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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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A Multi-level Approach for Complex Fault Isolation Based on Structured Residuals 被引量:4
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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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Safety prognostic technology in complex petroleum engineering systems: progress, challenges and emerging trends 被引量:6
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作者 Zhang Laibin Hu Jinqiu 《Petroleum Science》 SCIE CAS CSCD 2013年第4期486-493,共8页
Oil and gas facilities used in the petroleum industry can be considered as complex dynamic systems in that they require different types of equipment with various causal relationships among components and process varia... Oil and gas facilities used in the petroleum industry can be considered as complex dynamic systems in that they require different types of equipment with various causal relationships among components and process variables under monitoring.As the systems grow increasingly large,high speed,automated and intelligent,the nonlinear relations among these process variables and their effects on accidents are to be fully understood for both system reliability and safety assurance.Failures that occur during the process can both cause tremendous loss to the petroleum industry and compromise product quality and affect the environment.Therefore,failures should be detected as soon as possible,and the root causes need to be identified so that corrections can be made in time to avoid further loss,which relate to the safety prognostic technology.By investigation of the relationship of accident causing factors in complex systems,new progress into diagnosis and prognostic technology from international research institutions is reviewed,and research highlights from China University of Petroleum(Beijing) in this area are also presented.By analyzing the present domestic and overseas research situations,the current problems and future directions in the fundamental research and engineering applications are proposed. 展开更多
关键词 Oil and gas facility complex system diagnostic and prognostic coupling faults predictive maintenance
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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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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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基于状态估计的核电厂复杂系统异常检测与故障诊断技术研究
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作者 张祎王 裴杰 +3 位作者 于方小稚 李炜 李东阳 元一单 《核动力工程》 北大核心 2025年第4期292-299,共8页
为实现对核电厂复杂系统微小故障的快速发现和精准定位,本文首先设计并搭建了预测性运维技术实验台架(后简称“实验台架”),然后利用非线性估计及不确定度分析算法构建异常检测模型,最后利用实验台架生成的运行数据对故障诊断技术方案(... 为实现对核电厂复杂系统微小故障的快速发现和精准定位,本文首先设计并搭建了预测性运维技术实验台架(后简称“实验台架”),然后利用非线性估计及不确定度分析算法构建异常检测模型,最后利用实验台架生成的运行数据对故障诊断技术方案(即先通过基于数据驱动的方式进行异常检测,再配合热工水力学分析进行故障定位)进行测试。结果显示,实验台架能够产生复杂系统的可控运行数据,异常检测模型能够及时发现系统出现的异常状况,针对异常信号配合热工水力学分析获得的故障诊断结果与实验台架注入的故障一致。因此,实验台架有效缓解了现有状态估计、异常检测算法应用于核电厂场景时主要采用模拟数据或其他工业场景运行数据进行测试验证的困难,同时证明了该故障诊断技术方案能够实现对于核电厂复杂系统微小故障的诊断及定位。 展开更多
关键词 预测性运维技术 复杂系统微小故障诊断 异常检测 状态估计
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面向复杂电子系统的系统级测试性优化设计
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作者 王亮亮 叶海军 《电子质量》 2025年第10期101-107,共7页
