Modelling urban change with cellular automata: Contemporary issues and future research directions
Article
Liu, Yan, Batty, Michael, Wang, Siqin and Corcoran, Jonathan. 2021. "Modelling urban change with cellular automata: Contemporary issues and future research directions." Progress in Human Geography: an international review of geographical work in the social sciences and humanities. 45 (1), pp. 3-24. https://doi.org/10.1177/0309132519895305
| Article Title | Modelling urban change with cellular automata: Contemporary issues and future research directions |
|---|---|
| ERA Journal ID | 5974 |
| Article Category | Article |
| Authors | Liu, Yan, Batty, Michael, Wang, Siqin and Corcoran, Jonathan |
| Journal Title | Progress in Human Geography: an international review of geographical work in the social sciences and humanities |
| Journal Citation | 45 (1), pp. 3-24 |
| Number of Pages | 22 |
| Year | 2021 |
| Place of Publication | United Kingdom |
| ISSN | 0309-1325 |
| 1477-0288 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1177/0309132519895305 |
| Web Address (URL) | https://journals.sagepub.com/doi/full/10.1177/0309132519895305 |
| Abstract | The study of land use change in urban and regional systems has been dramatically transformed in the last four decades by the emergence and application of cellular automata (CA) models. CA models simulate urban land use changes which evolve from the bottom-up. Despite notable achievements in this field, there remain significant gaps between urban processes simulated in CA models and the actual dynamics of evolving urban systems. This article identifies contemporary issues faced in developing urban CA models and draws on this evidence to map out four interrelated thematic areas that require concerted attention by the wider CA urban modelling community. These are: (1) to build models that comprehensively capture the multi-dimensional processes of urban change, including urban regeneration, densification and gentrification, in-fill development, as well as urban shrinkage and vertical urban growth; (2) to establish models that incorporate individual human decision behaviours into the CA analytic framework; (3) to draw on emergent sources of ‘big data’ to calibrate and validate urban CA models and to capture the role of human actors and their impact on urban change dynamics; and (4) to strengthen theory-based CA models that comprehensively explain urban change mechanisms and dynamics. We conclude by advocating cellular automata that embed agent-based models and big data input as the most promising analytical framework through which we can enhance our understanding and planning of the contemporary urban change dynamics. |
| Keywords | agent-based modelling (ABM); big data; cellular automata (CA); future research directions; human behaviours; multi-dimensional urban change processes |
| Public Notes | Files associated with this item cannot be displayed due to copyright restrictions. |
| Byline Affiliations | University of Queensland |
| University College London, United Kingdom | |
| Library Services |
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Zolkafli, Amirulikhsan, Brown, Greg and Liu, Yan. 2017. "An Evaluation of Participatory GIS (PGIS) for Land Use Planning in Malaysia." The Electronic Journal of Information Systems in Developing Countries. 83 (1), pp. 1-23. https://doi.org/10.1002/j.1681-4835.2017.tb00610.xSpatially explicit assessment of land ecological security with spatial variables and logistic regression modeling in Shanghai, China
Feng, Yongjiu, Liu, Yan and Liu, Yu. 2017. "Spatially explicit assessment of land ecological security with spatial variables and logistic regression modeling in Shanghai, China." Stochastic Environmental Research and Risk Assessment. 31 (9), pp. 2235-2249. https://doi.org/10.1007/s00477-016-1330-7Detection of spatial hot spots and variation for the neon flying squid Ommastrephes bartramii resources in the northwest Pacific Ocean
Feng, Yongjiu, Chen, Xinjun and Liu, Yan. 2017. "Detection of spatial hot spots and variation for the neon flying squid Ommastrephes bartramii resources in the northwest Pacific Ocean." Chinese Journal of Oceanology and Limnology. 35 (4), pp. 921-935. https://doi.org/10.1007/s00343-017-6036-2Bridging the knowledge divide between public and experts using PGIS for land use planning in Malaysia
