TY - GEN
T1 - Intelligent method of reducing BIT's false alarm based on SVM-FCA-HMM
AU - Sun, Ping
AU - Zhang, Wenjin
PY - 2011
Y1 - 2011
N2 - BIT's false alarm is one of the most important reasons of restricting testability's development. In order to decrease BIT's false alarm and develop BITE's performance, this paper discusses present situation of BIT's false alarm at first, then introduces several advanced models of reducing false alarm which are neural network, support vector machine, fuzzy clustering analysis and hidden Markov model. After then, this paper compares the advantages and disadvantages of these models about reducing BIT's false alarm. Synthesizing the advantages of SVM, FCA and HMM, this paper gives an intelligent model based on SVM-FCA-HMM to decrease false alarm, and analyzes theoretically this model's functionary and efficiency. Finally, this paper applies the method in the aero-engine's digital electronic control system and discusses its rationality and applicability, and proves that this model can be applied generally.
AB - BIT's false alarm is one of the most important reasons of restricting testability's development. In order to decrease BIT's false alarm and develop BITE's performance, this paper discusses present situation of BIT's false alarm at first, then introduces several advanced models of reducing false alarm which are neural network, support vector machine, fuzzy clustering analysis and hidden Markov model. After then, this paper compares the advantages and disadvantages of these models about reducing BIT's false alarm. Synthesizing the advantages of SVM, FCA and HMM, this paper gives an intelligent model based on SVM-FCA-HMM to decrease false alarm, and analyzes theoretically this model's functionary and efficiency. Finally, this paper applies the method in the aero-engine's digital electronic control system and discusses its rationality and applicability, and proves that this model can be applied generally.
KW - BIT
KW - digital electronic control
KW - false alarm
KW - SVM-FCA-HMM
UR - https://www.scopus.com/pages/publications/79960895727
U2 - 10.1109/PHM.2011.5939469
DO - 10.1109/PHM.2011.5939469
M3 - 会议稿件
AN - SCOPUS:79960895727
SN - 9781424479511
T3 - 2011 Prognostics and System Health Management Conference, PHM-Shenzhen 2011
BT - 2011 Prognostics and System Health Management Conference, PHM-Shenzhen 2011
T2 - 2011 Prognostics and System Health Management Conference, PHM-Shenzhen 2011
Y2 - 24 May 2011 through 25 May 2011
ER -