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Volumn 15, Issue , 2016, Pages 495-512

Data Fusion for ITS: Techniques and Research Needs

Author keywords

Data fusion; Data fusion in ITS; Information fusion; Sensor and data fusion

Indexed keywords


EID: 84999885035     PISSN: 23521457     EISSN: 23521465     Source Type: Conference Proceeding    
DOI: 10.1016/j.trpro.2016.06.042     Document Type: Conference Paper
Times cited : (56)

References (101)
  • 1
    • 3843150750 scopus 로고    scopus 로고
    • The correction of the forecasting travel time by using AVI data
    • A. Abe The correction of the forecasting travel time by using AVI data Proceedings of thel IVHS 1997
    • (1997) Proceedings of Thel IVHS
    • Abe, A.1
  • 7
    • 3342922421 scopus 로고
    • ADVANCE Working Paper 48, Urban Transportation Cente, University of Illinois, Chicago, IL: Urban Transportation Center, University of Illinois
    • Berka, S., Tian, X., and Tarko, A. Data Fusion Algorithm for ADVANCE. ADVANCE Working Paper 48, Urban Transportation Cente, University of Illinois, Chicago, IL: Urban Transportation Center, University of Illinois, 1995.
    • (1995) Data Fusion Algorithm for ADVANCE
    • Berka, S.1    Tian, X.2    Tarko, A.3
  • 8
    • 84961388318 scopus 로고
    • Multiple sensor tracking and data fusion
    • S.A. (Editor) Hovanessian, Chapter 7. Norwood, MA: Artech House
    • Blackman, S.S. "Multiple sensor tracking and data fusion." In Introduction to Sensor Systems, by S.A. (Editor) Hovanessian, Chapter 7. Norwood, MA: Artech House, 1988.
    • (1988) Introduction to Sensor Systems
    • Blackman, S.S.1
  • 10
    • 28844491048 scopus 로고    scopus 로고
    • Traffic incident detection using evidential reasoning-based data fusion
    • Toronto, CA: ITS America
    • Byun, S.C., Choi, D.B., Ahn, B.H., and Ko, H. "Traffic incident detection using evidential reasoning-based data fusion." Proceedings of the 6th World Congress on ITS. Toronto, CA: ITS America, 1999.
    • (1999) Proceedings of the 6th World Congress on ITS
    • Byun, S.C.1    Choi, D.B.2    Ahn, B.H.3    Ko, H.4
  • 12
    • 84999752367 scopus 로고    scopus 로고
    • A Bayesian Approach to Real-time Traffic State Estimation using a Particle Probability Hypothesis Density with Appropriate Clutter Intensity
    • Washington, DC: Transportation Research Board Paper 13-4401
    • Canaud, M., Mihaylova, L., El Faouzi, N.-E., Billot, R. and Sau, J. "A Bayesian Approach to Real-time Traffic State Estimation using a Particle Probability Hypothesis Density with Appropriate Clutter Intensity." Proceedings of the Transportation Research Board 92nd Annual Meeting. Washington, DC: Transportation Research Board, 2013. Paper 13-4401.
    • (2013) Proceedings of the Transportation Research Board 92nd Annual Meeting
    • Canaud, M.1    Mihaylova, L.2    El Faouzi, N.-E.3    Billot, R.4    Sau, J.5
  • 13
    • 3843136501 scopus 로고
    • On multisensor data fusion using attributes association for intelligent traffic congestion information inference
    • D.B. Choi On multisensor data fusion using attributes association for intelligent traffic congestion information inference Proceedings of the IVHS 1989
    • (1989) Proceedings of the IVHS
    • Choi, D.B.1
  • 14
    • 3843064808 scopus 로고    scopus 로고
    • Data fusion for generating the link travel time with insufficient data sources
    • K. Choi Data fusion for generating the link travel time with insufficient data sources Proceedings of the IVHS 1997
    • (1997) Proceedings of the IVHS
    • Choi, K.1
  • 15
    • 35948978386 scopus 로고    scopus 로고
    • Travel time estimation algorithm using GPS probe and loop detector data fusion
    • Washington, DC: Transportation Research Board Paper 01-0374
    • Choi, K.Y. and Chung, Y. "Travel time estimation algorithm using GPS probe and loop detector data fusion." Proceedings of the Transportation Research Board 80th Annual Meeting. Washington, DC: Transportation Research Board, 2001. Paper 01-0374.
