The optimal test sequence design for fault diagnosis is a challenge NP-complete problem. An improved Differential Evolution algorithm with additional inertial weighting item (inertial velocity) is proposed to solve the Optimal Test sequence Problem (OTP) in complicated electronic system. The proposed algorithm called Inertial Velocity Differential Evolution (IVDE) is constructed based on an adaptive differential evolution algorithm. IVDE combined with a new individual fitness function optimizes the test sequence sets with the index of fault isolation rate satisfied in top-down to generate diagnostic decision tree to decrease the test cost and the number of tests used. The simulation results show that IVDE algorithm can cut down the test cost under the satisfied fault isolation rate requirement. Compared with the other algorithm such as PSO (particle swarm optimizer)and GA(genetic algorithm), IVDE can get better solution of the OTP.
목차
Abstract 1. Introduction 2. Test Sequence Problem Formulation 3. Improved Differential Evolution Algorithm to Solve OTP 3.1. Differential Evolution (DE) Algorithm 3.2 Improved DE with Additional Inertial Weighting Item 3.3 Test Sequence Coder for IVDE to Solve OTP 3.4 The Fitness Function of the IVDE to Solve OTP 3.5 The Complexity of the IVDE to Solve OTP 3.6 The IVDE Algorithm to solve OTP 4. Numerical Experiment Results 4.1 APOLLO Prelaunch Checkout Example[1] 4.2 Anti-tank System [13] 4.3 Super-heterodyne Receiver Complicated System 4.4 IVDE Solution Compared with CLPSO, JADE and CoDE 5. Conclusions Acknowledgments References
보안공학연구지원센터(IJSIA) [Science & Engineering Research Support Center, Republic of Korea(IJSIA)]
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 Security and Its Applications
간기
격월간
pISSN
1738-9976
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Security and Its Applications Vol.9 No.10