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在机器学习领域中,间隔扮演着重要的角色。可以用来度量分类的置信度;其理论泛化界也可用于指导分类算法的设计。近年来,该理论已广泛应用于特征选择,分类器训练和集成学习。实际上,间隔思想表明如果在训练阶段模型能够产生大的间隔,那么分类任务将有好的置信度和高可靠性。文中介绍大间隔分类学习方法的研究现状,并给出了其存在的问题。 相似文献
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Edward B. Hakim 《Microelectronics Reliability》1998,38(4):681-683
Reliability prediction models for microcircuits have been a function of steady-state temperature. Failure rates generated from accelerated temperature tests were extrapolated to predict system reliability at system use temperatures. This is now known to be completely inaccurate. Attempts are now being made to predict the reliability of plastic encapsulated microcircuits (PEMs) based on accelerated temperature/humidity testing. Failure rates generated due to corrosion failure mechanisms at these high stress levels are then extrapolated and used to predict system reliability at used temperature/humidity conditions.This paper discusses the fallacy of this approach. A new concept for the assurance of PEM corrosion resistance is proposed. It will be shown that today's best commercial practice suppliers have already addressed the design, materials, and processing issues of molded packaged microcircuits, and corrosion is no longer a mechanism of concern to the user. 相似文献
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基于目标高分辨率距离像的雷达自动目标识别技术在军事和民用上都有巨大的应用价值。但是由于雷达目标高分辨距离像的姿态敏感性以及高特征维数,造成了其非线性可分性。针对此问题,本文提出了一种基于最大间隔核优化的雷达目标高分辨距离像识别方法。本方法首先采用了最大间隔准则算法来优化数据依赖核函数,然后利用支持向量机分类器实现了雷达目标高分辨距离像识别,最后进行了基于5种战斗机目标高分辨距离像的实验仿真。实验结果表明了基于最大间隔核优化的目标识别算法对于SVM分类器可以有效实现核函数优化,从而能够提高目标识别性能。 相似文献
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In two independent evaluations, good correlation has been found between IDDQ degradation due to voltage stressing at wafer probe and the reliability of devices built from a given wafer or wafer lot. This provides a useful reliability predictor and screening tool at the wafer level. This technique also provides a useful vehicle for the manufacturing facility to better understand and modify those portions of their wafer fabrication process where reliability improvements are warranted. The usefulness of this method should be applicable to evolving integrated circuit (IC) manufacturing technologies that have reduced feature sizes and operating voltages, provided proper precautions are taken in the selection of voltage stress values 相似文献
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De Stefano C. Sansone C. Vento M. 《IEEE transactions on systems, man and cybernetics. Part C, Applications and reviews》2000,30(1):84-94
A method defining a reject option that is applicable to a given 0-reject classifier is proposed. The reject option is based on an estimate of the classification reliability, measured by a reliability evaluator Ψ. Trivially, once a reject threshold σ has been fixed, a sample is rejected if the corresponding value of Ψ is below σ. Obviously, as σ represents the least tolerable classification reliability level, when its value varies the reject option becomes more or less severe. In order to adapt the behavior of the reject option to the requirements of the considered application domain, a function P characterizing the reject option's adequacy to the domain has been introduced. It is shown that P can be expressed as a function of σ and, consequently, the optimal value for σ is defined as the one which maximizes the function P. The method for determining the optimal threshold value is independent of the specific 0-reject classifier, while the definition of the reliability evaluators is related to the classifier's architecture. General criteria for defining appropriate reliability evaluators within a classification paradigm are illustrated in the paper and are based on the localization, in the feature space, of the samples that could be classified with a low reliability. The definition of the reliability evaluators for three popular architectures of neural networks (backpropagation, learning vector quantization and probabilistic network) is presented. Finally, the method has been tested with reference to a complex classification problem with data generated according to a distribution-of-distributions model 相似文献
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This paper deals with the reliability and mean time to failure (MTTF) evaluation of a complex system under waiting incorporating the concept of hardware failure and human error. Failure rates of the complex system follow exponential time distributions, whereas repair follows a general repair time distribution. Laplace transforms of various state probabilities have been evaluated and then reliability is obtained by the inversion process. A formula for variance of time to failure has also been developed. A particular case is also given to highlight some important results. Moreover, various plots have been sketched at the end. 相似文献
