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The area of adaptive systems, which encompasses recursive identification, adaptive control, filtering, and signal processing, has been one of the most active areas of the past decade. Since adaptive controllers are fundamentally nonlinear controllers which are applied to nominally linear, possibly stochastic and time-varying systems, their theoretical analysis is usually very difficult. Nevertheless, over the past decade much fundamental progress has been made on some key questions concerning their stability, convergence, performance, and robustness. Moreover, adaptive controllers have been successfully employed in numerous practical applications, and have even entered the marketplace.
The area of adaptive systems, which encompasses recursive
identification, adaptive control, filtering, and signal processing,
has been one of the most active areas of the past decade. Since
adaptive controllers are fundamentally nonlinear controllers which
are applied to nominally linear, possibly stochastic and
time-varying systems, their theoretical analysis is usually very
difficult. Nevertheless, over the past decade much fundamental
progress has been made on some key questions concerning their
stability, convergence, performance, and robustness. Moreover,
adaptive controllers have been successfully employed in numerous
practical applications, and have even entered the marketplace.
This IMA Volume in Mathematics and its Applications DISCRETE EVENT
SYSTEMS, MANUFACTURING SYSTEMS AND COMMUNICATION NETWORKS is based
on the proceedings of a workshop that was an integral part of the
1992-93 IMA program on "Control Theory. " The study of discrete
event dynamical systems (DEDS) has become rapidly popular among
researchers in systems and control, in communication networks, in
manufacturing, and in distributed computing. This development has
created problems for re searchers and potential "consumers" of the
research. The first problem is the veritable Babel of languages,
formalisms, and approaches, which makes it very difficult to
determine the commonalities and distinctions among the competing
schools of approaches. The second, related, problem arises from the
different traditions, paradigms, values, and experience that
scholars bring to their study of DEDS, depending on whether they
come from control, com munication, computer science, or
mathematical logic. As a result, intellectual exchange among
scholars becomes compromised by unexplicated assumptions. The
purpose of the Workshop was to promote exchange among scholars
representing some of the major "schools" of thought in DEDS with
the hope that (1) greater clarity will be achieved thereby, and (2)
cross-fertilization will lead to more fruitful questions. We thank
P. R. Kumar and P. P. Varaiya for organizing the workshop and
editing the proceedings. We also take this opportunity to thank the
National Science Foundation and the Army Research Office, whose
financial support made the workshop possible. A vner Friedman
Willard Miller, Jr."
Introducing the reader to the mathematics beyond complex networked
systems, these lecture notes investigate graph theory, graphical
models, and methods from statistical physics. Complex networked
systems play a fundamental role in our society, both in everyday
life and in scientific research, with applications ranging from
physics and biology to economics and finance. The book is
self-contained, and requires only an undergraduate mathematical
background.
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