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弱化缓冲算子修正的民航不安全事件离散灰色预测 被引量:8

Discrete grey prediction model of the reckless incidents in the civil aviation based on the modification of weakening the buffer operator
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摘要 为了掌握民航不安全事件的发展状况,并据此制定民航企事业单位的安全绩效考核指标,在民航不安全事件灰色预测的基础上引入离散灰色预测和弱化缓冲算子理论,基于中国民航2004—2013年不安全事件数据建立了弱化缓冲算子修正的离散灰色预测(DGM(1,1))模型。通过中国民航2014—2015年不安全事件数据对模型进行检验,结果表明,弱化缓冲算子修正的离散灰色预测(DGM(1,1))模型的预测精度明显高于灰色预测(GM(1,1))模型和离散灰色预测(DGM(1,1))模型,其中2阶平均弱化缓冲算子修正的离散灰色预测(DGM(1,1))模型预测精度最高,采用该模型对2016—2020年我国民航不安全事件数进行了预测,预测结果为14 095、14 910、15 773、16 685、17 650。 The goal of this paper is to introduce a renovated model for predicting the unsafe or reckless accidents in the civil aviation transportation and traffic industry via the discrete grey prediction(DGM(1,1))modified by weakening the buffer operator.As is well known,the prediction or forecasting of security incidents in the civil aviation practice can be done by establishing a safety performance evaluation index system for the enterprises and institutions in this way.To solve such a problem,it has been found that the traditional discrete grey prediction model(DGM(1,1))proves poor and less-efficient,which motivate us to improve and renovate the original discrete grey prediction model(DGM(1,1)).The proposed modified model in this paper,based on the analysis of the current working discrete grey prediction model,whose growing rate of the first part turns to be higher than that of the second one.The buffer operator can be introduced to modify the geometric average weakening buffer operator with the different orders by using a discrete grey prediction(DGM(1,1))model.What is more,the paper has also developed a discrete grey prediction(DGM(1,1))model that can be modified by the weakening buffer operator based on the data of the Chinese civil aviation unsafe incidents from 2004 to 2013 and testing the mode through the data gained from the statistic data during the period of 2014 to 2015.The results of its application of the model the given paper has developed indicate that the prediction accuracy of the discrete grey prediction(DGM(1,1))model proves to be significantly higher than the traditional grey prediction(GM(1,1))and the traditional discrete grey prediction(DGM(1,1))models.And,finally,the discrete grey prediction(DGM(1,1))model modified by the paper indicates that its average relative error turns out to be merely 0.95%,whose prediction accuracy can be regarded as the highest.Since the modified model by the two order average weakening buffer operator has been approved and adopted for forecasting the Chinese civil aviation safety incidents from 2016 to 2020,the forecasting results can be illustrated as 14 095,14 910,15 773,16 685,17 650,which means quite successful and efficient.
作者 陈芳 孙亚腾
出处 《安全与环境学报》 CAS CSCD 北大核心 2017年第3期1022-1025,共4页 Journal of Safety and Environment
基金 中央高校基本科研业务费中国民航大学专项(3122015B001)
关键词 安全管理工程 民航不安全事件 离散灰色预测模型 弱化缓冲算子 safety control civil aviation unsafe incidents discrete grey forecasting model weakening buffer operator
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