Robustness of optimal binary filters : analysis and design /

all state-specific optimal alters.

Bibliographic Details
Main Author: Grigoryan, Artyom M.
Format: Thesis eBook
Language:English
Published: [Place of publication not identified] : [publisher not identified] ; 1999.
Subjects:
Online Access:Link to OAKTrust copy
Description
Summary:all state-specific optimal alters.
applied to image processes that deviate from design
are derived. Sufficient conditions are given under
computed for various text models: independent sparse
conditional probabilities of template transitions
criterion, which is mean absolute error for the binary
derives bounds for robustness, provides analytic
each state and the state possessing maximal robustness
estimating model parameters. A global filter is
expressing the optimal alter analytically in terms of
expressions for measuring filter robustness by first
for processes statistically close to the one for which
from image data and approximation the robustness by
image from an observed
image. Optimality is with respect to some error
images. Both the ideal and observed images are random
introduced that is applied across all states,
introduced. Filter design is examined from the
is determined. To investigate the problem of designing
it has been designed. This problem is crucial for
model in which analytical expressions for robustness
model is proposed for determination of robust states
noise, sparse edge noise, noise under rotation, and
of robust binary alters in the Bayesian framework,
Optimal binary alters estimates an unobserved ideal aphics.
parameter states. Based on the prior distribution of
parameterizing the Ideal and Observation random sets
particularizes the entire analysis to a sparse noise
perspective of robust states of nature. A simplified
plays an important role in robustness. By
practical application since filters will always be
probability laws. The optimal filter is found relative
processes. The present work treats the general concept
restoration of rotation. It is shown that even when
robust when its performance degradation is acceptable
robustness (as opposed to robustness by state) is
sets and these are governed by parameterized
the most robust filter, concepts of the mean
the noise is independent of the signal, the signal
the robustness of alter design is examined relative to
the states, a measure of robustness is defined for
to the observed random set. Robustness surfaces are
to these laws. Qualitatively, a filter is said to be
under the degradation operator transforming the ideal
which the global filter is uniformly more robust than
Item Description:"Major subject: Eletrical Engineering".
Vita.
Physical Description:xii, 128 leaves : illustrations ; 28 cm.
Also available online.
Bibliography:Includes bibliographical references (leaves 126-127).