WEATHER THREAT ASSESSMENT BASED ON DYNAMIC BAYESIAN NETWORK

被引:2
|
作者
Miao, Y. F. [1 ]
Wang, L. [1 ]
Zhang, G. A. [1 ]
Su, Q. H. [2 ]
Li, X. L. [1 ]
机构
[1] Air Force Commun NCO Acad, Dept Radio Nav, Dalian 116600, Peoples R China
[2] Yangtze Univ, Sch Informat & Math, Jingzhou 434023, Peoples R China
来源
关键词
UAV; DBN; HMM inference; forward-backward algorithm; conditional probability;
D O I
10.15666/aeer/1704_93919400
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
This paper aims to ascertain the variation in weather threat over time. To this end, the author established an assessment model of weather threat based on the Dynamic Bayesian Networks (DBN). Then, the Hidden Markov Model (HMM) was introduced to assess the level of weather threat. To validate the proposed method, a simulation was carried out on an Unmanned Aerial Vehicle (UAV), considering all five key weather factors affecting UAV safety. The results show that the DBN-based model is much more effective than the ordinary Bayesian Network (BN) in handling fuzzy information and complex weather conditions. The research findings shed new light on the accurate rout planning of an UAV.
引用
收藏
页码:9391 / 9400
页数:10
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