@inbook{6197cea585834e299fb9a3cac4f6cbc7,
title = "Dynamic agent based simulation of an urban disaster using synthetic big data",
abstract = "This paper illustrates how synthetic big data can be generated from standard administrative small data. Small areal statistical units are decomposed into households and individuals using a GIS buildings data layer. Households and individuals are then profiled with socio-economic attributes and combined with an agent based simulation model in order to create dynamics. The resultant data is {\textquoteleft}big{\textquoteright} in terms of volume, variety and versatility. It allows for different layers of spatial information to be populated and embellished with synthetic attributes. The data decomposition process involves moving from a database describing only hundreds or thousands of spatial units to one containing records of millions of buildings and individuals over time. The method is illustrated in the context of a hypothetical earthquake in downtown Jerusalem. Agents interact with each other and their built environment. Buildings are characterized in terms of land-use, floor-space and value. Agents are characterized in terms of income and socio-demographic attributes and are allocated to buildings. Simple behavioral rules and a dynamic house pricing system inform residential location preferences and land use change, yielding a detailed account of urban spatial and temporal dynamics. These techniques allow for the bottom-up formulation of the behavior of an entire urban system. Outputs relate to land use change, change in capital stock and socio-economic vulnerability.",
keywords = "Agent based simulation, Earthquake, Socio-economic profiling, Synthetic big data",
author = "Grinberger, {A. Yair} and Michal Lichter and Daniel Felsenstein",
note = "Publisher Copyright: {\textcopyright} 2017, Springer International Publishing Switzerland.",
year = "2017",
doi = "https://doi.org/10.1007/978-3-319-40902-3_20",
language = "الإنجليزيّة",
series = "Springer Geography",
pages = "349--382",
booktitle = "Springer Geography",
}