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Prediction of Displacements in Unstable Areas Using a Neural Model

Articolo
Data di Pubblicazione:
2004
Abstract:
In pipeline management the accurate prediction of weak displacements is a crucial factor in drawing up a prevention policy since the accumulation of these displacements over a period of several years can lead to situations of high risk. This work addresses the specific problem related to the prediction of displacements induced by rainfall in unstable areas, of known geology, and crossed by underground pipelines. A neural model has been configured which learns of displacements from instrumented sites (where inclinometric measurements are available) and is able to generalise to other sites not equipped with inclinometers.
Tipologia CRIS:
Articolo su Rivista
Keywords:
unstable areas; lifeline; multilayer perceptron neural network; prediction; multisource data analysis; rainfall
Elenco autori:
Binaghi, Elisabetta; Boschetti, M; Brivio, Pa; Gallo, Ignazio; Pergalani, F; Rampini, A.
Autori di Ateneo:
GALLO IGNAZIO
Link alla scheda completa:
https://irinsubria.uninsubria.it/handle/11383/1491924
Link al Full Text:
https://irinsubria.uninsubria.it//retrieve/handle/11383/1491924/556/Prediction%20of%20Displacements%20in%20Unstable%20Areas.pdf
Pubblicato in:
NATURAL HAZARDS
Journal
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