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基于神經(jīng)網(wǎng)絡(luò)網(wǎng)絡(luò)安全態(tài)勢(shì)感知及研究.pdf全文

發(fā)布時(shí)間:2016-10-23 16:00

  本文關(guān)鍵詞:基于神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)感知,由筆耕文化傳播整理發(fā)布。


基于神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)感知研究 謝麗霞 王亞超 于巾博 中國(guó)民航大學(xué)計(jì)算機(jī)科學(xué)與技術(shù)學(xué)院。天津300300 摘要:針對(duì)網(wǎng)絡(luò)安全態(tài)勢(shì)感知問題,本文在對(duì)多種已有態(tài)勢(shì)感知方法比較和 分析,在此基礎(chǔ)上提出了一種基于神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)感知方法。首 先,,設(shè)計(jì)了一種基于BP神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)評(píng)估方法。然后,為了解 決態(tài)勢(shì)要素與評(píng)估結(jié)果之間的不確定性及模糊性問題,提出了一種基于 RBF神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)預(yù)測(cè)方法,利用RBF神經(jīng)網(wǎng)絡(luò)找出網(wǎng)絡(luò)態(tài)勢(shì) 值的非線性映射關(guān)系,采用自適應(yīng)遺傳算法對(duì)網(wǎng)絡(luò)參數(shù)進(jìn)行優(yōu)化并感知網(wǎng) 絡(luò)安全態(tài)勢(shì)。通過真實(shí)網(wǎng)絡(luò)環(huán)境的實(shí)驗(yàn)驗(yàn)證了本文提出方法在網(wǎng)絡(luò)安全態(tài) 勢(shì)感知中的可行性和有效性。 關(guān)鍵詞:態(tài)勢(shì)感知;評(píng)估;預(yù)測(cè);神經(jīng)網(wǎng)絡(luò) 中圖分類號(hào):TP309,TP393.08 ResearchonNetwork SituationAwareness Security basedonNeuralNetwork XfELixiaWANGYachaoYU Jinbo of Scienceand Aviation of 300300 School University Computer Technology,Civil China,Tianjin atthe of situationawarenessabout network security networks,a Abstract:Aimingproblems situationawarenessmethodbasedonneuralnetworkis BPneural security proposed.Firstly,fl networkbasedmethodtoestimatethe situationassessmentofnetworkwas security designed. Tosolvethe of andfuzzinessbetweenthesituationfactorandtheevaluation problemuncertainty result,anetwork situationforecastmethodthatcanfindOutnon-linearrelation― security mapping networksituationalvalueswas basedonRBFneural of shipamong given network,parameters thenetworkcanbe andthenetwork situa― optimizedthroughadaptivegeneticalgorithm security tionawarenessWaSobtained.An witharealnetworkenvironmentwas experiment performed, andthe results the andeffectivenessofourmethodforthenetwork experimentalprovefeasibility situationawareness. securit


  本文關(guān)鍵詞:基于神經(jīng)網(wǎng)絡(luò)的網(wǎng)絡(luò)安全態(tài)勢(shì)感知,由筆耕文化傳播整理發(fā)布。



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