET TRANSFORM 被引量:6
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作者 HanZhennan XiongShibo LiJinbao 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2003年第4期363-366,共4页
As far as the vibration signal processing is concerned, composition ofvibration signal resulting from incipient localized faults in gearbox is too weak to be detected bytraditional detecting technology available now. ... As far as the vibration signal processing is concerned, composition ofvibration signal resulting from incipient localized faults in gearbox is too weak to be detected bytraditional detecting technology available now. The method, which includes two steps: vibrationsignal from gearbox is first processed by synchronous average sampling technique and then it isanalyzed by complex continuous wavelet transform to diagnose gear fault, is introduced. Twodifferent kinds of faults in the gearbox, i.e. shaft eccentricity and initial crack in tooth fillet,are detected and distinguished from each other successfully. 展开更多
关键词 Gear transmission fault diagnosis Synchronous average sampling technique complex continuous wavelet transform
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Logging interpretation method for reservoirs with complex pore structure in Mesozoic-Cenozoic faulted basin around Daqing exploration area
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作者 YUE Shanshan FAN Xiaomin HUANG Buzhou 《Global Geology》 2019年第3期209-216,共8页
In Mesozoic-Cenozoic faulted basin in the periphery of Daqing exploration area, the clastic reservoirs mainly consist of siltstone and gravel-bearing sandstone. The electrical conductivity of the reservoirs is complic... In Mesozoic-Cenozoic faulted basin in the periphery of Daqing exploration area, the clastic reservoirs mainly consist of siltstone and gravel-bearing sandstone. The electrical conductivity of the reservoirs is complicated due to the complex pore structures, which cannot be accurately interpreted with commonly used model. In order to solve the problem, a three-water model has been applied in this study based on in-depth analysis of the conductive mechanism of rocks in the explored area, and favorable application results are achieved. 展开更多
关键词 DAQING exploration area MESOZOIC-CENOZOIC faulted BASIN complex pore structures CEMENTATION INDEX saturation INDEX
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Cellular automation model of faults and algorithmic complexity
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作者 陆远忠 吕悦军 《Acta Seismologica Sinica(English Edition)》 CSCD 1994年第2期235-244,共10页
