With the continuous development of wireless communication and mobile positioning technologies, spatio-temporal queries of moving objects attract more and more attention. In practical application, affected by the sampling frequency of the devices, the position information of moving objects restricted to the road network is often with uncertainty. In this paper, on the basis of the distributed computing framework-Hadoop, it firstly constructs the UPBI index mixing certain and uncertain data. Secondly, it proposes the probabilistic range parallel queries algorithm and the probabilistic calculating method of moving objects on road network. Finally, it gives space constraint r-Restrict to reduce the query scope of the possible path, and simultaneously gives sample pair division to resolve the problem of repetitive calculation. The experiment proves that index and query algorithm proposed effectively solve the mass data problem about moving objects, and enhance query efficiency and precision.
목차
Abstract 1. Introduction 2. Related Work 3. Problem Formulation 4. Index Structure 4.1 Spatial Index 4.2 Temporal Index 5. Probabilistic Range Queries 5.1 Query Algorithm 5.2 Possible Paths Calculation 6. Experimental Evaluation 6.1 Performance of the Query Time 6.2 Performance of the Query Precision 7. Conclusion Acknowledgment References
키워드
Hadoopmoving objects on road networkprobabilistic range queriesuncertain datasampling frequency
저자
Yaqing Shi [ PLA University of Science and Technology Nanjing, China ]
Jun Feng [ Hohai University Nanjing, China ]
Zhengping Ren [ PLA University of Science and Technology Nanjing, China ]
Wenjuan Xie [ PLA University of Science and Technology Nanjing, China ]
보안공학연구지원센터(IJSH) [Science & Engineering Research Support Center, Republic of Korea(IJSH)]
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 Smart Home
간기
격월간
pISSN
1975-4094
수록기간
2008~2016
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Smart Home Vol.10 No.9