Associations Generation in Synthetic Population for Transportation Applications Graph-Theoretic Solution

被引:10
作者
Anderson, Paul [1 ]
Farooq, Bilal [3 ]
Efthymiou, Dimitrios [4 ,5 ]
Bierlaire, Michel [2 ]
机构
[1] Ecole Polytech Fed Lausanne, Sect Genie Civil, CH-1015 Lausanne, Switzerland
[2] Ecole Polytech Fed Lausanne, INTER, ENAC, TRANSP OR,Stn 18, CH-1015 Lausanne, Switzerland
[3] Ecole Polytech Fed Lausanne, Dept Genies Civil Geol & Mines, CH-1015 Lausanne, Switzerland
[4] Ecole Polytech Fed Lausanne, CH-1015 Lausanne, Switzerland
[5] Natl Tech Univ Athens, Athens 15780, Greece
关键词
SPATIAL MICROSIMULATION MODEL; MICRODATA; LEVEL;
D O I
10.3141/2429-05
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The generation of synthetic populations through simulation methods is an important research topic and has a key application in agent-based modeling of transport and land use. The next step in this research area is the generation of complete synthetic households; this research area requires some way to associate synthetic persons with household positions. This work formulated the person to the position matching problem as a bipartite graph matching and tested two models for determining match utility with data from the 2000 Swiss census. The functions tested were both multinomial logit models, one based on the household size attribute and the other on household type. Synthetic persons were matched into the head position of real households, and then the remaining population was used to run a second match with a separately calibrated version of the size choice model for the spouse position. This method is a long list-based approach that keeps the original marginal consistent. Results show that the size choice model returns the best results for head and spouse positions, although both models provide a good match quality as measured by the distributions of individual attributes in real and matched populations as well as the distributions of unique attribute combinations. Possible extensions include matching to other household positions and evaluating the performance of these synthetic households in modeling applications.
引用
收藏
页码:38 / 50
页数:13
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