    • (2001) Proceedings of the Transportation Research Board 80th Annual Meeting
    • Choi, K.Y.1    Chung, Y.2
  • 21
    • 33747435817 scopus 로고
    • Determining time dependent trip distribution in a complex intersection for traffic responsive control
    • Beden-Beden, DE: International Federation of Automatic Control
    • Cremer, M. "Determining time dependent trip distribution in a complex intersection for traffic responsive control." Proceedings on Control in Transportation Systems, IFAC-IFIP-IFORS. Beden-Beden, DE: International Federation of Automatic Control, 1983.
    • (1983) Proceedings on Control in Transportation Systems, IFAC-IFIP-IFORS
    • Cremer, M.1
  • 23
    • 0037367208 scopus 로고    scopus 로고
    • Information fusion, data mining, and knowledge discovery
    • B.V. Dasarathy Information fusion, data mining, and knowledge discovery Information Fusion (Elveiser) 4 1 2003 1
    • (2003) Information Fusion (Elveiser) , vol.4 , Issue.1 , pp. 1
    • Dasarathy, B.V.1
  • 24
    • 0030830419 scopus 로고    scopus 로고
    • Sensor Fusion Potential Exploitation - Innovative Architectures and Illustrative Applications
    • January
    • Dasarathy, B.V. "Sensor Fusion Potential Exploitation - Innovative Architectures and Illustrative Applications." Proceedings of the IEEE 85, no. 1 (January 1997): 24-38.
    • (1997) Proceedings of the IEEE , vol.85 , Issue.1 , pp. 24-38
    • Dasarathy, B.V.1
  • 26
    • 0000516376 scopus 로고
    • Upper and lower probabilities induced by multivalued mapping
    • A.P. Dempster Upper and lower probabilities induced by multivalued mapping Annals of Mathematical Statistics 38 1967 325 339
    • (1967) Annals of Mathematical Statistics , vol.38 , pp. 325-339
    • Dempster, A.P.1
  • 28
    • 33745178432 scopus 로고    scopus 로고
    • Simultaneous localization and mapping (SLAM): Part I-The essential algorithms
    • H. Durrant-Whyte, and T. Bailey Simultaneous localization and mapping (SLAM): Part I-The essential algorithms Robotics and Automation Magazine 13 2006 99 110
    • (2006) Robotics and Automation Magazine , vol.13 , pp. 99-110
    • Durrant-Whyte, H.1    Bailey, T.2
  • 30
    • 0346540191 scopus 로고
    • Travel time estimation on urban networks from traffic data and on-board trip characteristics
    • Yokohama, Japan: Morgan Kaufmann Publishers
    • El Faouzi, N.-E. and Lesort, J.-B. "Travel time estimation on urban networks from traffic data and on-board trip characteristics." Proceedings of the Second World Congress on ITS. Yokohama, Japan: Morgan Kaufmann Publishers, 1995. 88-93.
    • (1995) Proceedings of the Second World Congress on ITS , pp. 88-93
    • El Faouzi, N.-E.1    Lesort, J.-B.2
  • 33
    • 0347170511 scopus 로고    scopus 로고
    • Heterogeneous data source fusion for impedance indicators
    • Chania, Greece
    • "Heterogeneous data source fusion for impedance indicators." IFAC Symposium on Transportation Systems. Chania, Greece, 1997. 1375-1380.
