Ubiquitous computing devices recently are increasing requirements of high-level performance management automation, and therefore a system management is changing from a conventional central administration to autonomic computing. Many research centers are conducting various studies on self-healing method. However, most existing research focuses on healing after a system error has already occurred. In order to solve this problem, a prediction model is required to recognize operating environments and predict error occurrence. In this paper, we present how to predict the performance of system using hybrid prediction model. This hybrid prediction models adopts a selective healing model according to system context, for self-diagnosis and prediction of errors when using the four algorithms. In this paper, we evaluate the prediction time of the hybrid prediction model prototype and the performance of the target system’s workload. In addition, the prediction is compared with existing research and the effectiveness is demonstrated by experiment.
목차
Abstract 1. Introduction 2. Related works 3. Prediction Algorithms 4. Proposed Approach 4.1 A proposed Architecture for self-healing system 4.2 Applying TMR method 4.3 Hybrid Prediction algorithm for Self-healing 5. Implementation and Evaluation 6. Conclusions 7. References
키워드
Self-HealingUbiquitous ComputingPrediction ModelID3FuzzyFNN(Fuzzy Neural Network)Bayesian NET
저자
Giljong Yoo [ School of Information and Communication Engineering, Sungkyunkwan University, Suwon 400-746, South Korea ]
Jeongmin Park [ School of Information and Communication Engineering, Sungkyunkwan University, Suwon 400-746, South Korea ]
Eunseok Lee [ School of Information and Communication Engineering, Sungkyunkwan University, Suwon 400-746, South Korea ]
보안공학연구지원센터(IJMUE) [Science & Engineering Research Support Center, Republic of Korea(IJMUE)]
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 Multimedia and Ubiquitous Engineering
간기
월간
pISSN
1975-0080
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Multimedia and Ubiquitous Engineering Vol.3 No.1