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小卫星星务规划的Hopfield神经网算法
引用本文:张帆,邹经湘,曹喜滨,王建波.小卫星星务规划的Hopfield神经网算法[J].系统仿真学报,2001,13(5):579-581.
作者姓名:张帆  邹经湘  曹喜滨  王建波
作者单位:1. 哈尔滨工业大学137信箱,
2. 哈尔滨市电业局,
摘    要:小卫星的任务规划是为确定飞行任务目标并根据飞行任务目标制定控制小卫星运行的指令序列,小卫星的任务可以归结为在资源一定的情况下的规划与调度问题,对于0-1整性和二次型规划(0-1ILQP)问题,本文提出了Hopfield神经网的解法。即将0-1ILQP的目标函数和约束条件用函数的方法写成能量函数形式,然后利用Hopfield神经网求解出该能量函数的全局最小点,从而求解出原0-1ILQP的最优解,最后,作为一个算例,给出了用此方法成功的在优化卫星任务规划中的应用。

关 键 词:数学规划  神经网络  星务规划  小型卫星  Hopfield神经网络  算法
文章编号:1004-731(2001)05-0579-03
修稿时间:2000年3月18日

Scheduling Small Satellite Mission Using Hopfield Neural Networks
ZHANG Fan,ZOU Jing-xiang,CAO Xi-bin,WANG Jian-bo.Scheduling Small Satellite Mission Using Hopfield Neural Networks[J].Journal of System Simulation,2001,13(5):579-581.
Authors:ZHANG Fan  ZOU Jing-xiang  CAO Xi-bin  WANG Jian-bo
Institution:ZHANG Fan1,ZOU Jing-xiang1,CAO Xi-bin1,WANG Jian-bo2
Abstract:Scheduling small satellite's mission is to determinate its mission objectives and make decision to control its operation according to the mission objectives. So it does factually belong to planning and operation problem. To the 0-1 integral linear and quadratic programming (0-1 ILQP), a new approach is presented in the paper to solve the problem by Hopfield neural networks. First, the objective function and the constraints are integrated as an integer in the form of energy function with penalty function approach. Then, the global minimal point of the energy function, which also is the optimal solution of the 0-1 ILQP, is obtained by using Hopfield neural networks. Finally, an application to optimizing the mission schedule of satellite is presented as an example that is solved successfully with the approach.
Keywords:mathematical programming  neural networks  satellite mission schedule  small satellite  
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