    • (1997) IFAC Symposium on Transportation Systems , pp. 1375-1380
  • 36
    • 0347947992 scopus 로고    scopus 로고
    • Travel time estimation via evidential data fusion
    • N.-E. El Faouzi Travel time estimation via evidential data fusion Recherche Transports Sécurité 68 2000 15 30
    • (2000) Recherche Transports Sécurité , vol.68 , pp. 15-30
    • El Faouzi, N.-E.1
  • 37
    • 76149085548 scopus 로고    scopus 로고
    • Improving travel time estimates from inductive loop and toll collection data with Dempster-Shafer data fusion
    • N.-E. El Faouzi, L.A. Klein, and O. De Mouzon Improving travel time estimates from inductive loop and toll collection data with Dempster-Shafer data fusion Transportation Research Record 2129 2009 73 80
    • (2009) Transportation Research Record , vol.2129 , pp. 73-80
    • El Faouzi, N.-E.1    Klein, L.A.2    De Mouzon, O.3
  • 38
    • 77956963824 scopus 로고    scopus 로고
    • Data fusion in inteligent transportation systems: Progress and challenges - A survey
    • N.-E. El Faouzi, H. Leung, and A. Kurian Data fusion in inteligent transportation systems: Progress and challenges - A survey Information Fusion 12 2011 4 10
    • (2011) Information Fusion , vol.12 , pp. 4-10
    • El Faouzi, N.-E.1    Leung, H.2    Kurian, A.3
  • 39
    • 84999834273 scopus 로고    scopus 로고
    • Data fusion in Intelligent Traffic and Transportation Engineering - Recent Advances and Challenges
    • edited by H. Fourati, Chapter 32. CRC Press-Taylor and Francis
    • El Faouzi, N-E. and Klein, L.A. "Data fusion in Intelligent Traffic and Transportation Engineering - Recent Advances and Challenges." In Multisensor Data Fusion: From Algorithm and Architecture Design to Applications, edited by H. Fourati, Chapter 32. CRC Press-Taylor and Francis, 2015.
    • (2015) Multisensor Data Fusion: From Algorithm and Architecture Design to Applications
    • El Faouzi, N.-E.1    Klein, L.A.2
  • 40
    • 33749317013 scopus 로고    scopus 로고
    • The utilization of artificial neural networks for multi-sensor system integration in navigation and positioning instruments
    • N. El-Sheimy, K. Chiang, and A. Noureldin The utilization of artificial neural networks for multi-sensor system integration in navigation and positioning instruments IEEE Transactions on Instrumentation and Measurement 55 2006 1606 1615
    • (2006) IEEE Transactions on Instrumentation and Measurement , vol.55 , pp. 1606-1615
    • El-Sheimy, N.1    Chiang, K.2    Noureldin, A.3
  • 42
    • 3843078853 scopus 로고    scopus 로고
    • Data fusion techniques for adaptive traffic signal control
    • Tokyo, International Federation of Automatic Control
    • Friedrich, B. and Minciardi, R. "Data fusion techniques for adaptive traffic signal control." IFAC Symposium on Transportation Systems. Tokyo, International Federation of Automatic Control, 2003. 53-55.
    • (2003) IFAC Symposium on Transportation Systems , pp. 53-55
    • Friedrich, B.1    Minciardi, R.2
  • 45
    • 84984516669 scopus 로고
    • Combining forecasts: Twenty years later
    • W.J. Granger Combining forecasts: Twenty years later Journal of Forecasting 8 1989 167 173
    • (1989) Journal of Forecasting , vol.8 , pp. 167-173
    • Granger, W.J.1
  • 51
    • 0031171679 scopus 로고    scopus 로고
    • Optimal linear combinations of neural networks
    • S. Hashem Optimal linear combinations of neural networks Neural Networks 10 1997 599 614
    • (1997) Neural Networks , vol.10 , pp. 599-614
    • Hashem, S.1
  • 52
    • 21644453308 scopus 로고    scopus 로고
    • An expectation maximization based interactive multiple model approach for collaborative driving
    • D. Huang, and H. Leung An expectation maximization based interactive multiple model approach for collaborative driving IEEE Transactions on Intelligent Transportation Systems 6 2005 206 228
    • (2005) IEEE Transactions on Intelligent Transportation Systems , vol.6 , pp. 206-228
    • Huang, D.1    Leung, H.2
  • 54
    • 0031284247 scopus 로고    scopus 로고
    • Neural network representations for arterial street incident detection data fusion
    • J.N. Ivan Neural network representations for arterial street incident detection data fusion Transportation Research C 1997 247 254
    • (1997) Transportation Research C , pp. 247-254
    • Ivan, J.N.1
  • 56
    • 0004052232 scopus 로고
    • Office of Naval Technology, Warminster, PA: Office of Naval Technology, Naval Air Development Center
    • Kessler, O., et al. Functional Description of the Data Fusion Process. Office of Naval Technology, Warminster, PA: Office of Naval Technology, Naval Air Development Center, 1991.
