Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems
abstract: Rapid developments are occurring in the arena of activity-based microsimulation models. Advances in computational power, econometric methodologies and data collection have all contributed to the development of microsimulation tools for planning applications. There has also been interest in...
Other Authors: | |
---|---|
Format: | Dissertation |
Language: | English |
Published: |
2010
|
Subjects: | |
Online Access: | http://hdl.handle.net/2286/R.I.8757 |
id |
ndltd-asu.edu-item-8757 |
---|---|
record_format |
oai_dc |
spelling |
ndltd-asu.edu-item-87572018-06-22T03:01:16Z Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems abstract: Rapid developments are occurring in the arena of activity-based microsimulation models. Advances in computational power, econometric methodologies and data collection have all contributed to the development of microsimulation tools for planning applications. There has also been interest in modeling child daily activity-travel patterns and their influence on those of adults in the household using activity-based microsimulation tools. It is conceivable that most of the children are largely dependent on adults for their activity engagement and travel needs and hence would have considerable influence on the activity-travel schedules of adult members in the household. In this context, a detailed comparison of various activity-travel characteristics of adults in households with and without children is made using the National Household Travel Survey (NHTS) data. The analysis is used to quantify and decipher the nature of the impact of activities of children on the daily activity-travel patterns of adults. It is found that adults in households with children make a significantly higher proportion of high occupancy vehicle (HOV) trips and lower proportion of single occupancy vehicle (SOV) trips when compared to those in households without children. They also engage in more serve passenger activities and fewer personal business, shopping and social activities. A framework for modeling activities and travel of dependent children is proposed. The framework consists of six sub-models to simulate the choice of going to school/pre-school on a travel day, the dependency status of the child, the activity type, the destination, the activity duration, and the joint activity engagement with an accompanying adult. Econometric formulations such as binary probit and multinomial logit are used to obtain behaviorally intuitive models that predict children's activity skeletons. The model framework is tested using a 5% sample of a synthetic population of children for Maricopa County, Arizona and the resulting patterns are validated against those found in NHTS data. Microsimulation of these dependencies of children can be used to constrain the adult daily activity schedules. The deployment of this framework prior to the simulation of adult non-mandatory activities is expected to significantly enhance the representation of the interactions between children and adults in activity-based microsimulation models. Dissertation/Thesis Sana, Bhargava Kishore (Author) Pendyala, Ram M (Advisor) Ahn, Soyoung (Committee member) Kaloush, Kamil (Committee member) Arizona State University (Publisher) Transportation Civil Engineering Urban Planning activity-based modeling child travel household interactions microsimulation travel demand modeling eng 94 pages M.S. Civil and Environmental Engineering 2010 Masters Thesis http://hdl.handle.net/2286/R.I.8757 http://rightsstatements.org/vocab/InC/1.0/ All Rights Reserved 2010 |
collection |
NDLTD |
language |
English |
format |
Dissertation |
sources |
NDLTD |
topic |
Transportation Civil Engineering Urban Planning activity-based modeling child travel household interactions microsimulation travel demand modeling |
spellingShingle |
Transportation Civil Engineering Urban Planning activity-based modeling child travel household interactions microsimulation travel demand modeling Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
description |
abstract: Rapid developments are occurring in the arena of activity-based microsimulation models. Advances in computational power, econometric methodologies and data collection have all contributed to the development of microsimulation tools for planning applications. There has also been interest in modeling child daily activity-travel patterns and their influence on those of adults in the household using activity-based microsimulation tools. It is conceivable that most of the children are largely dependent on adults for their activity engagement and travel needs and hence would have considerable influence on the activity-travel schedules of adult members in the household. In this context, a detailed comparison of various activity-travel characteristics of adults in households with and without children is made using the National Household Travel Survey (NHTS) data. The analysis is used to quantify and decipher the nature of the impact of activities of children on the daily activity-travel patterns of adults. It is found that adults in households with children make a significantly higher proportion of high occupancy vehicle (HOV) trips and lower proportion of single occupancy vehicle (SOV) trips when compared to those in households without children. They also engage in more serve passenger activities and fewer personal business, shopping and social activities. A framework for modeling activities and travel of dependent children is proposed. The framework consists of six sub-models to simulate the choice of going to school/pre-school on a travel day, the dependency status of the child, the activity type, the destination, the activity duration, and the joint activity engagement with an accompanying adult. Econometric formulations such as binary probit and multinomial logit are used to obtain behaviorally intuitive models that predict children's activity skeletons. The model framework is tested using a 5% sample of a synthetic population of children for Maricopa County, Arizona and the resulting patterns are validated against those found in NHTS data. Microsimulation of these dependencies of children can be used to constrain the adult daily activity schedules. The deployment of this framework prior to the simulation of adult non-mandatory activities is expected to significantly enhance the representation of the interactions between children and adults in activity-based microsimulation models. === Dissertation/Thesis === M.S. Civil and Environmental Engineering 2010 |
author2 |
Sana, Bhargava Kishore (Author) |
author_facet |
Sana, Bhargava Kishore (Author) |
title |
Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
title_short |
Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
title_full |
Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
title_fullStr |
Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
title_full_unstemmed |
Modeling the Role and Influence of Children in Household Activity-Based Travel Model Systems |
title_sort |
modeling the role and influence of children in household activity-based travel model systems |
publishDate |
2010 |
url |
http://hdl.handle.net/2286/R.I.8757 |
_version_ |
1718699203633348608 |