지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 한국정보처리학회 JIPS(Journal of Information Processing Systems) JIPS(Journal of Information Processing Systems) 제13권 제4호
- 발행연도
- 2017.1
- 수록면
- 951 - 969 (19page)
이용수
초록· 키워드
오류제보하기
In this paper, we newly propose a traffic information service model that collects traffic information sensed byan individual vehicle in real time by using a smart device, and which enables drivers to share trafficinformation on all roads in real time using an application installed on a smart device. In particular, when thedriver requests traffic information for a specific area, the proposed driver-personalized service model provideshim/her with traffic information on the driving directions in advance by predicting the driving directions ofthe vehicle based on the learning of the driving records of each driver. To do this, we propose a trafficinformation management model to process and manage in real time a large amount of online-generatedtraffic information and traffic information requests generated by each vehicle. We also propose a road nodebasedindexing technique to efficiently store and manage location-based traffic information provided by eachvehicle. Finally, we propose a driving learning and prediction model based on the hidden Markov model topredict the driving directions of each driver based on the driver's driving records. We analyze the trafficinformation processing performance of the proposed model and the accuracy of the driving prediction modelusing traffic information collected from actual driving vehicles for the entire area of Seoul, as well as drivingrecords and experimental data.
목차
등록된 정보가 없습니다.
참고문헌 (12)
참고문헌 신청
A. Guttman / 1984 / R-trees: a dynamic index structure for spatial searching / Proceedings of the 1984 ACM SIGMOD International Conference on Management of Data : 47 ~ 57
H. Zhu / 2009 / SEER: metropolitan-scale traffic perception based on lossy sensory data / Proceedings of INFOCOM : 217 ~ 225
J. T. Robinson / 1991 / The K-D-B-tree: a search structure for large multidimensional dynamic indexes / Proceedings of the 1981 ACM SIGMOD International Conference on Management o
J. Yuan / 2013 / T-Drive : enhancing driving directions with taxi driver’s intelligence / IEEE Transactions on Knowledge and Data Engineering 25 (1) : 220 ~ 232
K. Chen / 2016 / RoadAware: learning personalized road information on daily routes with smartphones / Proceedings of 2016 25th International Conference on Computer Communication an
H. Zhu / 2009 / SEER: metropolitan-scale traffic perception based on lossy sensory data / Proceedings of INFOCOM : 217 ~ 225
J. T. Robinson / 1991 / The K-D-B-tree: a search structure for large multidimensional dynamic indexes / Proceedings of the 1981 ACM SIGMOD International Conference on Management o
J. Yuan / 2013 / T-Drive : enhancing driving directions with taxi driver’s intelligence / IEEE Transactions on Knowledge and Data Engineering 25 (1) : 220 ~ 232
K. Chen / 2016 / RoadAware: learning personalized road information on daily routes with smartphones / Proceedings of 2016 25th International Conference on Computer Communication an
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