Using simple agent-based modeling to inform and enhance neighborhood walkability

Journal article

Badland, Hannah, White, Marcus, MacAulay, Gus, Eagleson, Serryn, Mavoa, Suzanne, Pettit, Christopher and Giles-Corti, Billie. (2013). Using simple agent-based modeling to inform and enhance neighborhood walkability. International Journal of Health Geographics. 12, pp. 1-10. https://doi.org/10.1186/1476-072X-12-58
AuthorsBadland, Hannah, White, Marcus, MacAulay, Gus, Eagleson, Serryn, Mavoa, Suzanne, Pettit, Christopher and Giles-Corti, Billie
Abstract

Background
Pedestrian-friendly neighborhoods with proximal destinations and services encourage walking and decrease car dependence, thereby contributing to more active and healthier communities. Proximity to key destinations and services is an important aspect of the urban design decision making process, particularly in areas adopting a transit-oriented development (TOD) approach to urban planning, whereby densification occurs within walking distance of transit nodes. Modeling destination access within neighborhoods has been limited to circular catchment buffers or more sophisticated network-buffers generated using geoprocessing routines within geographical information systems (GIS). Both circular and network-buffer catchment methods are problematic. Circular catchment models do not account for street networks, thus do not allow exploratory ‘what-if’ scenario modeling; and network-buffering functionality typically exists within proprietary GIS software, which can be costly and requires a high level of expertise to operate.

Methods
This study sought to overcome these limitations by developing an open-source simple agent-based walkable catchment tool that can be used by researchers, urban designers, planners, and policy makers to test scenarios for improving neighborhood walkable catchments. A simplified version of an agent-based model was ported to a vector-based open source GIS web tool using data derived from the Australian Urban Research Infrastructure Network (AURIN). The tool was developed and tested with end-user stakeholder working group input.

Results
The resulting model has proven to be effective and flexible, allowing stakeholders to assess and optimize the walkability of neighborhood catchments around actual or potential nodes of interest (e.g., schools, public transport stops). Users can derive a range of metrics to compare different scenarios modeled. These include: catchment area versus circular buffer ratios; mean number of streets crossed; and modeling of different walking speeds and wait time at intersections.

Conclusions
The tool has the capacity to influence planning and public health advocacy and practice, and by using open-access source software, it is available for use locally and internationally. There is also scope to extend this version of the tool from a simple to a complex model, which includes agents (i.e., simulated pedestrians) ‘learning’ and incorporating other environmental attributes that enhance walkability (e.g., residential density, mixed land use, traffic volume).

KeywordsAURIN; Catchment modeling; Health; Liveability; Public transport; Schools; Spatial data; What-if
Year01 Jan 2013
JournalInternational Journal of Health Geographics
Journal citation12, pp. 1-10
PublisherBioMed Central
ISSN1476-072X
Digital Object Identifier (DOI)https://doi.org/10.1186/1476-072X-12-58
Web address (URL)https://ij-healthgeographics.biomedcentral.com/articles/10.1186/1476-072X-12-58
Research or scholarlyResearch
Page range1-10
Publisher's version
License
File Access Level
Open
Output statusPublished
Publication dates
Online11 Dec 2013
Publication process dates
Accepted02 Dec 2013
Deposited23 May 2024
Additional information

© 2013 Badland et al.; licensee BioMed Central Ltd

This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

For additional information see:
https://ij-healthgeographics.biomedcentral.com/articles/10.1186/1476...

