Original Research ARTICLE
Risk-oriented, bottom-up modelling of building portfolios with faceted taxonomies
- 1Helmholtz-Zentrum Potsdam Deutsches Geoforschungszentrum, Helmholtz-Gemeinschaft Deutscher Forschungszentren (HZ), Germany
Earthquake exposure describes the assets that are exposed to seismic activity and are susceptible to be damaged. In seismic risk applications, it mostly refers to the residential and commercial building portfolios, although in general may also include transport infrastructure and lifelines. Providing an efficient description of a complex urban environment in terms of the structural characteristics of buildings related to their seismic vulnerability is challenging, considering the variety of building practices, materials and configurations. A common approach entails the use of pre-defined building typologies, but this may introduce a bias in the resulting models. Faceted taxonomies have been recently introduced to provide a standardised description of buildings using a rich set of basic attributes, but cannot be used directly for risk-related applications. We argue that a bottom-up approach to exposure modelling might prove instrumental in increasing the quality and reliability of risk assessment, and propose hereby a novel score-based methodology to define and assign building classes to unclassified buildings in a sound and transparent way. The approach can be adopted for standard building classifications as well as for original typologies that may be more efficient in capturing the specific features of the building stock. The proposed methodology efficiently decouples the collection of buildings observations, typical of surveying activities, from the assignment of risk-aimed building classes, and provides a useful tool to practitioners and engineers involved in large-scale earthquake risk assessment. The proposed methodology has been exemplified with a building portfolio collected in France near the geothermal plant of Soultz-sous-F\^orets, and is used to rapidly characterise the seismic exposure of a built environment for induced seismicity applications.
Keywords: Exposure, Risk Assessment, Faceted taxonomies, fuzzy, seismic risk, induced seismicity, bottom-up modelling
Received: 31 Mar 2018;
Accepted: 09 Jul 2018.
Edited by:Hussam Mahmoud, Colorado State University, United States
Reviewed by:Michele Palermo, Università degli Studi di Bologna, Italy
Benedetto Nastasi, Delft University of Technology, Netherlands
Copyright: © 2018 Pittore, Haas and Megalooikonomou. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence: PhD. Massimiliano Pittore, Helmholtz-Zentrum Potsdam Deutsches Geoforschungszentrum, Helmholtz-Gemeinschaft Deutscher Forschungszentren (HZ), Potsdam, 14467, Germany, email@example.com