复杂电子系统具有功能多样、功能与组成单元映射关系复杂、不同功能共用系统资源等特点,仅依靠传统测试性设计难以全面实现系统故障的检测与诊断。为此,在传统测试性设计基础上,提出一种面向系统级故障检测与诊断的优化方法。该方法从... 复杂电子系统具有功能多样、功能与组成单元映射关系复杂、不同功能共用系统资源等特点,仅依靠传统测试性设计难以全面实现系统故障的检测与诊断。为此,在传统测试性设计基础上,提出一种面向系统级故障检测与诊断的优化方法。该方法从系统层面出发,基于系统功能与软硬件资源的映射关系,挖掘功能执行过程中指令/消息间的时序与因果特征,形成系统级软测点设置方案,从而弥补传统方法在系统级功能故障检测方面的不足。应用表明,该方法能够为系统使用与维护人员提供及时、准确的功能状态信息,辅助故障诊断与维修,并在具备数据记录与分析条件时,为系统健康管理提供有效数据支撑。 展开更多
关键词 复杂电子系统 资源映射 在线监测 状态监测 故障定位
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电力系统复杂故障实用计算方法
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作者 徐宏涛 陈众 《电工材料》 2025年第3期68-72,共5页
针对电力系统暂态仿真对于复杂故障的计算没有很好的实时性,提出一种基于多端口理论求取故障电流的实用计算方法。该方法以端口序网络为基础,将故障进行串联型与并联型分类,转换端口参数方程形式计算故障电流周期分量,并使用短阻抗法求... 针对电力系统暂态仿真对于复杂故障的计算没有很好的实时性,提出一种基于多端口理论求取故障电流的实用计算方法。该方法以端口序网络为基础,将故障进行串联型与并联型分类,转换端口参数方程形式计算故障电流周期分量,并使用短阻抗法求取故障电流非周期分量。以matlab仿真软件编程绘制出的用该方法计算出的故障电压、电流波形高效且平滑,并将其图像与simulink仿真结果对比,验证该方法准确有效。 展开更多
关键词 电力系统暂态仿真 复杂故障计算 多端口理论 周期分量 非周期分量 时间常数
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复杂工况下新能源汽车充电系统故障分析与处理研究
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作者 刘文峰 《汽车电器》 2025年第9期74-77,共4页
针对复杂工况下新能源汽车充电系统稳定性差的问题,本文以充电系统为研究对象,分析其在高温、低温、高湿、电磁干扰等环境下的典型故障模式。采用传感器监测、物理建模与人工智能识别等多种方法构建多维诊断体系,并提出包括故障容错、... 针对复杂工况下新能源汽车充电系统稳定性差的问题,本文以充电系统为研究对象,分析其在高温、低温、高湿、电磁干扰等环境下的典型故障模式。采用传感器监测、物理建模与人工智能识别等多种方法构建多维诊断体系,并提出包括故障容错、通信冗余与环境适应优化在内的处理策略。研究结果显示,该体系可有效提升系统故障预警与自恢复能力,为充电系统在极端环境下的安全运行提供技术支撑。 展开更多
关键词 新能源汽车 充电系统 复杂工况 故障类型 故障诊断
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Geometrical textures of faults,evolution of physical field and instability characteristics 被引量:6
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作者 马瑾 马胜利 +3 位作者 刘力强 邓志辉 马文涛 刘天昌 《Acta Seismologica Sinica(English Edition)》 CSCD 1996年第2期261-269,共9页
The spatial and temproal evolution of strain. fault displacement and acoustic emissions during deformation of fault systems with different geometrical textures are studied experimentally under biaxial compresison, and... The spatial and temproal evolution of strain. fault displacement and acoustic emissions during deformation of fault systems with different geometrical textures are studied experimentally under biaxial compresison, and the characteristics of typical instability events are analysed. The results show that fault systems with different geometrical textures have different evolutional images of physical field during deformation. Based on the characteristics of physical field and the deformation mechanism, various types of instability - two types of stick-slip, fracturing type and mixed type instability can be recognized. Different types of instability differ clearly in their precursors, and the instability type is closely related with the geometrical texture and the deformation stage of the fault system. Therefore, it is very significant for earthquake prediction and precursor analysis to investigatethe geometrical textures of natural active faults. 展开更多
关键词 rock mechanical test fault complex acoustic emission strain fault displacement.
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基于网络分解的故障树自动生成方法研究
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作者 缪广宇 神策 方博杨 《计算机科学》 北大核心 2025年第S1期335-340,共6页
随着现代航空工业领域的发展,航空模拟器在飞行员训练、系统测试和故障排查中的重要性日益凸显。故障树分析作为提升飞行员应对非正常工况能力的关键工具,对模拟器设计的合理性至关重要。针对航空系统中存在的余度备份设计,提出了一种... 随着现代航空工业领域的发展,航空模拟器在飞行员训练、系统测试和故障排查中的重要性日益凸显。故障树分析作为提升飞行员应对非正常工况能力的关键工具,对模拟器设计的合理性至关重要。针对航空系统中存在的余度备份设计,提出了一种基于网络分解的故障树生成方法。该方法以系统结构图和目标节点为输入,通过分析网络的连通路径,生成直观清晰的故障树,同时使用常见的与或门作为逻辑门以方便阅读和其他程序调用结果。该算法不仅减少了人工工作量,还提高了模拟器设计的效率和准确性。此外,引入了一种加权的选点规则以及常见拓扑的简化规则,优化了网络分解的效率。最后,通过飞机系统部分网络图的实例验证,证明了所提算法的正确性和性能。 展开更多
关键词 故障树 航空模拟器 复杂网络 网络分解 飞机系统