Place of publicationUnited Kingdom
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Badland, Hannah, Davern, Melanie, Villanueva, Karen, Mavoa, Suzanne, Milner, Allison, Roberts, Rebecca and Giles-Corti, Billie. (2016). Conceptualising and measuring spatial indicators of employment through a liveability lens. Social Indicators Research. 127(2), pp. 565-576. https://doi.org/10.1007/s11205-015-0978-6
Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice
Badland, Hannah, Mavoa, Suzanne, Livingston, Michael, David, Stephanie and Giles-Corti, Billie. (2016). Testing spatial measures of alcohol outlet density with self-rated health in the Australian context : Implications for policy and practice. Drug and Alcohol Review. 35(3), pp. 298-306. https://doi.org/10.1111/dar.12341
Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study
Oliver, Melody, Parker, Karl, Witten, Karen, Mavoa, Suzanne, Badland, Hannah M., Donovan, Phil, Chaudhury, Moushumi and Kearns, Robin. (2016). Children's Out-of-School Independently Mobile Trips, Active Travel, and Physical Activity: A Cross-Sectional Examination from the Kids in the City Study. Journal of Physical Activity and Health. 13(3), pp. 318-324. https://doi.org/10.1123/jpah.2015-0043
Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study
McGrath, Leslie J., Hinckson, Erica A., Hopkins, Will G., Mavoa, Suzanne, Witten, Karen and Schofield, Grant. (2016). Associations between the neighborhood environment and moderate-to-vigorous walking in New Zealand children : Findings from the URBAN Study. Sports Medicine. 46(7), pp. 1003-1017. https://doi.org/10.1007/s40279-016-0533-x
Active transport, physical activity, and distance between home and school in children and adolescents
Duncan, Scott, White, Kate, Mavoa, Suzanne, Stewart, Tom, Hinckson, Erica and Schofield, Grant. (2016). Active transport, physical activity, and distance between home and school in children and adolescents. Journal of Physical Activity and Health. 13(4), pp. 447-453. https://doi.org/10.1123/jpah.2015-0054
Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults
Oliver, Melody, Witten, Karen, Blakely, Tony, Parker, Karl, Badland, Hannah, Schofield, Grant, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica, Sweetsur, Paul and Kearns, Robin. (2015). Neighbourhood built environment associations with body size in adults : mediating effects of activity and sedentariness in a cross-sectional study of New Zealand adults. BMC Public Health. 15, pp. 1-11. https://doi.org/10.1186/s12889-015-2292-2
Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool
Badland, Hannah, Donovan, Phil, Mavoa, Suzanne, Oliver, Melody, Chaudhury, Moushumi and Witten, Karen. (2015). Assessing neighbourhood destination access for children : Development of the NDAI-C audit tool. Environment and Planning B: Urban Analytics and City Science. 42(6), pp. 1148-1160. https://doi.org/10.1068/b140009p
Age-friendly cities and communities : Access to services for older people
Lowen, Tamara, Davern, Melanie, Mavoa, Suzanne and Brasher, Kathleen. (2015). Age-friendly cities and communities : Access to services for older people. Australian Planner. 52(4), pp. 255-265. https://doi.org/10.1080/07293682.2015.1047874
The development of policy-relevant transport indicators to monitor health behaviours and outcomes
Badland, Hannah, Mavoa, Suzanne, Villanueva, Karen, Roberts, Rebecca, Davern, Melanie and Giles-Corti, Billie. (2015). The development of policy-relevant transport indicators to monitor health behaviours and outcomes. Journal of Transport and Health. 2(2), pp. 103-110. https://doi.org/10.1016/j.jth.2014.07.005
Developing indicators of public open space to promote health and wellbeing in communities
Villanueva, Karen, Badland, Hannah, Hooper, Paula, Koohsari, Mohammad, Mavoa, Suzanne, Davern, Melanie, Roberts, Rebecca, Goldfeld, Sharon and Giles-Corti, Billie. (2015). Developing indicators of public open space to promote health and wellbeing in communities. Applied Geography. 57, pp. 112-119. https://doi.org/10.1016/j.apgeog.2014.12.003
Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Parker, Karl, Donovan, Phil, Kearns, Robin, Lin, En-Yi and Witten, Karen. (2015). Associations between the neighbourhood built environment and out of school physical activity and active travel : An examination from the Kids in the City study. Health & Place. 36, pp. 57-64. https://doi.org/10.1016/j.healthplace.2015.09.005
Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study
Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen, Kearns, Robin, Ellaway, Anne, Hinckson, Erica, Mackay, Lisa and Schluter, Philip. (2014). Environmental and socio-demographic associates of children's active transport to school : a cross-sectional from the URBAN Study. International Journal of Behavioral Nutrition and Physical Activity. 11, pp. 1-12. https://doi.org/10.1186/1479-5868-11-70
Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities
