Using avalanche statistics to forecast failure in models of earthquake faults and magnets
Brinkman, Braden
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https://hdl.handle.net/2142/45611
Description
Title
Using avalanche statistics to forecast failure in models of earthquake faults and magnets
Author(s)
Brinkman, Braden
Issue Date
2013-08-22T16:55:16Z
Director of Research (if dissertation) or Advisor (if thesis)
Dahmen, Karin A.
Doctoral Committee Chair(s)
Weaver, Richard L.
Committee Member(s)
Dahmen, Karin A.
Weissman, Michael B.
Thaler, Jonathan J.
Department of Study
Physics
Discipline
Physics
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
Ph.D.
Degree Level
Dissertation
Keyword(s)
avalanches
earthquakes
magnets
earthquake prediction
correlations
Failure
random field Ising model
Abstract
Avalanches - bursts of activity spanning a vast range of sizes - occur in a wide variety of dynamical systems, such as magnets, granular matter, earthquake faults, neuronal networks, and of course the classic example of snow
flows on mountains. By studying the statistics of avalanche sizes, we can understand the response of
such systems to external driving forces, as well and their susceptibility to catastrophic failures. In this thesis,
I present my work using models of avalanche statistics to study large failure avalanches. In particular, I use these avalanche models to explore statistical signals which can predict the likelihood of large earthquakes in
a simple model of earthquake statistics. This analysis may also have applications to predicting seizures in neuronal networks. I also explore the eff ect that coupling has in models of disordered magnets which yield
giant magnetization-reversal avalanches, which may have applications to predicting failures in power grid networks.
Graduation Semester
2013-08
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http://hdl.handle.net/2142/45611
Copyright and License Information
Copyright 2013 by Braden Anthony Wirum Brinkman. All rights reserved.
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