    • (1991) Functional Description of the Data Fusion Process
    • Kessler, O.1
  • 58
    • 84999716855 scopus 로고    scopus 로고
    • FHWA-RD-95-100. Final Report, US Department of Transportation, Washington, DC: Federal Highway Administration
    • Klein, L.A. and Kelley, M.R. Detection Technology for IVHS, Volume I: FHWA-RD-95-100. Final Report, US Department of Transportation, Washington, DC: Federal Highway Administration, 1996.
    • (1996) Detection Technology for IVHS , vol.1
    • Klein, L.A.1    Kelley, M.R.2
  • 59
    • 3843109271 scopus 로고    scopus 로고
    • Dempster-Shafer data fusion at the traffic management center
    • Washington, DC: Transportation Research Board Paper 00-1211
    • Klein, L.A. "Dempster-Shafer data fusion at the traffic management center." Proceedings of the Transportation Research Board 79th Annual Meeting. Washington, DC: Transportation Research Board, 2000. Paper 00-1211.
    • (2000) Proceedings of the Transportation Research Board 79th Annual Meeting
    • Klein, L.A.1
  • 64
    • 3843126733 scopus 로고    scopus 로고
    • Data fusion for DRG systems
    • Chania, Greece: International Federation of Automatic Control
    • Kühne, R.D. "Data fusion for DRG systems." IFAC Symposium on Transportation Systems, vol. 3. Chania, Greece: International Federation of Automatic Control, 1997.
    • (1997) IFAC Symposium on Transportation Systems , vol.3
    • Kühne, R.D.1
  • 67
    • 84955295760 scopus 로고    scopus 로고
    • Constrained unscented Kalman filter based fusion of GPS/INS/digital map for vehicle localization
    • Shanghai, CN: IEEE
    • Li, W. and Leung, H. "Constrained unscented Kalman filter based fusion of GPS/INS/digital map for vehicle localization." IEEE 2003 International Conference on Intelligent Transportation Systems. Shanghai, CN: IEEE, 2003. 362-1367.
    • (2003) IEEE 2003 International Conference on Intelligent Transportation Systems , pp. 362-1367
    • Li, W.1    Leung, H.2
  • 71
    • 84987681637 scopus 로고    scopus 로고
    • Estimation methods for the state of traffic at traffic signals using detectors near the stop-line
    • J. Mueck Estimation methods for the state of traffic at traffic signals using detectors near the stop-line Traffic Engineering and Control 2002
    • (2002) Traffic Engineering and Control
    • Mueck, J.1
  • 72
    • 0032203175 scopus 로고    scopus 로고
    • Sensor and information fusion for improved vision-based vehicle guidance
    • November
    • R.R. Murphy Sensor and information fusion for improved vision-based vehicle guidance IEEE Intelligent Systems 13 6 November 1998 49 56
    • (1998) IEEE Intelligent Systems , vol.13 , Issue.6 , pp. 49-56
    • Murphy, R.R.1
  • 76
    • 0021375695 scopus 로고
    • Dynamic prediction of traffic volume through Kalman filtering theory
    • I. Okutani, and J. Stephanedes Dynamic prediction of traffic volume through Kalman filtering theory Transportation Research B 18 1984 1 11
    • (1984) Transportation Research B , vol.18 , pp. 1-11
    • Okutani, I.1    Stephanedes, J.2
  • 77
    • 0002555829 scopus 로고
    • The Kalman filtering approaches in some transportation and road traffic problems
    • Edited by N. and Wilson, N. Gartner Waltham, MA: Elveiser Science Publishing Company
    • Okutani, I. "The Kalman filtering approaches in some transportation and road traffic problems." Edited by N. and Wilson, N. Gartner. Proceedings of the 10th ISTTT. Waltham, MA: Elveiser Science Publishing Company, 1987. 397-416.
    • (1987) Proceedings of the 10th ISTTT , pp. 397-416
    • Okutani, I.1
  • 78
    • 84999667263 scopus 로고    scopus 로고
    • RITA Connected Vehicle Techology and Deployment Projects. Washington, DC: U.S. Department of Transportation
    • RITA, Research and Innovative Technology Administration and ITS Joint Program Office. Connected Vehicle Techology and Deployment Projects. Washington, DC: U.S. Department of Transportation, 2014.
