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针对支持向量机(SVM)在网络故障诊断中应用存在的参数设置和诊断模型复杂的问题,提出一种基于小生境粒子群优化的SVM解决方案。算法在进行参数寻优的同时考虑支持向量个数,实现对诊断模型复杂度的优化,并采用小生境粒子群算法进行求解,提高算法跳出局部最优的能力。在DARPA数据集上的实验表明本文提出的方法能够有效提高诊断模型的泛化性和诊断速度。 相似文献
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对战术导弹的制导控制系统的设计阶段和特点进行了分析研究,对设计流程及所用到的方法进行了研究,在研究的基础上提出了制导控制系统一体化设计仿真分析平台的思路,该平台可用于常规导弹制导控制系统的一体化设计,包括导弹的控制系统设计分析、制导律设计、制导控制系统的数学建模与仿真、半实物仿真分析以及系统性能评估等,具有可扩展性,为战术导弹制导控制系统研究提供模块化手段,加速战术导弹的研制进度。 相似文献
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Single‐commodity stochastic network design under demand and topological uncertainties with insufficient data 下载免费PDF全文
Stochastic network design is fundamental to transportation and logistic problems in practice, yet faces new modeling and computational challenges resulted from heterogeneous sources of uncertainties and their unknown distributions given limited data. In this article, we design arcs in a network to optimize the cost of single‐commodity flows under random demand and arc disruptions. We minimize the network design cost plus cost associated with network performance under uncertainty evaluated by two schemes. The first scheme restricts demand and arc capacities in budgeted uncertainty sets and minimizes the worst‐case cost of supply generation and network flows for any possible realizations. The second scheme generates a finite set of samples from statistical information (e.g., moments) of data and minimizes the expected cost of supplies and flows, for which we bound the worst‐case cost using budgeted uncertainty sets. We develop cutting‐plane algorithms for solving the mixed‐integer nonlinear programming reformulations of the problem under the two schemes. We compare the computational efficacy of different approaches and analyze the results by testing diverse instances of random and real‐world networks. © 2017 Wiley Periodicals, Inc. Naval Research Logistics 64: 154–173, 2017 相似文献
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Scheduling a set of n jobs on a single machine so as to minimize the completion time variance is a well‐known NP‐hard problem. In this paper, we propose a sequence, which can be constructed in O(n log n) time, as a solution for the problem. Our primary concern is to establish the asymptotical optimality of the sequence within the framework of probabilistic analysis. Our main result is that, when the processing times are randomly and independently drawn from the same uniform distribution, the sequence is asymptotically optimal in the sense that its relative error converges to zero in probability as n increases. Other theoretical results are also derived, including: (i) When the processing times follow a symmetric structure, the problem has 2⌊(n−1)/2⌋ optimal sequences, which include our proposed sequence and other heuristic sequences suggested in the literature; and (ii) when these 2⌊(n−1)/2⌋ sequences are used as approximate solutions for a general problem, our proposed sequence yields the best approximation (in an average sense) while another sequence, which is commonly believed to be a good approximation in the literature, is interestingly the worst. © 1999 John Wiley & Sons, Inc. Naval Research Logistics 46: 373–398, 1999 相似文献
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In this paper, we develop efficient deterministic algorithms for globally minimizing the sum and the product of several linear fractional functions over a polytope. We will show that an elaborate implementation of an outer approximation algorithm applied to the master problem generated by a parametric transformation of the objective function serves as an efficient method for calculating global minima of these nonconvex minimization problems if the number of linear fractional terms in the objective function is less than four or five. It will be shown that the Charnes–Cooper transformation plays an essential role in solving these problems. Also a simple bounding technique using linear multiplicative programming techniques has remarkable effects on structured problems. © 1999 John Wiley & Sons, Inc. Naval Research Logistics 46: 583–596, 1999 相似文献
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为适应“导航战”下的强干扰输入,导航接收机对模拟信道的动态范围提出了更高的要求。在给定的信噪比恶化容限约束下,原有的分析方法给出了二维曲线分析模型,得到了动态范围的优化设计及各级增益划分方法,但仅适用于输出功率基本不变的AGC电路。基于增加的AGC输出回退功率这一参数,论文提出了一种三维曲面求解模型,揭示了各电路参量与模拟信道动态范围的约束关系,可适用于输出功率变化的AGC电路,以实现更高的动态范围。针对三维模型中参数求解复杂的问题,利用纯衰减网络的特性将复杂的数值求解简化为直线求解,大幅降低了设计复杂度。在给出的设计实例中,动态范围测试结果与设计预期吻合较好,验证了方法的正确性。 相似文献
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