基于小波分析的导弹装备备件需求组合预测

doi:10.3969/j.iss.0372-2012-2014.03.001

电子学报 ›› 2014, Vol. 42 ›› Issue (3): 417-423.DOI: 10.3969/j.iss.0372-2012-2014.03.001

• 学术论文 • 下一篇

基于小波分析的导弹装备备件需求组合预测

赵建忠, 徐廷学, 李海军, 叶文

海军航空工程学院兵器科学与技术系, 山东烟台 264001

收稿日期:2012-04-23 修回日期:2012-12-24 出版日期:2014-03-25
- 通讯作者:
- 赵建忠
- 作者简介:
- 徐廷学 男，1962年4月出生于河南省驻马店.现为海军航空工程学院教授，博士生导师.主要研究方向：装备综合保障、武器系统与运用工程.E-mail：xte1962@163.com

Combination Forecasting of Missile Equipment Spare Parts Demand Based on Wavelet Analysis

ZHAO Jian-zhong, XU Ting-xue, LI Hai-jun, YE Wen

Department of Ordnance Science and Technology, Naval Aeronautical and Astronautical University, Yantai, Shandong 264001, China

Received:2012-04-23 Revised:2012-12-24 Online:2014-03-25 Published:2014-03-25

摘要/Abstract

摘要： 针对导弹装备备件需求呈现非线性、非平稳的特征，提出了把小波分析理论应用于导弹装备备件需求预测的构想.首先根据总体评价指标来确定小波最佳分解级数，将备件需求时间序列分解到不同尺度上以减少原始序列的随机性和波动性；然后对具有平稳特性的高频信息用改进动态自适应隔代映射遗传算法和阻尼最小二乘法优化的ARMA模型进行预测，而对反映整体趋势的低频信息用GM（1，1）模型进行预测；再将各模型的预测结果进行叠加，从而得到原始序列的预测值.最后通过导弹装备备件需求的实例，验证了本方法的有有效性和可行性.

关键词: 备件, 需求预测, 小波分析, 灰色模型, 自回归移动平均模型

Abstract: Due to the non-stability and non-linearity characteristic of missile equipment spare parts demand,the thought of wavelet analysis theory used on missile equipment spare parts demand forecasting.The best grading of its decomposition of wavelet was determined in terms of the collective evaluation index,and spare parts demand time series were decomposed into different scales in order to reduce the randomicity and volatility of original time series;The high frequency signals were forecasted with ARMA model optimized by the improved self-adaptive intergeneration projection genetic algorithm and damping least-squares method,and the low frequency was forecasted with GM(1,1) model;the respective forecast result were integrated to get the forecast value of the original time series.Through an experiment of missile equipment spare parts demand,the feasibility and effectiveness of this method was proven.

Key words: spare parts, demand forecasting, wavelet analysis, grey model, ARMA(Atuo-Regressive Moving Average)model

中图分类号:

TP391.9

赵建忠, 徐廷学, 李海军, 等. 基于小波分析的导弹装备备件需求组合预测[J]. 电子学报, 2014, 42(3): 417-423.

ZHAO Jian-zhong, XU Ting-xue, LI Hai-jun, et al. Combination Forecasting of Missile Equipment Spare Parts Demand Based on Wavelet Analysis[J]. Acta Electronica Sinica, 2014, 42(3): 417-423.

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基于小波分析的导弹装备备件需求组合预测

Combination Forecasting of Missile Equipment Spare Parts Demand Based on Wavelet Analysis

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