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Natural disasters, when will they re...
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Natural disasters, when will they reach me?
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Natural disasters, when will they reach me?/ by Isuri Wijesundera ... [et al.].
other author:
Wijesundera, Isuri.
Published:
Singapore :Springer Singapore : : 2016.,
Description:
xviii, 128 p. :ill. (some col.), digital ; : 24 cm.;
Contained By:
Springer eBooks
Subject:
Natural disasters - Statistical methods. -
Online resource:
http://dx.doi.org/10.1007/978-981-10-1113-9
ISBN:
9789811011139
Natural disasters, when will they reach me?
Natural disasters, when will they reach me?
[electronic resource] /by Isuri Wijesundera ... [et al.]. - Singapore :Springer Singapore :2016. - xviii, 128 p. :ill. (some col.), digital ;24 cm. - Springer natural hazards,2365-0656. - Springer natural hazards..
The stochastic nature of disaster propagation -- Predicting Flood induced by cyclones -- How to forecast the spread of bushfires -- Propagation on a non-homogeneous media in the presence of bias -- Conclusion.
The expected time of impact, also known as the mean first passage time (MFPT) to reach failure, is a critical metric in the management of natural disasters. The complexity of the dynamics governing natural disasters lead to stochastic behaviour. This book shows that state transitions of many such systems translate into random walks on their respective state spaces, biased and shaped by environmental inhomogeneity. Thus the probabilistic treatment of those random walks gives valuable insights of expected behaviour. A comprehensive case study of predicting cyclone induced flood is followed by a discussion of generic methods that predict MFPT addressing directional bias. This is followed by discussing MFPT prediction methods in systems showing network inhomogeneity. All presented methods are illustrated using real datasets of natural disasters. The book ends with a short discussion of possible future research areas introducing the problem of predicting MFPT for bush-fire propagation.
ISBN: 9789811011139
Standard No.: 10.1007/978-981-10-1113-9doiSubjects--Topical Terms:
1020056
Natural disasters
--Statistical methods.
LC Class. No.: GB5014
Dewey Class. No.: 363.340727
Natural disasters, when will they reach me?
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The stochastic nature of disaster propagation -- Predicting Flood induced by cyclones -- How to forecast the spread of bushfires -- Propagation on a non-homogeneous media in the presence of bias -- Conclusion.
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The expected time of impact, also known as the mean first passage time (MFPT) to reach failure, is a critical metric in the management of natural disasters. The complexity of the dynamics governing natural disasters lead to stochastic behaviour. This book shows that state transitions of many such systems translate into random walks on their respective state spaces, biased and shaped by environmental inhomogeneity. Thus the probabilistic treatment of those random walks gives valuable insights of expected behaviour. A comprehensive case study of predicting cyclone induced flood is followed by a discussion of generic methods that predict MFPT addressing directional bias. This is followed by discussing MFPT prediction methods in systems showing network inhomogeneity. All presented methods are illustrated using real datasets of natural disasters. The book ends with a short discussion of possible future research areas introducing the problem of predicting MFPT for bush-fire propagation.
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