Computer Science ›› 2016, Vol. 43 ›› Issue (Z6): 542-546.doi: 10.11896/j.issn.1002-137X.2016.6A.129

Previous Articles     Next Articles

Flight Delays Early Warning Management and Analysis Based on Data Mining

LUO Feng-e, ZHANG Cheng-wei and LIU An   

  • Online:2018-11-14 Published:2018-11-14

Abstract: It is still a hard task to model domestic flight delay and to evaluate flight consequence in an authorized way at present.In this paper,according to a large number of airlines’s historical operation data,a mathematical flight delay forecast model was derived to estimate the delay of each flight by analyzing the main factors influencing the flight delay,the consideration of the scheduled flight delay rate,the average time of delay and the delay passengers,and the Markov theory which is based on data mining prediction model establishment method and is used to forecast the evaluation index.The weights are gained by using fuzzy analytical hierarchy process (FAHP),and the condition of flight delay is evaluated based on fuzzy comprehensive evaluation.Finally,the flight delay alarming index system was constructed.The experiment of the developed delay forecast model shows that these alarming indexes can reflect the condition of flight delay accurately,and the outcome is objective,so it can provide support for flight delay early warning management theory and method.

Key words: Data mining,Flight delay,Alarming index system,Markov model,Fuzzy comprehensive evaluation

[1] 2014年民航行业发展统计公报[R].中国民用航空局,2015
[2] 吕宗平,胡欣,丁建立.航班延误预警指标体系与预警量级构建[J].航空计算技术,2010,0(1):1-4
[3] 王红,刘金兰,曹卫东,等.航空公司航班延误预警管理模型与分析[J].计算机仿真,2009,6(4):292-296
[4] 石丽娜.多等级模糊评价方法在航班延误中的应用[J].上海工程技术大学学报,2006,0(3):276-279
[5] 徐肖豪,李雄.航班地面等待模型中的延误成本分析与仿真[J].南京航空航天大学学报,2006,8(1):115-120
[6] 魏景焕.国内外航班正常性统计办法的比较与启示[N/OL].民航资源网.http://news.carnol.com/list/294/294552.html
[7] 何江宏,陈启明.基于Markov链的最优化预测模型及其应用研究[J].合肥学院学报(自然科学版),2006,6(1):11-13,2
[8] 程华,李艳梅,罗谦,等.基于C4.5决策树方法的到港航班延误预测问题研究[J].系统工程理论与实践,2014,4(S1):239-247
[9] 吴抗抗.航班延误及其衍生事件预测预警方法研究[D].南京:南京航空航天大学,2012
[10] 罗凤娥,张成伟.基于时序数据挖掘的航班延误预测分析[J].现代电子技术,2014(24):52-55
[11] 李频.基于灰色动态马尔科夫的航班延误预测[J].上海工程技术大学学报,2014,8(4):333-336,346
[12] 李频,刘君强.基于加权马尔科夫的航班延误预测研究[J].滨州学院学报,2014(6):50-54

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!