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A Bayesian network (BN) is a compact representation for probabilistic models and inference. They have been used successfully for many military and civilian applications. It is well known that, in general, the inference algorithms to compute the exact a posterior probability of a target node given observed evidence are either computationally infeasible for dense networks or impossible for general hybrid networks. In those cases, one either computes the approximate results using stochastic simulation methods or approximates the model using discretization or a Gaussian mixture model before applying an exact inference algorithm. This paper combines the concept of simulation and model approximation to propose an efficient algorithm for those cases. The main contribution here is a unified treatment of arbitrary (nonlinear non-Gaussian) hybrid (discrete and continuous) BN inference having both computation and accuracy scalability. The key idea is to precompile the high-dimensional hybrid distribution using a hypercube representation and apply it for both static and dynamic BN inference. Since the inference process essentially becomes a combination of table look-up and some simple operations, the method is shown to be extremely efficient. It can also he scaled to achieve any desirable accuracy given sufficient preprocessing time and memory for the cases where exact inference is not possible 相似文献
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Performance evaluation for MAP state estimate fusion 总被引:1,自引:0,他引:1
Chang K.C. Zhi Tian Mori S. 《IEEE transactions on aerospace and electronic systems》2004,40(2):706-714
This paper presents a quantitative performance evaluation method for the maximum a posteriori (MAP) state estimate fusion algorithm. Under ideal conditions where data association is assumed to be perfect, it has been shown that the MAP or best linear unbiased estimate (BLUE) fusion formula provides the best linear minimum mean squared estimate (LMMSE) given local estimates under the linear Gaussian assumption for a static system. However, for a dynamic system where fusion is recursively performed by the fusion center on local estimates generated from local measurements, it is not obvious how the MAP algorithm will perform. In the past, several performance evaluation methods have been proposed for various fusion algorithms, including simple convex combination, cross-covariance combination, information matrix, and MAP fusion. However, not much has been done to quantify the steady state behavior of these fusion methods for a dynamic system. The goal of this work is to present analytical fusion performance results for MAP state estimate fusion without extensive Monte Carlo simulations, using an approach developed for steady state performance evaluation for track fusion. Two different communication strategies are considered: fusion with and without feedback to the sensors. Analytic curves for the steady state performance of the fusion algorithm for various communication patterns are presented under different operating conditions. 相似文献
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针对中国加入WTO对航空货物运输的影响,从溢出效应、竞争、辅助市场的开放、市场准入、管理、WTO规则和机制6个方面进行了分析。强调要全面和发展地看待WTO给航空货物运输带来的影响,以及要更加注重掌握WTO的规则和机制,才能更好地理解WTO对航空货物运输企业经营环境和约束条件的影响。 相似文献
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高启明 《西安航空技术高等专科学校学报》2007,25(6):44-46
高等职业教育是高等教育的重要类型,校园文化是学校精神文明建设的重要内容。通过对高校目前校园文化活动存在的共性问题和高职院校的个性分析,提出了高职院校校园文化活动创新的基本原则、主要内容和方法。 相似文献
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Tsai-Fu Wu Chh-Lung Shen Chien-Hsuan Chang Jeiyang Chiu 《IEEE transactions on aerospace and electronic systems》2003,39(2):635-646
This paper presents a single-phase three-wire (1/spl phi/ 3W) grid-connection photovoltaic (PV) power inverter with a of partial active power filter (PAPF) feature, which can not only deal with PV power but filter current harmonics and improve power factor. Once the processed power exceeds the switch ratings, the inverter can reduce its output reactive power and harmonic power, while still supplying the maximum real power generated by the PV arrays. In the derivation of control laws, a limit circle is defined to confine the output power of the inverter. To determine the power that the inverter can process, the instantaneous reactive power of a 1/spl phi/ 3W system is defined and used to calculate reactive power, which can avoid complex detections of phase angle and magnitude of the fundamental component of a nonlinear load current. Simulation results and experimental measurements have verified the proposed algorithm and the feasibility of the inverter. 相似文献
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空袭目标威胁评估模型研究 总被引:4,自引:1,他引:4
以航路捷径、目标类型、机动特性、到达发射区近界的剩余时间,以及电子干扰为主要影响因素,结合多通道防空武器系统的特点,建立了基于层次分析法和模糊综合决策法的空袭目标威胁评估模型。用层次分析法确定各因素权重,以分段函数的形式给出权重系数。针对一给定的中程防空武器系统,用模糊统计计算各影响因素的隶属函数,并给出了模型的计算流程。仿真结果表明,所设计的模型能较准确地评估来袭目标的危险性,且具有较高的灵敏度。 相似文献
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某空间相机镜头在光学设计时,因透过率、吸收率等原因,为了满足光学系统要求,经过各方面平衡后,其中有一片透镜比正常径厚比设计的偏薄些。在镜头总体结构设计时,单独对该镜片及与之相配的结构件进行了有限元分析和实验检测,发现不同的结构形式对镜片面形影响不同。为了解决这一问题,在实验中进行了探讨,以保证整个相机系统满足空间相机的实用要求。 相似文献