Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data

Flood incident management involves taking actions to save lives and reduce damages during a flood. Agent-based modelling tools have recently been developed to simulate the dynamic interactions between people and floodwater as a flood event unfolds. To date, these have only been applied in locations...

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Main Authors: Olivia Butters, Richard J. Dawson
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Urban Science
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Online Access:https://www.mdpi.com/2413-8851/9/1/12
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author Olivia Butters
Richard J. Dawson
author_facet Olivia Butters
Richard J. Dawson
author_sort Olivia Butters
collection DOAJ
description Flood incident management involves taking actions to save lives and reduce damages during a flood. Agent-based modelling tools have recently been developed to simulate the dynamic interactions between people and floodwater as a flood event unfolds. To date, these have only been applied in locations with a wealth of data, relying upon bespoke local or national datasets. Although informal settlements have a concentration of vulnerable people and are often more exposed to natural hazards, data availability is often limited, posing challenges for planning and implementing flood incident management actions. In this study, a model that was first applied in the UK is adapted and applied to simulate flood evacuations in Kibera, a densely populated informal settlement in Nairobi. Although data quality limits some of the model’s potential, the results reproduce patterns of observed behaviour. Evacuation shelters in the Northwest, North, and Northeast are shown to perform best. A major exit route to the South, a bridge crossing, and a river path are shown to be especially prone to congestion during evacuations. This paper reports on the first application of an agent-based model to an informal settlement, Kibera. The demonstration is an important step towards an operational tool for flood incident management planning in informal settlements around the world.
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spelling doaj-art-14cdba019c7547b0a5848b6fc92edabc2025-01-24T13:51:35ZengMDPI AGUrban Science2413-88512025-01-01911210.3390/urbansci9010012Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open DataOlivia Butters0Richard J. Dawson1School of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UKSchool of Engineering, Newcastle University, Newcastle upon Tyne NE1 7RU, UKFlood incident management involves taking actions to save lives and reduce damages during a flood. Agent-based modelling tools have recently been developed to simulate the dynamic interactions between people and floodwater as a flood event unfolds. To date, these have only been applied in locations with a wealth of data, relying upon bespoke local or national datasets. Although informal settlements have a concentration of vulnerable people and are often more exposed to natural hazards, data availability is often limited, posing challenges for planning and implementing flood incident management actions. In this study, a model that was first applied in the UK is adapted and applied to simulate flood evacuations in Kibera, a densely populated informal settlement in Nairobi. Although data quality limits some of the model’s potential, the results reproduce patterns of observed behaviour. Evacuation shelters in the Northwest, North, and Northeast are shown to perform best. A major exit route to the South, a bridge crossing, and a river path are shown to be especially prone to congestion during evacuations. This paper reports on the first application of an agent-based model to an informal settlement, Kibera. The demonstration is an important step towards an operational tool for flood incident management planning in informal settlements around the world.https://www.mdpi.com/2413-8851/9/1/12floodingrisk analysisagent-based modelevacuationdata availabilityglobal south
spellingShingle Olivia Butters
Richard J. Dawson
Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
Urban Science
flooding
risk analysis
agent-based model
evacuation
data availability
global south
title Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
title_full Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
title_fullStr Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
title_full_unstemmed Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
title_short Flood Evacuation in Informal Settlements: Application of an Agent-Based Model to Kibera Using Open Data
title_sort flood evacuation in informal settlements application of an agent based model to kibera using open data
topic flooding
risk analysis
agent-based model
evacuation
data availability
global south
url https://www.mdpi.com/2413-8851/9/1/12
work_keys_str_mv AT oliviabutters floodevacuationininformalsettlementsapplicationofanagentbasedmodeltokiberausingopendata
AT richardjdawson floodevacuationininformalsettlementsapplicationofanagentbasedmodeltokiberausingopendata