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The event bush as a semantic-based numerical approach to natural hazard assessment (exemplified by volcanology)

PSHENICHNY CA
•
NIKOLENKO SI
•
VAGANOV PA
altro
CARNIEL, Roberto
2009
  • journal article

Periodico
COMPUTERS & GEOSCIENCES
Abstract
The event bush is a new formalism for organizing knowledge in various fields of geoscience, particularly suitable for hazard assessment purposes. Acting as an intermediary between expert knowledge and the well-established field of Bayesian belief networks, the event bush allows at the same time a variety of other applications, linking geoscientific knowledge to the field of artificial intelligence and uniting probabilistic, deterministic, and fuzzy approaches. In this paper, we present basic principles, mathematical formulation, guidelines for application, and examples, including the connection with Bayesian belief networks. Further development of the method will include spatial and temporal modelling, implementation in mapping in GIS medium, formalization by means of predicate logic, definition of variable states in BBNs by membership functions based on the event bush semantics, and other applications.
DOI
10.1016/j.cageo.2008.01.009
WOS
WOS:000266672300012
Archivio
http://hdl.handle.net/11390/691421
info:eu-repo/semantics/altIdentifier/scopus/2-s2.0-67349244327
Diritti
metadata only access
Scopus© citazioni
28
Data di acquisizione
Jun 14, 2022
Vedi dettagli
Web of Science© citazioni
12
Data di acquisizione
Mar 27, 2024
Visualizzazioni
1
Data di acquisizione
Apr 19, 2024
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