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This paper is concerned with the application of a Physics of Failure (PoF) methodology to assessing the reliability of Micro-Electro-Mechanical-System (MEMS) switches. Numerical simulations, based on the finite element method (FEM) using a sub-domain approach, were performed to examine the damage onset (e.g. yielding) due to temperature variations and to simulated the crack propagation arising after thermal fatigue. In this work remeshing techniques were employed in order to develop a damage tolerance approach based on the assumption that initial flaws exist in the multi-layered structure due, for instance, to manufacturing processes and/or are originates after thermal fatigue, as preliminary experimental tests has shown. 相似文献
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In modern industries very high reliability system are needed. To improve the reliability of system, the component redundancy and maintenance of component or system play an impotant role and must be studied. This paper presents a reliability model of a r-out-of-n(F) redundant system with maintenance and Common Cause Failure. Failed component repair times are arbitrarily distributed. The system is in a failed state when r units failed because of the combination of single element failure or CCF(Common Cause Failure). Laplace transformation of reliability is derived by using analysis of Markov state transition graph. By using the analyzed MTBF, we compute MTBF of r-out-of-n(F) system. The MTBF with CCF is saturable even if repair rate is large.Approximated reliability of the r-out-of-n(F) system with maintenance and Common Cause Failure O.SummaryThe paper presents a reliability model of a r-out-of-n(F) redundant system with maintenance and Common Cause Failure. Failed component repair times are arbitrarily distributed. The system is in a failed state when r units failed because of the combination of single element failure or Common Cause Failure. Laplace transformation of reliability is derived by using analysis of Markov state transition graph. By analyzing this mean visiting time equations, we compute MTBF and shows computational example. The MTBF with CCF is saturable even if repair rate is large. In general the maintenance overcomes MTBF bounds, But the repair method not overcome the MTBF saturation when the system has Common Cause Failure. 相似文献
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可靠性试验是一种验证试验。验证试验就其方法而言是一种抽样检验程序,与其他抽样验收的区别在于,它考虑的是与时间有关的产品质量特性,如平均故障间隔时间(MTBF)。因此,产品可靠性指标的验证工作原理是建立在一定寿命分布假设的基础上。在实际工作中为了验证无线终端指纹仪的可靠性是否满足标准要求,制订了相应的检测大纲,对其可靠性试验进行了探讨。 相似文献
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Andrew Farris Albert Liddicoat Nicholas Vickers Dan Maslyk Jasbir Bath David A. Geiger 《Microelectronics Reliability》2009,49(7):761-770
This paper presents the drop test reliability results for edge-bonded 0.5 mm pitch lead-free chip scale packages (CSPs) on a standard JEDEC drop reliability test board. The test boards were subjected to drop tests at several impact pulses, including a peak acceleration of 900 Gs with a pulse duration of 0.7 ms, a peak acceleration of 1500 Gs with a pulse duration of 0.5 ms, and a peak acceleration of 2900 Gs with a pulse duration of 0.3 ms. A high-speed dynamic resistance measurement system was used to monitor the failure of the solder joints. Two edge-bond materials used in this study were a UV-cured acrylic and a thermal-cured epoxy material. Tests were conducted on CSPs with edge-bond materials and CSPs without edge bonding. Statistics of the number of drops-to-failure for the 15 component locations on each test board are reported. The test results show that the drop test performance of edge-bonded CSPs is five to eight times better than the CSPs without edge bonding. Failure analysis was performed using dye-penetrant and scanning electron microscopy (SEM) methods. The most common failure mode observed is pad lift causing trace breakage. Solder crack and pad lift failure locations are characterized with the dye-penetrant method and optical microscopy. 相似文献
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C波段功率GaAs MESFET的可靠性 总被引:1,自引:0,他引:1
《微纳电子技术》1990,(5)
本文通过功率GaAs MESFET的筛选与环境、寿命试验阐述了器件的早期失效模式模型,估计了可靠性水平,指出了主要失效因素,并用实验方法讨论了突变烧毁失效,分析了失效原因,探讨了提高可靠性的途径。 相似文献