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NEW METHOD OF EXTRACTING WEAK FAILURE INFORMATION IN GEARBOX BY COMPLEX WAVELET DENOISING 被引量:19
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作者 CHEN Zhixin XU Jinwu YANG Debin 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2008年第4期87-91,共5页
Because the extract of the weak failure information is always the difficulty and focus of fault detection. Aiming for specific statistical properties of complex wavelet coefficients of gearbox vibration signals, a new... Because the extract of the weak failure information is always the difficulty and focus of fault detection. Aiming for specific statistical properties of complex wavelet coefficients of gearbox vibration signals, a new signal-denoising method which uses local adaptive algorithm based on dual-tree complex wavelet transform (DT-CWT) is introduced to extract weak failure information in gear, especially to extract impulse components. By taking into account the non-Gaussian probability distribution and the statistical dependencies among wavelet coefficients of some signals, and by taking the advantage of near shift-invariance of DT-CWT, the higher signal-to-noise ratio (SNR) than common wavelet denoising methods can be obtained. Experiments of extracting periodic impulses in gearbox vibration signals indicate that the method can extract incipient fault feature and hidden information from heavy noise, and it has an excellent effect on identifying weak feature signals in gearbox vibration signals. 展开更多
关键词 Dual-tree complex wavelet transform Signal-denoising Gear fault diagnosis Early fault detection
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Metamorphic Core Complexes and Its Significance in the Continental Crustal Evolution 被引量:4
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作者 Song Honglin Wei BizeDepartment of Geology , China University of Geosciences , Wuhan 430074 《Journal of Earth Science》 SCIE CAS CSCD 1990年第1期115-125,136,共12页
Metamorphic core complexes are a basic structural pattern related to extensional tectonics. Several characteristics of different scales of metamorphic core complexes in the Fangshan and Yunmengshan (Beijing) , Zhongti... Metamorphic core complexes are a basic structural pattern related to extensional tectonics. Several characteristics of different scales of metamorphic core complexes in the Fangshan and Yunmengshan (Beijing) , Zhongtiaoshan (Shanxi) , and Dengfong (Henan) are examined. A three-layer model for metam orphic core complexes is suggested . The conclusion is that metam orphic core complexes are the result of multiphase intracontinental crustal extensions and are an important tectonic pattern. which exposes the basement metam orphic rocks to the ground surface in the intracontinental cover . 展开更多
关键词 metamorphic core complex denudational fault system extensional tectonics
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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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配电网多故障复杂抢修资源双层多智能体调度系统探讨
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作者 刘源 《南方能源建设》 2025年第S1期176-180,共5页
[目的]近年来,我国自然灾害发生频繁,导致配电网出现多处故障,严重影响配电网的安全运行。复杂抢修资源保障工作是配电网多故障抢修工作顺利开展的重要前提。文章针对配电网多故障后抢修资源不足的问题,研究配电网多故障复杂抢修资源双... [目的]近年来,我国自然灾害发生频繁,导致配电网出现多处故障,严重影响配电网的安全运行。复杂抢修资源保障工作是配电网多故障抢修工作顺利开展的重要前提。文章针对配电网多故障后抢修资源不足的问题,研究配电网多故障复杂抢修资源双层多智能体调度系统,旨在为抢修工作提供资源保障。[方法]考虑到配电网多故障后抢修资源需求的紧急程度以及多样性,建立了配电网多故障后复杂抢修资源双层多智能体调度系统,包括系统整体智能体和系统功能智能体,给出了各智能体功能以及所提调度系统的工作流程。[结果]当配电网突发多处故障后,上层抢修资源中心控制智能体能够协调各下层智能体配合运行,采集故障点和资源信息、联系外地支援中心获取支援抢修资源、生成应急仓库点选址方案,制定出科学有效的抢修资源调度方案。[结论]基于此,可以构建配电网多故障抢修资源调度平台,制定复杂抢修资源调度方案,完成抢修资源的配送工作,保障抢修工作的顺利进行。 展开更多
