In view of the difficulties caused by determining threshold for fault detection of analog circuits, a method based on principal component analysis (PCA) was proposed to overcome these difficulties. The basic model of the proposed method and the general rule for analog fault detection were described in detail. Power supply current test has the advantages that only one test point is needed and there is no need to propagate fault effects to the outputs. Fault detection of analog circuits using PCA of power supply current was evaluated by experiment. The signal filtering and amplifying circuit used in the ultrasonic liquid sensor was selected as the research object. And the detection results using power supply current are compared with those using the output voltage under the same stimulus. The results show that the PCA based method can use the information in both time and frequency domain simultaneously, and it can overcome the difficulty in determining threshold by the expert’s empirical knowledge. These make it a more suitable candidate for fault detection of analog circuits than pure time-domain or pure frequency-domain methods.
목차
Abstract 1. Introduction 2. Analog Circuits Test Using PCA 3. Experiment Results and Discussion 3.1. Experiment Circuits 3.2. Fault Detection Using Power Supply Current 3.3. Fault Detection Using Output Voltages 3.4. Discussion 4. Conclusions References
키워드
Analog circuitsFault detectionPrincipal component analysis (PCA)Power supply currentOutput voltage
저자
Chaojie Zhang [ College of Power Engineering, Naval University of Engineering 717 Jiefang Street, Wuhan, China, 430033 ]
Guo He [ College of Power Engineering, Naval University of Engineering 717 Jiefang Street, Wuhan, China, 430033 ]
Qiaobin Zhang [ College of Power Engineering, Naval University of Engineering 717 Jiefang Street, Wuhan, China, 430033 ]
보안공학연구지원센터(IJCA) [Science & Engineering Research Support Center, Republic of Korea(IJCA)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Control and Automation
간기
월간
pISSN
2005-4297
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Control and Automation Vol.7 No.11