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In this paper, investigations have been carried out for the evaluation of reliability and MTTF (mean time to failure) of a parallel redundant complex system; viz. a power plant. The object of the system is to supply power generated by generators from a power house to a very important consumer, connected by cables and switches. The reliability and MTTF have been evaluated by using Boolean Function (BF) technique. Failure times for the various components of the complex system follow arbitrary distribution. A numerical example has also been appended to highlight the important results. Two graphs on reliability and MTTF have also been given in the end to forecast the operable behaviour of the system at any time. 相似文献
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The problem of computing the system's Failure Frequency is reduced to the problem of computing its Availability. This is performed by a transformation operator. However, the existing transformation operator is not practical because its transformation time increases exponentially with system size. To overcome this difficulty, this paper proposes a new method of transforming the Availability expression of a system into the corresponding Failure Frequency expression of the system. This method is based on a matrix approach using a 2 /spl times/ 2 matrix consisting of 0, Availability, and Failure Frequency in an appropriate manner. This transformation also enables algorithms for computing the Availability of a system to be transformed into algorithms for computing its Failure Frequency by replacing parameters and operations with matrix parameters and operations. The computation time after transformation is linear with respect to the original Availability algorithm. This implies that the problems of computing other well-known reliability measures including, Availability, Unavailability, MTBF, MTTR, MCT, Failure Rate, Failure Rate, and Failure Frequency, are reduced to only the Availability computation problem. 相似文献
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With the bag-of-contextual-visual-word (BOCVW) models, we propose a scene categorization method based on local–global feature fusion and multi-scale multi-spatial resolution encoding. First, the performances of the BOCVW models belonging to different features are mutually reinforced by fusing other types of features within local regions. Then, the spatial configuration information is explored using a multi-scale multi-spatial resolution encoding approach. Furthermore, these encoded BOCVW models are globally fused using an improved maximum-margin optimization strategy, which considers the margin between input vectors of different categories and the diameter of the smallest ball containing feature vectors simultaneously. The proposed method has been evaluated on three scene categorization datasets consisting of scene categories 8, 15, and 67, respectively. And its effectiveness has been verified by these experimental results. 相似文献
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With the progress of the railway technology, the railway transportation is becoming more efficient, intelligent and faster. High speed trains, as a major part of the railway transportation, are engaged with passenger's safety, and therefore the reliability issue is very important in such vital systems. In this paper, a dependable speed controller core based on FPGA has been developed for high speed trains. To improve the reliability and mitigate single upset faults on basic speed controller, this paper proposes a new effective method which is based on hardware redundancy. In the proposed Hybrid Dual Duplex Redundancy (HDDR) method, the original controller is quadruplicated and correct values are voted through the comparator and error detection unit. We have analyzed the proposed system with Reliability, Availability, Mean time to failure and Security (RAMS) theory in order to evaluate the effectiveness of proposed scheme. Theoretical analysis shows that the Mean Time To Failure (MTTF) of the proposed system is 2.5 times better than the traditional Triple Modular Redundancy (TMR). Furthermore, the fault injection experimental results reveal that the capability of tolerating Single Event Upsets (SEUs) in the proposed method increases up to 7.5 times with respect to a regular speed controller. 相似文献
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《Components and Packaging Technologies, IEEE Transactions on》2008,31(3):670-677