In this paper, we use the cellular automation model to imitate earthquake process and draw some conclusionsof general applicability. First, it is confirmed that earthquake process has some ordering characters, and it ... In this paper, we use the cellular automation model to imitate earthquake process and draw some conclusionsof general applicability. First, it is confirmed that earthquake process has some ordering characters, and it isshown that both the existence and their mutual arrangement of faults could obviously influence the overallcharacters of earthquake process. Then the characters of each stage of model evolution are explained withself-organized critical state theory. Finally, earthquake sequences produced by the models are analysed interms pf algorithmic complexity and the result shows that AC-values of algorithmic complexity could be usedto study earthquake process and evolution. 展开更多
关键词 cellular automation model algorithmic complexity self-organized critical state EVOLUTION fault
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基于流程挖掘的大型信息系统故障诊断方法
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作者 薛浩 马静 郭小宇 《计算机集成制造系统》 北大核心 2026年第2期720-737,共18页
为了及时、准确地感知和诊断大型复杂信息系统中的故障,提出一种利用流程挖掘算法还原业务数据流转路径的故障根因分析方法。首先采用归纳挖掘算法产生初始种群,通过自适应交叉和变异产生新一代种群,利用模拟退火算法进行种群突变,以获... 为了及时、准确地感知和诊断大型复杂信息系统中的故障,提出一种利用流程挖掘算法还原业务数据流转路径的故障根因分析方法。首先采用归纳挖掘算法产生初始种群,通过自适应交叉和变异产生新一代种群,利用模拟退火算法进行种群突变,以获取更多的子流程。同时,提出GREAT(Generalization、Reappear、Easy、Accuracy和Time)模型,用于评估子流程的质量,以获取最优解。最终,在不注入额外代码的情况下,通过最优解对实时日志进行回归,实现静默故障诊断与根本原因分析。在BPI挑战赛2021数据集和通信行业业务支撑系统BOMC-Log-2022数据集上进行实验,实验基于Alignment合规性检测的拟合度达到0.95,故障检测正确率提升至99%,该方法可以有效地提高通信行业业务支撑系统中的故障检测率。 展开更多
关键词 故障检测 流程挖掘 突变遗传算法 复杂信息系统
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First-principles study of stacking fault energies in Ni_3Al intermetallic alloys 被引量:5
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作者 温玉锋 孙坚 黄健 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2012年第3期661-664,共4页
The first-principles method based on the projector augmented wave method within the generalized gradient approximation was employed to calculate the superlattice intrinsic stacking fault(SISF) and complex stacking f... The first-principles method based on the projector augmented wave method within the generalized gradient approximation was employed to calculate the superlattice intrinsic stacking fault(SISF) and complex stacking fault(CSF) energies of the binary Ni3Al alloys with different Al contents and the ternary Ni3Al intermetallic alloys with addition of alloying elements,such as Pd,Pt,Ti,Mo,Ta,W and Re.The results show that the energies of SISF and CSF increase significantly with increase of Al contents in Ni3Al.Addition of Pd and Pt occupying the Ni sublattices does not change the SISF and CSF energies of Ni3Al markedly in comparison with the Ni-23.75Al alloy.While addition of alloying elements,such as Ti,Mo,Ta,W and Re,occupying the Al sublattices dramatically increases the SISF and CSF energies of Ni3Al.The results suggest that the energies of SISF and CSF are dependent both on the Al contents and on the site occupancy of the ternary alloying element in Ni3Al intermetallic alloys. 展开更多
关键词 NI3AL superlattice intrinsic stacking fault complex stacking fault alloying element FIRST-PRINCIPLES
