Chapter
Apr 26, 2012
A Hybrid Grey Markov Prediction Model for Traffic Volume
Authors: Shuyan Chen, Wei Wang [email protected], Gaofeng Qu, and Gang RenAuthor Affiliations
Publication: International Conference on Transportation Engineering 2007
Abstract
A hybrid Grey Markov prediction model was developed by incorporating Markov forecasting model into grey forecasting model, and it was used to address the problem of traffic volume prediction. This compound model predicts me general trend of original data with unified-dimension new message GM(1,1), then applies first order Markov model to forecast the relative error series, finally use the forecasting relative error data to amend GM(1,1) prediction results. To confirm the applicability of this model, we employed Grey Markov forecasting model to forecast real time traffic volume of an intersection in SUZHOU city. As verified in experimental results, the Grey Markov model is overmatched GM(1,1) for traffic volume forecasting.
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© 2007 American Society of Civil Engineers.
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Published online: Apr 26, 2012
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ASCE Technical Topics:
- Engineering fundamentals
- Errors (statistics)
- Forecasting
- Highway and road management
- Highway transportation
- Highways and roads
- Hybrid methods
- Infrastructure
- Intersections
- Markov process
- Mathematics
- Methodology (by type)
- Models (by type)
- Probability
- Research methods (by type)
- Statistics
- Stochastic processes
- Traffic engineering
- Traffic management
- Traffic models
- Traffic volume
- Transportation engineering
- Verification
Authors
Affiliations
Shuyan Chen
College of Transportation, Southeast University, Nanjing, Sipailou 2 andCollege of Automation, Nanjing University of Posts and Telecommunications, Nanjing, Xinmofan road 66
College of Transportation, Southeast University, Nanjing, Sipailou 2. E-mail: [email protected]
Gaofeng Qu
College of Automation, Nanjing University of Posts and Telecommunications, Nanjing, Xinmofan road 66
Gang Ren
College of Transportation, Southeast University, Nanjing, Sipailou 2
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