基于隨機森林算法的某型飛機燃油消耗情況研究
發(fā)布時間:2018-05-09 00:25
本文選題:燃油消耗 + 決策樹 ; 參考:《數(shù)學(xué)的實踐與認識》2017年21期
【摘要】:為確定某型飛機燃油消耗量同其它因素之間的相關(guān)關(guān)系,首先將預(yù)處理后的某場站近三年燃料油消耗的實際數(shù)據(jù)隨機地分成10份;然后,分別借助決策樹和隨機森林算法,對數(shù)據(jù)建立回歸模型,并采用10折交叉驗證法,判斷上述結(jié)果的可靠性;最后,使用平均的標準化均方誤差來評價模型,得出結(jié)論.
[Abstract]:In order to determine the correlation between fuel consumption and other factors of a certain aircraft, the actual data of fuel oil consumption of a pretreated station in the past three years were randomly divided into 10 parts, and then, with the help of decision tree and stochastic forest algorithm, The regression model is established and the reliability of the above results is judged by using the 10 fold cross validation method. Finally, the model is evaluated with the average standardized mean square error, and the conclusion is drawn.
【作者單位】: 空軍勤務(wù)學(xué)院基礎(chǔ)部;空軍勤務(wù)學(xué)院航空油料物資系;空軍勤務(wù)學(xué)院飛行保障指揮系;
【基金】:總后軍需物資油料部項目(CX212C036) 空軍勤務(wù)學(xué)院青年科研基金項目(KY2016D007B)
【分類號】:TP181;V228.1;V323
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本文編號:1863763
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