关键词 配电网 多故障 复杂抢修资源 双层多智能体 调度系统
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A new method to calculate near-field radiation excited by heterogeneous fault rupture
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作者 尚学峰 刘启明 +1 位作者 张海明 陈晓非 《Acta Seismologica Sinica(English Edition)》 CSCD 2007年第6期597-604,共8页
This paper derives from the representation theory the formula for calculating the radiation excited by heterogeneous fault rupture based on box-like discretization scheme. Preliminary validation indicates that our alg... This paper derives from the representation theory the formula for calculating the radiation excited by heterogeneous fault rupture based on box-like discretization scheme. Preliminary validation indicates that our algorithm has very high computation precision and efficiency; therefore, it is a very practical tool to investigate strong ground motion problems. Additionally, the equations given in this study can also be used to invert the fault rupture process. 展开更多
关键词 strong ground motion complex finite fault rupture elastic half space Green function
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新一代调度技术支持系统支撑平台多点异构测试方法研究
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作者 李宇佳 刘芳 +3 位作者 路丹 夏文岳 宫玲琳 王亚军 《电网技术》 北大核心 2025年第7期3020-3030,I0106,I0107,共13页
随着能源转型的不断深入和“云大物移智链”等先进成熟技术的应用,电力调度自动化系统日益庞大复杂,在新一代调度技术支持系统研发建设中,支撑平台作为系统建设运行的核心,其可靠性和健壮性评估显得尤为关键。鉴于当前面向大规模复杂系... 随着能源转型的不断深入和“云大物移智链”等先进成熟技术的应用,电力调度自动化系统日益庞大复杂,在新一代调度技术支持系统研发建设中,支撑平台作为系统建设运行的核心,其可靠性和健壮性评估显得尤为关键。鉴于当前面向大规模复杂系统的测试和故障注入方法存在资源有限、扰动难以控制等问题,提出了一种基于复杂网络的多点异构测试方法。通过将支撑平台抽象为复杂网络模型,采用Laplacian矩阵重要度计算方法,作为故障注入的选择策略,实现多点异构并发故障注入,设计了一套网络化分布式故障注入测试系统,实现对系统状态的动态监控与评估。该文以测试环境下搭建的支撑平台作为测试对象,选取双活中心数据同步作为典型场景,基于不同节点选择策略下获得的系统薄弱点进行单点、双点以及三点并发测试实验,验证了所提方法的有效性。实验结果表明,相比于采用度矩阵、介数矩阵,基于Laplacian矩阵的故障注入策略下,平台双活同步时效性和数据一致性这两项关键测试指标降级最为显著,确定的系统薄弱点更为有效,为提升支撑平台的健壮性和抗毁性提供了有效地技术手段。 展开更多
关键词 新一代电网调度支撑系统 故障注入策略 多点异构测试 复杂网络 拉普拉斯矩阵
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故障树自动建树及分析软件的实现 被引量:1
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作者 陶军 聂飞 邹俊逸 《计算机技术与发展》 2024年第3期70-75,共6页
故障树分析(Fault Tree Analysis)在系统可靠性评估中起着至关重要的作用。然而,作为故障树分析的核心故障树(FT)的构建,传统构建故障树的方法存在耗时长且容易出错等缺点。为了解决这些问题并应对复杂系统自动建造故障树的困难,该文提... 故障树分析(Fault Tree Analysis)在系统可靠性评估中起着至关重要的作用。然而,作为故障树分析的核心故障树(FT)的构建,传统构建故障树的方法存在耗时长且容易出错等缺点。为了解决这些问题并应对复杂系统自动建造故障树的困难,该文提出一种基于元部件模型及系统结构模型的规范化描述方法,并以此为基础,通过建立元部件模型库、复杂标识符库,设计出故障树自动建树及分析软件,实现系统结构模型搭建、自动建树、复杂结构识别处理及可靠性分析过程的全自动化。详细阐述了故障树自动建树软件自动建树及分析的基本步骤,并通过一个简化的汽车ABS系统应用实例验证了该软件的有效性和可行性。实例应用结果表明,该故障树自动建树及分析软件不仅能够实现自动构建和分析故障树,提高工作效率,而且能够识别处理具有复杂结构的故障树,对复杂系统的自动建树及可靠性分析的推广具有重要意义。 展开更多
关键词 复杂系统 故障树 自动建树分析软件 可靠性 规范化描述
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基于定子电流和电磁转矩双信号融合的齿轮故障智能诊断
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作者 李巍 袁响东 +1 位作者 陈伟 刘军 《电气工程学报》 CSCD 北大核心 2024年第3期248-256,共9页
在电机驱动的齿轮传动系统中,电机本体具有传感器的特性,因此可以通过电机的定子电流、电磁转矩信号来进行齿轮故障分析,由于受转速和负载转矩的影响,使得故障诊断结果的准确率较低。针对此问题,提出一种基于双信号融合与反向传播神经... 在电机驱动的齿轮传动系统中,电机本体具有传感器的特性,因此可以通过电机的定子电流、电磁转矩信号来进行齿轮故障分析,由于受转速和负载转矩的影响,使得故障诊断结果的准确率较低。针对此问题,提出一种基于双信号融合与反向传播神经网络相结合的齿轮故障诊断方法。对电机齿轮传动系统一体化建模,进行电机齿轮传动系统联合仿真。对齿轮的不同故障进行模拟,得到电机侧定子电流和电磁转矩的故障信号,采用双树复小波变换来分析齿轮故障频段信号,提取故障特征量,建立了丰富的齿轮故障样本库。搭建反向传播神经网络并提出改进的自适应学习率算法,实现了对齿轮断齿、磨损故障的精确分类。为了验证所提方法的有效性,搭建齿轮故障试验平台,对相应齿轮故障进行诊断。结果表明,所提方法能够在不同转速和负载转矩条件下准确辨识齿轮的故障类型,相较于只采用定子电流和电磁转矩中一种信号对齿轮进行故障诊断,该方法准确率更高。 展开更多
关键词 齿轮故障 传动系统 神经网络 双树复小波变换 智能诊断
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