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基于贝叶斯正则化的TDBPNN模型在中国外贸预报中的应用及评估 总被引:6,自引:0,他引:6
基于相空间重构的非线性预报思想,建立一个时滞的BP神经网络模型(TDBPNN),采用贝叶斯正则化方法提高BP网络的泛化能力,并将该模型应用于中国进出口贸易的预测,结果证明改进的TDBPNN模型具有较好的泛化能力,准确拟合了进出口贸易发展的历史值和趋势。区别于一般的预测评价,认为非线性预测不仅要注重数据拟合和精度改进,而且应该能够反映被预报系统的非线性特征。在分析模型预测精度的同时,通过计算拟合序列和原序列的非线性特征量进行模型评价,证实预测模型能够合理地“捕捉”到产生原序列的非线性系统的动力学特征。 相似文献
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一种基于闭排队网络的集装箱码头设备配置优化模型 总被引:5,自引:0,他引:5
将集装箱码头龙门吊装卸工艺抽象为闭排队网络模型,采用估算均值法计算了顾客到达和服务时间分布为一般情况的闭排队网络系统性能指标.仿真结果表明,闭排队网络模型计算结果可以为集装箱码头设备配置提供一定的决策支持. 相似文献
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Robert Benkoczi Hossam Hassanein Selim Akl Sylvia Tai 《Journal of Combinatorial Optimization》2006,11(1):113-123
In this paper we present and discuss several optimisation problems that arise in the management of data flow in wireless sensor
networks (WSNets). We consider a hierarchical architecture for WSNets composed of sensors, relays, and relay gateways. Sensors
send data they generate at a known average bit rate to relays in one hop. The relay nodes use a multi-hop mechanism to reach
a set of assigned gateways which then forward the data directly to the base station. We are concerned with finding an assignment
of relay gateways to relays so that certain constraints are satisfied. We define a unified model in which constraints such
as lifetime, data delay, and data flow splitting are formulated in terms of four optimisation problem in graphs. 相似文献
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主要研究城域网MAC层标准“IEEE 802.6 DQDB”协议的优先故排队性能;提出了一种DQDB协议的优先级实现方案—β分级结构。通过本文给出的文件传输性能分析以及计算机模拟证明,这种新的优先级结构可取得比DQDB现有结构更好的性能,而且易于实现。 相似文献
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We consider the two-level network design problem with intermediate facilities. This problem consists of designing a minimum cost network respecting some requirements, usually described in terms of the network topology or in terms of a desired flow of commodities between source and destination vertices. Each selected link must receive one of two types of edge facilities and the connection of different edge facilities requires a costly and capacitated vertex facility. We propose a hybrid decomposition approach which heuristically obtains tentative solutions for the vertex facilities number and location and use these solutions to limit the computational burden of a branch-and-cut algorithm. We test our method on instances of the power system secondary distribution network design problem. The results show that the method is efficient both in terms of solution quality and computational times. 相似文献
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Tyler W. Myroniuk 《Journal of ethnic and migration studies》2018,44(5):887-907
It is well-documented that established networks in a destination increase the chances of an individual moving to that destination, but rarely have migration scholars examined how these networks are linked to the duration of one’s stay. This paper examines whether the presence of kin and/or friends known at a location prior to moving is associated with one’s duration of residence. Presumably, having both kin and friends already at a destination will be associated with the longest residence spells, since migrants would likely maximise their access to diverse network resources. Using residence history data on 1069 Malawians from the Migration and Health in Malawi (MHM) Project from 2013, subtle gender differences emerge in this relationship via discrete-time event history analyses. Women who knew some friends, but no kin, prior to migrating have a significantly lower likelihood of moving away in any year compared to those who did not know anyone, or only kin. For men, knowing some friends, but no kin, does not represent a significantly lower likelihood of leaving compared to those who knew no one or only kin prior to migrating. 相似文献