THESIS
2022
1 online resource (xi, 95 pages) : illustrations (some color)
Abstract
Cascade processes describe howdamages, failures, information, and influence propagate
in complex systems. A small local perturbation in a complex system can often
result in large-scale global devastation through a cascade of reactions. Understanding
cascade processes is thus important for answering fundamental questions regarding
the robust structures of complex systems and their natural evolution toward such structures.
This thesis contributes to the understanding of cascade processes through an
extension to the established theory and a data-driven study of real-world complex systems.
The first half of this thesis is devoted to a theoretical exploration of a novel class
of cascade processes known as link cascades. A simple model is proposed to elucidate
the essential physics of link ca...[
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Cascade processes describe howdamages, failures, information, and influence propagate
in complex systems. A small local perturbation in a complex system can often
result in large-scale global devastation through a cascade of reactions. Understanding
cascade processes is thus important for answering fundamental questions regarding
the robust structures of complex systems and their natural evolution toward such structures.
This thesis contributes to the understanding of cascade processes through an
extension to the established theory and a data-driven study of real-world complex systems.
The first half of this thesis is devoted to a theoretical exploration of a novel class
of cascade processes known as link cascades. A simple model is proposed to elucidate
the essential physics of link cascades and is then studied through both analytic solution
and numerical simulation. The second half of this thesis then presents a study on two
real-world complex systems, namely air traffic and wildfire. The results obtained for
these systems not only illuminate how cascades emerge in complex systems, but also
provide practical insights into the mitigation of air traffic congestion and reveal a possible
connection between wildfire statistics and global climate change. As a coherent
whole, the results presented in this thesis shed light on the intricate interplay between
the dynamics and structure of complex systems in cascade processes.
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