A discrete Markov Model for earthquake occurrences in

Abstract: A large number of stochastic models are currently available for the earthquake occurrence. The Markov model is applied to data from the area of southern Alaska (peninsula of Alaska and Shumagin islands) and the Aleutian Islands in order to investigate for great earthquake occurrence in spa...

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Main Authors: Theodoros M. Tsapanos, Ra A. Papadopoulou
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Published: 1999
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.494.4935
http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.494.4935 2023-05-15T18:48:38+02:00 A discrete Markov Model for earthquake occurrences in Theodoros M. Tsapanos Ra A. Papadopoulou The Pennsylvania State University CiteSeerX Archives 1999 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.494.4935 http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.494.4935 http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf Key Words Markov Model Transition Probability East-west Pattern Alaska and leuti n Islands. INTRODUCTION AND DATA USED text 1999 ftciteseerx 2016-01-08T08:41:52Z Abstract: A large number of stochastic models are currently available for the earthquake occurrence. The Markov model is applied to data from the area of southern Alaska (peninsula of Alaska and Shumagin islands) and the Aleutian Islands in order to investigate for great earthquake occurrence in space and time. The model defines a process in which successive state occupancies are governed by the transition probabilities of the Markov process. Each element pij, of the transition probability matrix represents the probability that the state is j at the time t+1, given that the state was i at the time t, and the probability can be written as: pij=Prob[Xt+1=j | Xt=i]. The area of southern Alaska and Aleutian Islands is divided in three seismic zones that are defined as states in the present study. Thus the earthquakes, which migrate from zone to zone, i.e. from state to state, carry with them the number of the zone in which they occurred. In this way we can examine the genesis of the earthquakes in the investigated area in a quantitative way, through the transition probabilities of the defined process. A pattern for an east-west migration, in space and in time, of large (M>7.0) earthquakes is found. A two-state Markov model is applied in the three zones, which suggests periods of activity and quiescence. The application of this model makes it possible to establish whether in a specific time period a state is in an active or an inactive period and this is useful for seismic hazard analysis. Text Alaska Aleutian Islands Unknown
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
language English
topic Key Words
Markov Model
Transition Probability
East-west Pattern
Alaska and leuti n Islands. INTRODUCTION AND DATA USED
spellingShingle Key Words
Markov Model
Transition Probability
East-west Pattern
Alaska and leuti n Islands. INTRODUCTION AND DATA USED
Theodoros M. Tsapanos
Ra A. Papadopoulou
A discrete Markov Model for earthquake occurrences in
topic_facet Key Words
Markov Model
Transition Probability
East-west Pattern
Alaska and leuti n Islands. INTRODUCTION AND DATA USED
description Abstract: A large number of stochastic models are currently available for the earthquake occurrence. The Markov model is applied to data from the area of southern Alaska (peninsula of Alaska and Shumagin islands) and the Aleutian Islands in order to investigate for great earthquake occurrence in space and time. The model defines a process in which successive state occupancies are governed by the transition probabilities of the Markov process. Each element pij, of the transition probability matrix represents the probability that the state is j at the time t+1, given that the state was i at the time t, and the probability can be written as: pij=Prob[Xt+1=j | Xt=i]. The area of southern Alaska and Aleutian Islands is divided in three seismic zones that are defined as states in the present study. Thus the earthquakes, which migrate from zone to zone, i.e. from state to state, carry with them the number of the zone in which they occurred. In this way we can examine the genesis of the earthquakes in the investigated area in a quantitative way, through the transition probabilities of the defined process. A pattern for an east-west migration, in space and in time, of large (M>7.0) earthquakes is found. A two-state Markov model is applied in the three zones, which suggests periods of activity and quiescence. The application of this model makes it possible to establish whether in a specific time period a state is in an active or an inactive period and this is useful for seismic hazard analysis.
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Theodoros M. Tsapanos
Ra A. Papadopoulou
author_facet Theodoros M. Tsapanos
Ra A. Papadopoulou
author_sort Theodoros M. Tsapanos
title A discrete Markov Model for earthquake occurrences in
title_short A discrete Markov Model for earthquake occurrences in
title_full A discrete Markov Model for earthquake occurrences in
title_fullStr A discrete Markov Model for earthquake occurrences in
title_full_unstemmed A discrete Markov Model for earthquake occurrences in
title_sort discrete markov model for earthquake occurrences in
publishDate 1999
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.494.4935
http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf
genre Alaska
Aleutian Islands
genre_facet Alaska
Aleutian Islands
op_source http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.494.4935
http://www.balkangeophysoc.gr/online-journal/1999_V2/aug1999/v2-3-2.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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