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
Link To Document :
بازگشت