Astell-Burt, Thomas, Feng, Xiaoqi, Mavoa, Suzanne, Badland, Hannah and Giles-Corti, Billie. (2014). Do low-income neighbourhoods have the least green space? A cross-sectional study of Australia's most populous cities. BMC Public Health. 14, pp. 1-11. https://doi.org/10.1186/1471-2458-14-292
Distance to school is associated with sedentary time in children : findings from the URBAN study
Hinckson, Erica, McGrath, Les, Hopkins, Will, Oliver, Melody, Badland, Hannah, Mavoa, Suzanne, Witten, Karen and Kearns, Robin. (2014). Distance to school is associated with sedentary time in children : findings from the URBAN study. Frontiers in Public Health. 2, pp. 1-9. https://doi.org/10.3389/fpubh.2014.00151
Developing a research and practice tool to measure walkability : a demonstration project
Giles-Corti, Billie, Macaulay, Gus, Middleton, Nick, Boruff, Bryan, Bull, Fiona, Butterworth, Iain, Badland, Hannah, Mavoa, Suzanne, Roberts, Rebecca and Christian, Hayley. (2014). Developing a research and practice tool to measure walkability : a demonstration project. Health Promotion Journal of Australia. 25(3), pp. 160-166. https://doi.org/10.1071/HE14050
What constitutes a 'trip'? Examining child journey attributes using GPS and self-report
Oliver, Melody, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Asiasiga, Lanuola, Tavae, N, Kearns, Robin and Witten, Karen. (2014). What constitutes a 'trip'? Examining child journey attributes using GPS and self-report. Children's Geographies. 12(2), pp. 249-256. https://doi.org/10.1080/14733285.2014.890370
Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study
Oliver, Melody, Doherty, Aiden, Kelly, Paul, Badland, Hannah, Mavoa, Suzanne, Shepherd, Janine, Kerr, Jacqueline, Marshall, Simon, Hamilton, Alexander and Foster, Charlie. (2013). Utility of passive photography to objectively audit built environment features of active transport journeys : an observational study. International Journal of Health Geographics. 12(20), pp. 1-7. https://doi.org/10.1186/1476-072X-12-20
Portable Global Positioning System Receivers : Static Validity and Environmental Conditions
Duncan, Scott, Stewart, Tom, Oliver, Melody, Mavoa, Suzanne, MacRae, Deborah, Badland, Hannah and Duncan, Mitch. (2013). Portable Global Positioning System Receivers : Static Validity and Environmental Conditions. American Journal of Preventive Medicine. 44(2), pp. 1-11. https://doi.org/10.1016/j.amepre.2012.10.013
Using SenseCam Images to Assess the Environment
Mavoa, Suzanne, Oliver, Melody, Kerr, Jacqueline, Doherty, Aiden and Witten, Karen. (2013). Using SenseCam Images to Assess the Environment. United States: Association for Computing Machinery. pp. 84 https://doi.org/10.1145/2526667.2526683
Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand
Witten, Karen, Blakely, Tony, Bagheri, Nasser, Badland, Hannah, Ivory, Vivienne, Pearce, Jamie, Mavoa, Suzanne, Hinckson, Erica and Schofield, Grant. (2012). Neighborhood built environment and transport and leisure physical activity : findings using objective exposure and outcome measures in New Zealand. Environmental Health Perspectives. 120(7), pp. 971-977. https://doi.org/10.1289/ehp.1104584
Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study
Badland, Hannah, Oliver, Melody, Kearns, Robin, Mavoa, Suzanne, Witten, Karen, Duncan, Mitch and Batty, G. David. (2012). Association of neighbourhood residence and preferences with the built environment, work-related travel behaviours, and health implications for employed adults : Findings from the URBAN study. Social Science and Medicine. 75(8), pp. 1469-1476. https://doi.org/10.1016/j.socscimed.2012.05.029
GIS based destination accessibility via public transit and walking in Auckland, New Zealand
Mavoa, Suzanne, Witten, Karen, McCreanor, Tim and O'Sullivan, David. (2012). GIS based destination accessibility via public transit and walking in Auckland, New Zealand. Journal of Transport Geography. 20(1), pp. 15-22. https://doi.org/10.1016/j.jtrangeo.2011.10.001
Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility
Mavoa, Suzanne, Oliver, Melody, Witten, Karen and Badland, Hannah. (2011). Linking GPS and travel diary data using sequence alignment in a study of children's independent mobility. International Journal of Health Geographics. 10, pp. 1-10. https://doi.org/10.1186/1476-072X-10-64
Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households
Witten, Karen, Huakau, John and Mavoa, Suzanne. (2011). Social and recreational travel : The destinations, travel modes and CO2 emissions of New Zealand households. Social Policy Journal of New Zealand : te puna whakaaro. (37), pp. 1-13.
Kids in the city study : research design and methodology
Oliver, Melody, Witten, Karen, Kearns, Robin, Mavoa, Suzanne, Badland, Hannah, Carroll, Penelope, Drumheller, Chelsea, Tavae, Nicola, Asiasiga, Lanuola, Jelley, Su, Kaiwai, Hector, Opit, Simon, Lin, En-Yi, Sweetsur, Paul, Barnes, Helen, Mason, Nic and Ergler, Christina. (2011). Kids in the city study : research design and methodology. BMC Public Health. 11, pp. 1-12. https://doi.org/10.1186/1471-2458-11-587