计算机测量与控制2024,Vol.32Issue(5) :290-295,311.DOI:10.16526/j.cnki.11-4762/tp.2024.05.041

基于改进灰色模型的飞机飞行仿真数据预测

Prediction on Aircraft Flight Simulation Data Based on Improved Grey Model

崔海青 魏士皓 王彦翔
计算机测量与控制2024,Vol.32Issue(5) :290-295,311.DOI:10.16526/j.cnki.11-4762/tp.2024.05.041

基于改进灰色模型的飞机飞行仿真数据预测

Prediction on Aircraft Flight Simulation Data Based on Improved Grey Model

崔海青 1魏士皓 2王彦翔1
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作者信息

  • 1. 中国民航大学电子信息与自动化学院,天津 300300
  • 2. 天津职业技术师范大学电子工程学院,天津 300300
  • 折叠

摘要

为解决仿真中的实时性问题,提出利用灰色预测模型进行仿真数据预测的方式加快仿真速度,并针对灰色模型在仿真数据预测方面实际应用时的问题做出了相应的改进;采用3次样条插值对非等时距序列进行插值处理得到等时距的序列;改进了灰色模型建模过程中的背景值计算过程;结合新陈代谢的思想对数据更新,弱化旧数据、强化新数据对模型的影响;将灰色模型接入到飞机分布式虚拟仿真平台中进行验证,验证结果表明改进后的灰色预测模型性能更好,接入到仿真平台中能加速8.9%,效果明显.

Abstract

In order to solve the real-time problem in simulation,this paper proposes a grey prediction model to predict the simula-tion data,and improve the simulation speed and practical application of grey model in the prediction on simulation data;Cubic spline interpolation is used to interpolate non-equal time interval sequences to obtain equal time interval sequences;The background value calculation process is improved during the modeling process of grey model;The idea of metabolism is combined in the updating data,weakening the old data,and strengthening the influence of new data on the model;The grey model is connected to be verified on the aircraft distributed virtual simulation platform.The verification results show that after the improved grey prediction model is connect-ed to the simulation platform,it has a better performance and can accelerate up to 8.9%.

关键词

数据预测/灰色模型/3次样条插值/背景值/新陈代谢

Key words

data prediction/grey model/cubic spline interpolation/background value/metabolism

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基金项目

中央高校基本科研业务费专项自然科学研究一般项目(3122022087)

出版年

2024
计算机测量与控制
中国计算机自动测量与控制技术协会

计算机测量与控制

CSTPCD
影响因子:0.546
ISSN:1671-4598
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