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This book addresses the mathematical and the practical aspects of
motion implied by advanced control theory. The richness and power
of the theory are demonstrated by separate analyses of single-model
and multi-modal repertoires, consisting of verities of estimation
and control facets. Starting with purely mathematical concepts,
specifically, abstract probability and information theories, model
control theory is gradually revealed as a rather amazing domain.
The mathematical equations, taking essentially simple forms, are
exposed as powerful generators of motion. Moreover, seemingly
obvious applications of the theory, such as high-performance
aircraft control make room for unexpected virtual reality feedback
in control of motion for the neurologically impaired.Following the
presentation of some historical milestones and mathematical
preliminaries, the book is divided into four parts. The first deals
with minimal-order models of state estimation and control. The
second addresses multi-modal estimation and control, which
facilitates the operation of high-performance aircraft in large
flight envelopes. The third presents the transition from naturally
nonlinear control of movement in obstacle avoidance and object
targeting to virtually linear control of movement in the
neurologically impaired. The fourth and final part of the book
addresses the application of virtual sensory feedback in walking
with specific neurological impairment. While the clinical studies
reported were all based on a single-model paradigm, a later
reflection reveals that, given the variety of neurological symptoms
associated with the relevant disorders, a multi-modal approach, as
that addressed in the control of high-performance aircraft in a
large flight envelope, would be similarly applicable in the
treatment of neurological disorders.
Have over a hundred years of brain research revealed all its
secrets? This book is motivated by a realization that cortical
structure and behavior can be explained by a synergy of seemingly
different mathematical notions: global attractors, which define
non-invertible neural firing rate dynamics, random graphs, which
define connectivity of neural circuit, and prime numbers, which
define the dimension and category of cortical operation. Quantum
computation is shown to ratify the main conclusion of the book:
loosely connected small neural circuits facilitate higher
information storage and processing capacities than highly connected
large circuits. While these essentially separate mathematical
notions have not been commonly involved in the evolution of
neuroscience, they are shown in this book to be strongly
inter-related in the cortical arena. Furthermore,
neurophysiological experiments, as well as observations of natural
behavior and evidence found in medical testing of neurologically
impaired patients, are shown to support, and to be supported by the
mathematical findings.Related Link(s)
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