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基于梅尔频率倒谱系数和深度置信网络的变工况机械设备故障诊断策略
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作者 熊飞 李海平 +2 位作者 王龙 程旭维 刘波 《机电工程》 北大核心 2026年第3期619-626,共8页
针对变工况或复合故障模式情况下振动信号更为复杂的问题,提出了一种基于梅尔频率倒谱系数(MFCC)-深度置信网络(DBN)的复杂情况下机械设备故障诊断方法。首先,介绍了DBN方法,将MFCC用于描述复杂情况下各类故障的特征信息,利用DBN强大的... 针对变工况或复合故障模式情况下振动信号更为复杂的问题,提出了一种基于梅尔频率倒谱系数(MFCC)-深度置信网络(DBN)的复杂情况下机械设备故障诊断方法。首先,介绍了DBN方法,将MFCC用于描述复杂情况下各类故障的特征信息,利用DBN强大的分类学习能力,完成了复杂工况下的故障诊断;同时,构建了方法框架,分析了其参数设置方法;然后,采用变工况下行星齿轮箱齿轮磨损故障数据和柴油机复合故障模式实验数据,验证了该方法的有效性,同时探讨了滤波器组数量、分析步长、移动步长、频率范围等参数和训练样本量对诊断结果的影响;最后,将其与基于原始信号-DBN、快速傅里叶变换(FFT)-DBN、特征参数-DBN、MFCC-反向传播神经网络(BPNN)等故障诊断方法进行了对比分析。研究结果表明:在训练样本数足够的情况下,该方法准确率达到99.89%,且用时更短。MFCC特征提取过程的复杂性使其在解决复杂工况的机械设备故障诊断问题方面更具优势。 展开更多
关键词 梅尔频率倒谱系数 深度置信网络 故障诊断模型 复杂故障模式 反向传播神经网络
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面向台风灾害的配电网故障区段定位混合整数线性规划方法
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作者 王秋杰 甘德伟 +2 位作者 谭洪 陈槿然 闫飞 《电工技术学报》 北大核心 2026年第7期2223-2236,2280,共15页
提升配电网弹性是电网抵御台风灾害的根本手段,而精准定位故障区段是实施灾中和灾后配电网弹性提升方案的重要前提。现有面向常规灾害的配电网区段故障定位方法难以有效应对台风灾害下出现的复杂多重故障,为此,该文提出一种适用于复杂... 提升配电网弹性是电网抵御台风灾害的根本手段,而精准定位故障区段是实施灾中和灾后配电网弹性提升方案的重要前提。现有面向常规灾害的配电网区段故障定位方法难以有效应对台风灾害下出现的复杂多重故障,为此,该文提出一种适用于复杂多重故障的配电网故障区段定位混合整数线性规划方法。首先,分析传统开关函数的不足,根据开关函数构建机理,提出一种适用于复杂多重故障的改进开关函数;其次,结合智能电表(SM)和微型同步相量测量装置(μPMU)的信息,构建基于多源信息的配电网故障区段定位逻辑模型;最后,利用逻辑关系和代数关系的三个转换原则,将配电网故障区段定位逻辑模型等价转换为混合整数线性规划模型。算例分析表明,所提配电网故障区段定位方法准确可靠,容错性高,10节点模型平均计算时间为0.4 s,33节点模型为2.1 s,且适用于复杂多重故障场景,可为台风灾害下配电网故障区段定位提供理论支撑。 展开更多
关键词 台风灾害 弹性配电网 区段定位 复杂多重故障 改进开关函数
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复杂小断块油藏CO_(2)异步注采实验及技术政策优化
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作者 凌定坤 蒋庞露 +3 位作者 王智林 陈龙兴 杨睿 陆佳昊 《复杂油气藏》 2026年第1期17-23,共7页
针对复杂断块油藏受限于含油面积及形态,常规气驱方式难以实现有效波及动用的难题,提出了CO_(2)异步注采驱替方式以提升其波及效果及最终采收率。首先通过研发复杂断块油藏物理模型,对比了其与常规岩心模型下不同驱替方式的采收率,明确... 针对复杂断块油藏受限于含油面积及形态,常规气驱方式难以实现有效波及动用的难题,提出了CO_(2)异步注采驱替方式以提升其波及效果及最终采收率。首先通过研发复杂断块油藏物理模型,对比了其与常规岩心模型下不同驱替方式的采收率,明确了异步注采提升复杂断块油藏采收率幅度及其原因,且确定了该驱替方式下最佳注入压力和注入量。其次,基于Q4断块真实模型进行数值模拟研究,优化了在异步注采方式下的注气井网、注气量、注气速度、焖井时间等技术参数。结果表明:异步注采驱替方式通过动用常规气驱未动用的“角隅油”,可提高复杂断块油藏采收率11.09个百分点;注气速度对最终采收率影响较大,最佳注气速度为3.96PV/a;注入量及焖井时间对最终采收率有一定影响,最佳注入量及焖井时间分别为1.5PV和30d;在以上参数条件下可实现Q4断块换油率提高至0.39,采收率为22.36%。研究结果为复杂小断块油藏采收率的大幅提升提供新的技术手段及参考借鉴。 展开更多
关键词 复杂断块油藏 角隅油 CO_(2)驱 异步注采 换油率 采收率
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Distribution pattern of deltaic sand bodies controlled by syn-depositional faults in a rift lacustrine basin 被引量:1
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作者 DOU Luxing HOU Jiagen +4 位作者 ZHANG Li LIU Yuming WANG Xixin WANG Jian WU Gang 《Petroleum Exploration and Development》 2020年第3期572-584,共13页
