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    Population Synthesis with Subregion-Level Control Variable Aggregation

    Source: Journal of Transportation Engineering, Part A: Systems:;2009:;Volume ( 135 ):;issue: 009
    Author:
    Joshua A. Auld
    ,
    Abolfazl (Kouros) Mohammadian
    ,
    Kermit Wies
    DOI: 10.1061/(ASCE)TE.1943-5436.0000040
    Publisher: American Society of Civil Engineers
    Abstract: This paper details the development of a fully customizable population synthesis program designed to be used for almost any geographic area or input variable. The design addresses several important issues that have been raised regarding other population synthesis methods, including the false-zero cell problem. To address this problem, a routine was developed that allows for the aggregation of control variable categories during execution at the subregional level based on a user-controlled aggregation threshold parameter input, which reduces the areas where false-zero cells are most likely to occur. This procedure also greatly eases the task of data preparation. As part of the study, new validation methods were developed and used to compare the new procedure against other procedures and known test variable distributions. Finally, detailed analysis regarding the trade-off between complexity and computational effort was also undertaken. The use of these new routines and validation methods along with an understanding of the trade-off between complexity and computational effort will allow for the development of more realistic synthetic populations.
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      Population Synthesis with Subregion-Level Control Variable Aggregation

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    https://yetl.yabesh.ir/yetl1/handle/yetl/69034
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    • Journal of Transportation Engineering, Part A: Systems

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    contributor authorJoshua A. Auld
    contributor authorAbolfazl (Kouros) Mohammadian
    contributor authorKermit Wies
    date accessioned2017-05-08T22:01:31Z
    date available2017-05-08T22:01:31Z
    date copyrightSeptember 2009
    date issued2009
    identifier other%28asce%29te%2E1943-5436%2E0000083.pdf
    identifier urihttp://yetl.yabesh.ir/yetl/handle/yetl/69034
    description abstractThis paper details the development of a fully customizable population synthesis program designed to be used for almost any geographic area or input variable. The design addresses several important issues that have been raised regarding other population synthesis methods, including the false-zero cell problem. To address this problem, a routine was developed that allows for the aggregation of control variable categories during execution at the subregional level based on a user-controlled aggregation threshold parameter input, which reduces the areas where false-zero cells are most likely to occur. This procedure also greatly eases the task of data preparation. As part of the study, new validation methods were developed and used to compare the new procedure against other procedures and known test variable distributions. Finally, detailed analysis regarding the trade-off between complexity and computational effort was also undertaken. The use of these new routines and validation methods along with an understanding of the trade-off between complexity and computational effort will allow for the development of more realistic synthetic populations.
    publisherAmerican Society of Civil Engineers
    titlePopulation Synthesis with Subregion-Level Control Variable Aggregation
    typeJournal Paper
    journal volume135
    journal issue9
    journal titleJournal of Transportation Engineering, Part A: Systems
    identifier doi10.1061/(ASCE)TE.1943-5436.0000040
    treeJournal of Transportation Engineering, Part A: Systems:;2009:;Volume ( 135 ):;issue: 009
    contenttypeFulltext
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    DSpace software copyright © 2002-2015  DuraSpace
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