Zolkafli, Amirulikhsan, Liu, Yan and Brown, Greg. 2017. "Bridging the knowledge divide between public and experts using PGIS for land use planning in Malaysia." Applied Geography. 83, pp. 107-117. https://doi.org/10.1016/j.apgeog.2017.03.013Time-delayed influence of urban landscape change on the susceptibility of koalas to chlamydiosis
McAlpine, Clive, Brearley, Grant, Rhodes, Jonathan, Bradley, Adrian, Baxter, Greg, Seabrook, Leonie, Lunney, Daniel, Liu, Yan, Cottin, Manuelle, Smith, Andrew G. and Timms, Peter. 2017. "Time-delayed influence of urban landscape change on the susceptibility of koalas to chlamydiosis." Landscape Ecology. 32 (3), pp. 663-679. https://doi.org/10.1007/s10980-016-0479-2Understanding ‘change’ through spatial thinking using Google Earth in secondary geography
Xiang, X. and Liu, Y.. 2017. "Understanding ‘change’ through spatial thinking using Google Earth in secondary geography." Journal of Computer Assisted Learning. 33 (1), pp. 65-78. https://doi.org/10.1111/jcal.12166Greenspace and Crime: An Analysis of Greenspace Types, Neighboring Composition, and the Temporal Dimensions of Crime
Kimpton, Anthony, Corcoran, Jonathan and Wickes, Rebecca. 2017. "Greenspace and Crime: An Analysis of Greenspace Types, Neighboring Composition, and the Temporal Dimensions of Crime." Journal of Research in Crime and Delinquency. 54 (3), pp. 303-337. https://doi.org/10.1177/0022427816666309An Evaluation of the Capacity-building Effects of Participatory GIS (PGIS) for Public Participation in Land Use Planning
Zolkafli, Amirulikhsan, Brown, Greg and Liu, Yan. 2017. "An Evaluation of the Capacity-building Effects of Participatory GIS (PGIS) for Public Participation in Land Use Planning." Planning Practice and Research. 32 (4), pp. 385-401. https://doi.org/10.1080/02697459.2017.1329470Mapping mis-location and housing stress in the private rental sector: A case study of Brisbane, Australia
Liu, Yan, Cheshire, Lynda and Wadley, David. 2016. "Mapping mis-location and housing stress in the private rental sector: A case study of Brisbane, Australia." Applied Geography. 76, pp. 207-216. https://doi.org/10.1016/j.apgeog.2016.09.026The effects of changing spatial scales on spatial patterns of CPUE for Ommastrephes bartramii in the northwest Pacific Ocean
Feng, Yongjiu, Chen, Xinjun and Liu, Yan. 2016. "The effects of changing spatial scales on spatial patterns of CPUE for Ommastrephes bartramii in the northwest Pacific Ocean." Fisheries Research. 183, pp. 1-12. https://doi.org/10.1016/j.fishres.2016.05.006Simulating the Impact of Economic and Environmental Strategies on Future Urban Growth Scenarios in Ningbo, China
Liu, Yan and Feng, Yongjiu. 2016. "Simulating the Impact of Economic and Environmental Strategies on Future Urban Growth Scenarios in Ningbo, China." Sustainability. 8 (10), pp. 1-16. https://doi.org/10.3390/su8101045Scenario prediction of emerging coastal city using CA modeling under different environmental conditions: a case study of Lingang New City, China
Feng, Yongjiu and Liu, Yan. 2016. "Scenario prediction of emerging coastal city using CA modeling under different environmental conditions: a case study of Lingang New City, China." Environmental Monitoring and Assessment. 188 (9). https://doi.org/10.1007/s10661-016-5558-yAn effective 3D meshing approach for fractured rocks
Liu, Yan and Xing, H. L.. 2016. "An effective 3D meshing approach for fractured rocks." International Journal for Numerical Methods in Engineering. 107 (5), pp. 363-376. https://doi.org/10.1002/nme.5166Greenspace and Place Attachment: Do Greener Suburbs Lead to Greater Residential Place Attachment?
Kimpton, Anthony, Wickes, Rebecca and Corcoran, Jonathan. 2014. "Greenspace and Place Attachment: Do Greener Suburbs Lead to Greater Residential Place Attachment? " Urban Policy and Research. 32 (4), pp. 477-497. https://doi.org/10.1080/08111146.2014.908769Baby boomers in Queensland: where are they and where are they moving?
Liu, Yan and Soar, Jeffrey. 2005. "Baby boomers in Queensland: where are they and where are they moving?" Bellman, Chris, Cartwright, William and Shortis, Mark (ed.) 2005 Spatial Sciences Institute Biennial Conference: Spatial Intelligence, Innovation and Praxis (SSC2005). Melbourne, Australia 12 - 16 Sep 2005 Melbourne, Australia.Modelling the driving forces of Sydney's urban development (1971-96) in a cellular environment
Liu, Yan and Phinn, Stuart. 2005. "Modelling the driving forces of Sydney's urban development (1971-96) in a cellular environment." Applied Geographic Information Systems (GIS). 1 (3). https://doi.org/10.2104/ag050027This item comprises data from the following sources: Web of Science