Take the lacustrine delta in the second member of Paleogene Shahejie Formation in block Wang43, Dongying depression, Bohai Bay Basin as an example, the deposition architectural characteristics of lacustrine deltaic sa... Take the lacustrine delta in the second member of Paleogene Shahejie Formation in block Wang43, Dongying depression, Bohai Bay Basin as an example, the deposition architectural characteristics of lacustrine deltaic sand bodies controlled by syn-depositional faults in complex fault blocks of rift basin are examined from the aspect of the tectonic-deposition response, using cores, well logs and three-dimensional seismic data. The small-scale syn-depositional faults in complex fault blocks are dense and different in dip, the activity along the strike of syn-depositional fault varies in different positions, and all these control the sedimentary process of deltaic sand bodies. Influenced by syn-depositional faults, the deltaic distributary channel is more likely to pass through the position with weak fault activity, and be deflected or limited at the position with strong fault activity. In downthrown side of a single syn-depositional fault or micro-graben areas, sand bodies increase in thickness and planar scale, and sand bodies of multiple stages are likely to stack over each other vertically. In micro-horst areas controlled by syn-depositional faults, the sand bodies decrease in abundance, and appear in intermittent superimposed pattern vertically. This study can provide new research ideas and theoretical basis for exploration and development research in complex fault blocks. 展开更多
关键词 Bohai Bay Basin Dongying depression PALEOGENE Shahejie Formation complex fault block small-scale fault syn-depositional fault delta
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基于无人机红外图像的绝缘子污渍故障检测
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作者 原宗辉 谭磊 +2 位作者 赵留学 齐伟强 杜觉晓 《红外技术》 北大核心 2026年第2期234-240,共7页
针对无人机红外采集到的绝缘子污渍图像纹理复杂度较高的问题,提出输电线路绝缘子污渍故障检测方法,精准有效检测绝缘子污渍故障,降低其发生闪络或击穿等故障风险,保证电网的平稳供电。通过Laplace(拉普拉斯)算子提取初始绝缘子红外图... 针对无人机红外采集到的绝缘子污渍图像纹理复杂度较高的问题,提出输电线路绝缘子污渍故障检测方法,精准有效检测绝缘子污渍故障,降低其发生闪络或击穿等故障风险,保证电网的平稳供电。通过Laplace(拉普拉斯)算子提取初始绝缘子红外图像边缘,结合USRNet网络增强所提取的此类图像边缘轮廓特征,降低此类图像内的复杂背景纹理干扰,获得高清晰度低纹理复杂度的超分辨率重建绝缘子红外图像;向Faster RCNN检测模型中输入此类超分辨率图像,实现输电线路绝缘子污渍故障的检测。结果显示,该方法的绝缘子无人机红外图像边缘提取效果较好,所获得的超分辨率重建图像清晰度高,图像内的复杂背景纹理干扰被有效去除掉,整体图像质量得到显著优化;可实现绝缘子污渍故障的精准有效检测,检测性能稳定,平均检测速度理想,具有较高的实际应用性。 展开更多
关键词 无人机 红外图像 纹理复杂度 输电线路 绝缘子 污渍故障
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基于MTF-DSGT的复杂支路串联故障电弧检测
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作者 余琼芳 谭文新 +1 位作者 吴琼 张宇海 《兵器装备工程学报》 北大核心 2026年第3期235-242,291,共9页
针对低压交流配电系统中复杂支路串联电弧故障检测困难、易引发电气火灾的挑战,提出了基于马尔可夫变迁场与可变形自引导Transformer(Markov transition field and deformable convolutional self-guided transformer,MTF-DSGT)的检测... 针对低压交流配电系统中复杂支路串联电弧故障检测困难、易引发电气火灾的挑战,提出了基于马尔可夫变迁场与可变形自引导Transformer(Markov transition field and deformable convolutional self-guided transformer,MTF-DSGT)的检测方案。利用马尔可夫变迁场将一维电流信号转换为图像,融合可变形卷积网络(deformable convolutional network,DCN)提取局部特征及自引导Transformer捕捉全局信息,以提高故障识别精度。实验结果显示,该方案在复杂支路电路中检测准确率达99.88%,在Jetson Orin Nano平台测试耗时仅7.78 ms。该方案能高效辨识串联电弧故障,具备实时处理能力,适合边缘设备部署。 展开更多
关键词 串联故障电弧 可变形卷积 自引导Transformer 马尔可夫变迁场 复杂支路
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