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Birandom variables and birandom programming

机译:双随机变量和双随机编程

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The emphasis of this paper is to introduce a novel concept of birandom variable and to exhibit the framework of birandom programming. The so-called birandom variable is a measurable mapping from a probability space to a collection of random variables. Based on this definition, the expected value operator of birandom variable and chance measures of birandom event are further introduced. As a generalized scenario of stochastic programming, a spectrum of birandom programming models are developed to deal with birandom systems. To solve the proposed models, birandom simulations are presented and then a hybrid intelligent algorithm is designed by embedding neural networks into genetic algorithm. Finally, some numerical experiments are provided to illustrate the effectiveness of the algorithm.
机译:本文的重点是介绍一种新的双随机变量概念,并展示双随机编程的框架。所谓的双随机变量是从概率空间到随机变量集合的可测量映射。基于此定义,进一步引入了双随机变量的期望值算子和双随机事件的机会度量。作为随机编程的一般情况,开发了一系列双随机编程模型来处理双随机系统。为了解决提出的模型,提出了双随机仿真,然后通过将神经网络嵌入遗传算法来设计一种混合智能算法。最后,提供了一些数值实验来说明该算法的有效性。

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