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Modelling and simulating ‘informal urbanization’: An integrated agent-based and cellular automata model of urban residential growth in Ghana

Author

Listed:
  • Felix S. K. Agyemang
  • Elisabete Silva
  • Sean Fox

Abstract

The global urban population is expected to grow by 2.5 billion over the next three decades, and 90% of this growth will occur in African and Asian countries. Urban expansion in these regions is often characterised by ‘informal urbanization’ whereby households self-build without planning permission in contexts of ambiguous, insecure or disputed property rights. Despite the scale of informal urbanization, it has received little attention from scholars working in the domains of urban analytics and city science. Towards addressing this gap, we introduce TI-City, an urban growth model designed to predict the locations, legal status and socio-economic status of future residential developments in an African city. In a bottom-up approach, we use agent-based and cellular automata modelling techniques to predict the geospatial behaviour of key urban development actors, including households, real estate developers and government. We apply the model to the city-region of Accra, Ghana, drawing on local data collection, including a household survey, to parameterise the model. Using a multi-spatial-scale validation technique, we compare TI-City’s ability to simulate historically observed built-up patterns with SLEUTH, a highly popular urban growth model. Results show that TI-City outperforms SLEUTH at each scale, suggesting the model could offer a valuable decision support tool in similar city contexts.

Suggested Citation

  • Felix S. K. Agyemang & Elisabete Silva & Sean Fox, 2023. "Modelling and simulating ‘informal urbanization’: An integrated agent-based and cellular automata model of urban residential growth in Ghana," Environment and Planning B, , vol. 50(4), pages 863-877, May.
  • Handle: RePEc:sae:envirb:v:50:y:2023:i:4:p:863-877
    DOI: 10.1177/23998083211068843
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    References listed on IDEAS

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    1. J Vernon Henderson & Tanner Regan & Anthony J Venables, 2021. "Building the City: From Slums to a Modern Metropolis [New Estimates of the Elasticity of Substitution of Land for Capital]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(3), pages 1157-1192.
    2. Anda David & Nathalie Guilbert & Nobuaki Hamaguchi & Yudai Higashi & Hiroyuki Hino & Murray Leibbrandt & Muna Shifa, 2018. "Spatial Poverty and Inequality in South Africa: A Municipality Level Analysis," Discussion Paper Series DP2018-02, Research Institute for Economics & Business Administration, Kobe University.
    3. repec:avg:wpaper:fr8253 is not listed on IDEAS
    4. Amit Patel & Andrew Crooks & Naoru Koizumi, 2012. "Slumulation: An Agent-Based Modeling Approach to Slum Formations," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 15(4), pages 1-2.
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