    • (2014) Research and Innovative Technology Administration and ITS Joint Program Office
  • 80
    • 0032021248 scopus 로고    scopus 로고
    • Vehicle-type motion estimation by the fusion of image point and line features
    • S.-C. Pei, and Liou, G. "Vehicle-type motion estimation by the fusion of image point and line features." Pattern Recognition 31 (1998): 333-344.
    • (1998) Pattern Recognition , vol.31 , pp. 333-344
    • Pei, S.-C.1    Liou, G.2
  • 81
    • 83755180267 scopus 로고    scopus 로고
    • Particle filter-based realtime estimation and prediction of traffic conditions
    • Chania, Crete, GR: ASMDA International
    • Sau, J., El Faouzi, N.-E., Ben Aïssa, A., and De Mouzon, O. "Particle filter-based realtime estimation and prediction of traffic conditions." Proceedings of the Applied Stochastic Models and Data Analysis (ASMDA) International Society. Chania, Crete, GR: ASMDA International, 2007.
    • (2007) Proceedings of the Applied Stochastic Models and Data Analysis (ASMDA) International Society
    • Sau, J.1
  • 82
    • 0002714325 scopus 로고
    • Arterial incident detection using fixed detector and probe vehicle data
    • V. Sethi, N. Bhandari, F. Koppelman, and J. Schofer Arterial incident detection using fixed detector and probe vehicle data Transportation Research 2 1995 99 112
    • (1995) Transportation Research , vol.2 , pp. 99-112
    • Sethi, V.1    Bhandari, N.2    Koppelman, F.3    Schofer, J.4
  • 91
    • 84999710478 scopus 로고
    • ADVANCE Working Paper Series Task TRF-TT-07. ADVANCE Working Paper Series, Vol. 22, Urban Transportation Center, Uniuersity of Illinois, Chicago, IL: Urban Transportation Center, University of Illinois
    • Thakuriah, P. and Sen, A. Data Fusion for Travel Time Prediction: A Statement of Requirements, ADVANCE Working Paper Series, Vol. 22, Task TRF-TT-07. ADVANCE Working Paper Series, Vol. 22, Urban Transportation Center, Uniuersity of Illinois, Chicago, IL: Urban Transportation Center, University of Illinois, 1993.
    • (1993) Data Fusion for Travel Time Prediction: A Statement of Requirements , vol.22
    • Thakuriah, P.1    Sen, A.2
  • 92
    • 77956946646 scopus 로고    scopus 로고
    • Multi-sensor multivariate and multiclass incident detection system for arterial streets
    • Edited by J.-B. Lesort Lyon, FR: Pergamon, Elsevier
    • Thomas, N.E. "Multi-sensor multivariate and multiclass incident detection system for arterial streets." Edited by J.-B. Lesort. Proceedings of the 16th International Symposium on Transportation and Traffic Theory (ISTTT). Lyon, FR: Pergamon, Elsevier, 1996. 315-340.
    • (1996) Proceedings of the 16th International Symposium on Transportation and Traffic Theory (ISTTT) , pp. 315-340
    • Thomas, N.E.1
  • 93
    • 84999686568 scopus 로고    scopus 로고
    • USDOT, US Department of Transportation Washington, DC: Office of the Assistant Secretary for Research and Technology
    • USDOT, US Department of Transportation. ITS ePrimer (http://www.pcb.its.dot.gov/ePrimer.aspx). Washington, DC: Office of the Assistant Secretary for Research and Technology, 2014.
    • (2014) ITS EPrimer
  • 96
    • 11144262651 scopus 로고    scopus 로고
    • Real-time freeway traffic state estimation based on extended Kalman filter: A general approach
    • Y. Wang, and M. Papageorgiou Real-time freeway traffic state estimation based on extended Kalman filter: A general approach Transportation Research B 39 2005 141 147
    • (2005) Transportation Research B , vol.39 , pp. 141-147
    • Wang, Y.1    Papageorgiou, M.2
  • 101
    • 0031169825 scopus 로고    scopus 로고
    • An exact maximum likelihood registration algorithm for data fusion
    • Y. Zhou, H. Leung, and P.C. Yip An exact maximum likelihood registration algorithm for data fusion IEEE Transactions on Signal Processing 45 1997 1560 1572
    • (1997) IEEE Transactions on Signal Processing , vol.45 , pp. 1560-1572
    • Zhou, Y.1    Leung, H.2    Yip, P.C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.