Task scheduling in Grid environment is a challenging problem because of NP-complete nature of scheduling issue and dynamic characteristic of the environment. Not constrained by local scheduling policy of Grid site, a dynamic service evaluation method based on cloud model is presented. Then we obtain performance metrics of dynamic service. According to dynamic service evaluation, an adaptive and dynamic service clustering method is derived from PSO (Particle Swarm Optimization)-based clustering algorithm. It gathers the services with similar or same QoS (Quality of Service) into one cluster. A dynamic meta-task scheduling algorithm is proposed in light of service clustering. We conduct extensive experiments on the implemented prototype. The results show that our algorithm outperforms prior well-established algorithms in terms of time complexity and user QoS guarantee.
목차
Abstract 1. Introduction 2. Related work 3. Problem definition 4. Service-clustering-based scheduling framework 5. Service performance evaluation based on cloud model 5.1. Brief introduction to cloud model 5.2. Dynamic service evaluation based on cloud model 6. QoS-oriented dynamic service-clustering 6.1. Brief introduction to PSO 6.2. PSO-based dynamic service-clustering 7. Service-clustering-based dynamic scheduling algorithm 8. Experiment and evaluation 8.1. Experiment setup 8.2. Results and analysis 9. Conclusion References
키워드
service Gridperformance evaluationdynamic clusteringschedulingalgorithm
저자
Zhoujun HU [ School of Information Science and Engineering, Central South University ]
Zhigang HU [ School of Information Science and Engineering, Central South University ]
Zhenhua LIU [ School of Information Science and Engineering, Central South University ]
보안공학연구지원센터(IJGDC) [Science & Engineering Research Support Center, Republic of Korea(IJGDC)]
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 Grid and Distributed Computing
간기
격월간
pISSN
2005-4262
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Grid and Distributed Computing vol.3 no.3