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991.
For the analysis of noise problems in medium-to-high frequency ranges, the energy flow boundary element method (EFBEM) has been studied. EFBEM is numerical analysis method of energy flow analysis (EFA), and solves energy governing equations using a boundary element method in complex structures. Based on EFBEM, a noise prediction software, “noise analysis system by energy flow analysis” (NASEFA), was developed. For effective maintenance, NASEFA is composed of three main modules: the translator, the model converter, and the main solver. The translator changes the FE model to the NASEFA BE model, and the model converter changes the BE model to an EFBE model, including various data, such as structural materials, medium properties, sources, and boundary conditions. NASEFA then solves the acoustic energy density and intensity on boundary and in the field. Moreover, it analyzes interior and exterior noise problems for single and multiple domains in two and three dimensions. Finally, for the validation of the software developed, interior and exterior noise predictions of various structures were performed. The results obtained with NASEFA were compared with those of the commercial SEA program and experiment. From these comparative studies, the usefulness of NASEFA was established. 相似文献
992.
This work considers the application of classification algorithms for data-driven fault diagnosis of batch processes. A novel data selection methodology is proposed which enables online classification of detected disturbances without requiring the estimation of unknown (future) process behavior, as is the case in previously reported approaches.The proposed method is benchmarked in two case studies using the Pensim process model of Birol et al. (2002) implemented in RAYMOND. Both a simple k Nearest Neighbors (k-NN) and complex Least Squares Support Vector Machine (LS-SVM) are employed for classification to demonstrate the generic nature of the proposed approach. In addition, the influence of different data pretreatment methods on the classification performance is discussed, together with a motivation for selecting the correct pretreatment steps. Finally, the influence of the number of available training batches is studied.The results demonstrate that a good classification performance can be achieved with the proposed data selection method even with a low number of faulty training batches by exploiting knowledge on the nature of the to-be-diagnosed faults in the data pretreatment. This provides a proof of concept for classification-based batch diagnosis and demonstrates the importance of incorporating process insight in the construction of data-driven process monitoring and diagnosis tools. 相似文献
993.
Early diagnosis and fault-tolerant control are essential for safe operation of floating platforms where mooring systems maintain vessel position and must withstand environmental loads. This paper considers two critical faults, line breakage and loss of a buoyancy element and employs vector statistical change detection for timely diagnosis of faults. Diagnosis design is scrutinised and a procedure is proposed based on specified false alarm probability and estimation of the distribution of the test statistics on which change detection is based. A structural reliability index is applied for monitoring the safety level of each mooring line and a set-point chasing algorithm accommodates the effects of line failure, as an integral part of the reliability-based set-point chasing control algorithm. The feasibility of the diagnosis and of the fault-tolerant control strategy is verified in model basin tests. 相似文献
994.
This paper presents an output only damage diagnostic algorithm based on frequency response functions and the principal components for health monitoring of laminated composite structures. The principal components evaluated from frequency response data, are employed as dynamical invariants to handle the effects of operational/environmental variability on the dynamic response of the structure. Finite element models of a laminated composite beam and plate are used to generate vibration data for healthy and damaged structures. Three numerical examples include a laminated composite beam, cantilever plate made of carbon–epoxy and a laminated composite simply supported plate. Varied levels of delamination of laminated composite plies and matrix cracking at varied locations in the plies are simulated at different spatial locations of the structure. Numerical investigations have been carried out to identify the spatial location of damage using the proposed principal component analysis (PCA) based algorithm. In order to limit the number of sensors on the structure, an optimal sensor placement algorithm based on PCA is employed in the present work and the effectiveness of the proposed algorithm with a limited number of sensors is also investigated. Finally, the inverse problem associated with the detection of delamination and matrix cracking is formulated as an optimization problem and is solved using the newly developed dynamic quantum particle swarm optimization (DQPSO) algorithm. Studies carried out and presented in this paper clearly indicate that the proposed SHM scheme can robustly identify the instant of damage, spatial location, the extent of delamination and matrix cracking even with limited sensor measurements and also with noisy data. 相似文献
995.
为开展高速铁路沿线土地利用/覆盖的快速变化检测工作,本文首先对两期高分辨率遥感影像进行主成分分析得到两期影像的第一主成分量,再用GIS矢量数据分割两期第一主成分量得到影像对象层,构造对象的灰度均值向量特征,最后利用最大类间方差阈值分割算法(Otsu法),自动提取变化类与未变化类。为验证该方法在高速铁路沿线土地利用/覆盖变化检测应用中的有效性,本文对2009年与2012年武广高铁武江特大桥沿线的GeoEye影像(分辨率1.6m)进行了变化检测验证性实验,得到变化检测结果的精度能够达到84.7579%,仅耗时5s。在此基础上将该方法应用于2009年与2010年石武客专郑州东站段WorldView-2影像(分辨率2.0m)的变化检测中,得到的变化检测结果精度为88.6953%,耗时86s。可见,该方法在检测高速铁路沿线土地利用/覆盖变化中具有较高的可靠性和效率,对更新高速铁路数据库具有一定的使用价值。 相似文献
996.
997.
通过扫描数据库日志文件可以捕获变化数据,但已有研究仅适应某种特定类型的数据库管理系统并且缺乏对冗余信息的消除。针对上述不足,提出一个基于日志分析的增量数据检测及其净效应处理通用模型,描述增量检测过程中的通用处理步骤,即日志抽取、日志分析和净效应处理3个模块。通过实验对净效应处理速度、冗余数据压缩率、网络传输速度等因素进行分析,结果表明,净效应处理可以有效地减少数据的网络传输时间和更新时间,提高运行效率。 相似文献
998.
999.
故障注入技术是评价系统可靠性的有效方法。现有基于仿真的故障注入平台大多基于现场可编程门阵列或超高速集成电路硬件描述语言实现,对故障模型的支持非常有限。为此,基于Simics结构级模拟器,设计并实现系统级硬件故障注入平台。该平台上层支持不同固件、操作系统以及应用程序,底层支持对处理器典型流水部件的故障注入,同时实现瞬时故障、永久故障和间歇故障模型以及其他较全面的故障类型,并将一组系统级故障检测机制集成入平台中。实验通过监测硬件故障在系统级的传播,对比分析了故障对不同部件造成的系统级影响,结果表明,瞬时故障对系统影响较小,永久故障容易引起系统失效,间歇故障对各部件有不同程度的干扰作用。 相似文献
1000.