In this paper, we propose an in-memory distributed processing method that can rapidly process vehicle location and traffic event data using Spark Streaming. The proposed system enables to share information about surrounding vehicles, pedestrians, and traffic events in real time with drivers who use the WEVING service. In the proposed method, vehicle location and traffic event streams are indexed using the grid indexing technique according to time, and the continuous range query method is processed based on the index. Also, traffic events are grouped based on occurrence time, location, content, and road segment of the traffic event transferred in real time in order to avoid duplicated traffic events. Through experiments, we show that the proposed method is able to deduplicate similar traffic events efficiently.
목차
Abstract 1. Introduction 2. Related Work 3. Proposed In-Memory Traffic Big Data Processing Technique 4. Experiments 5. Conclusion References
키워드
traffic databig datasocial groupspark streaming
저자
Dojin Choi [ Department of Computer Engineering, Korea Transportation of National University, Chungju, Chungbuk, Republic of Korea ]
Bosung Kim [ Department of Information Technology Convergence, Korea Transportation of National University, Chungju, Chungbuk, Republic of Korea ]
Insu Bae [ Department of Information Technology Convergence, Korea Transportation of National University, Chungju, Chungbuk, Republic of Korea ]
Seokil Song [ Department of Computer Engineering, Korea Transportation of National University, Chungju, Chungbuk, Republic of Korea ]
Corresponding Author
보안공학연구지원센터(IJSEIA) [Science & Engineering Research Support Center, Republic of Korea(IJSEIA)]
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 Software Engineering and Its Applications
간기
월간
pISSN
1738-9984
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Software Engineering and Its Applications Vol.10 No.1