TY - JOUR
T1 - Genetic Algorithm-Based Approach for Estimating Commodity OD Matrix
AU - Pattanamekar, Parichart
AU - Park, Dongjoo
AU - Lee, Kang Dae
AU - Kim, Chansung
N1 - Publisher Copyright:
© 2014, Springer Science+Business Media New York.
PY - 2014/11/27
Y1 - 2014/11/27
N2 - This paper proposes an estimation approach for a commodity origin-destination matrix by using a sample commodity origin-destination (OD) matrix from a Commodity Flow Survey and also mode-specific OD matrices obtained from a transportation record of freight carriers. The proposed approach is formulated as a multi-objective bi-level optimization problem in which the upper-level seeks to minimize the sum of square deviation from the target matrices, while in the lower-level, user-equilibrium assignments of commodity OD matrix from a CFS and mode-specific OD matrices are performed. The developed model and the Genetic Algorithms-based solution algorithm were validated and tested on an intermodal transportation network of Korea. The results show that the model is able to produce an acceptable commodity OD matrix, implying that the proposed approach is applicable for a real-world problem.
AB - This paper proposes an estimation approach for a commodity origin-destination matrix by using a sample commodity origin-destination (OD) matrix from a Commodity Flow Survey and also mode-specific OD matrices obtained from a transportation record of freight carriers. The proposed approach is formulated as a multi-objective bi-level optimization problem in which the upper-level seeks to minimize the sum of square deviation from the target matrices, while in the lower-level, user-equilibrium assignments of commodity OD matrix from a CFS and mode-specific OD matrices are performed. The developed model and the Genetic Algorithms-based solution algorithm were validated and tested on an intermodal transportation network of Korea. The results show that the model is able to produce an acceptable commodity OD matrix, implying that the proposed approach is applicable for a real-world problem.
KW - Commodity origin-destination matrix
KW - Freight demand estimation
KW - Genetic algorithm
KW - Mode-specific origin-destination matrix
UR - http://www.scopus.com/inward/record.url?scp=84912526002&partnerID=8YFLogxK
U2 - 10.1007/s11277-014-1808-x
DO - 10.1007/s11277-014-1808-x
M3 - Article
AN - SCOPUS:84912526002
SN - 0929-6212
VL - 79
SP - 2499
EP - 2515
JO - Wireless Personal Communications
JF - Wireless Personal Communications
IS - 4
ER -