DocumentCode
2368485
Title
Observed-link-flow-based OD matrix estimation with stochastic factors
Author
Zhang, Guo-hui ; Zhang, Yi ; Hu, Jian-ming ; Ren, Jiang-tao ; Zong, Chun-guang
Author_Institution
Dept. of Autom., Tsinghua Univasky, Beijing, China
fYear
2002
fDate
2002
Firstpage
479
Lastpage
484
Abstract
A new iterative procedure with the consideration of the integrating stochastic factors is established for estimating origin-destination (OD) matrices. The analytical form of the link choice proportions is developed. By minimizing the squared errors between estimated and observed link flows, the mathematical model balances all degrees of approximation for restricted equations. The recursive least squares method is conducted to evaluate OD matrices based on the estimation theory. The conducted method is more receptive to fluctuations in the observation due to integrating stochastic disturbances including the measurement errors and temporal variations of the observed link flows, and can make better use of traffic information from observation systems. The analysis and simulation study show that the method is feasible. Factors influencing the computed results of OD matrices are discussed and directions for future researches are proposed.
Keywords
estimation theory; iterative methods; least squares approximations; matrix algebra; minimisation; road traffic; traffic control; traffic engineering computing; transportation; approximation; estimating theory; integrating stochastic factors; iterative procedure; least squares method; mathematical model; minimization; origin-destination trip matrices; stochastic disturbances; traffic control; Equations; Estimation theory; Fluctuations; Least squares approximation; Least squares methods; Mathematical model; Measurement errors; Stochastic processes; Stochastic systems; Traffic control;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Transportation Systems, 2002. Proceedings. The IEEE 5th International Conference on
Print_ISBN
0-7803-7389-8
Type
conf
DOI
10.1109/ITSC.2002.1041264
Filename
1041264
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