Applications of random process excursion analysis /

Applications of random process excursion analysis /

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Bibliographic Details
Author / Creator:Brainina, Irina S.
Imprint:[Place of publication not identified] : Elsevier Science & Technology, 2013.
Description:1 online resource
Language:English
Series:Elsevier insights
Elsevier insights.
Subject:
Signal processing -- Statistical methods.
Signal processing -- Statistical methods
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/13615189
Hidden Bibliographic Details
ISBN:1299733689
9781299733688
9780124104693
012410469X
9780124095014
0124095011
Digital file characteristics:text file
Notes:Includes bibliographical references.
Print version record.
Summary:This book addresses one of the key problems in signal processing, the problem of identifying statistical properties of excursions in a random process in order to simplify the theoretical analysis and make it suitable for engineering applications. Precise and approximate formulas are explained, which are relatively simple and can be used for engineering applications such as the design of devices which can overcome the high initial uncertainty of the self-training period. The information presented in the monograph can be used to implement adaptive signal processing devices capable of detecting or recognizing the wanted signals (with a priori unknown statistical properties) against the background noise. The applications presented can be used in a wide range of fields including medicine, radiolocation, telecommunications, surface quality control (flaw detection), image recognition, thermal noise analysis for the design of semiconductors, and calculation of excessive load in mechanics. Introduces English-speaking students and researchers in to the results obtained in the former Soviet/ Russian academic institutions within last few decades. Supplies a range of applications suitable for all levels from undergraduate to professional. Contains computer simulations.
Other form:Print version: 9781299733688
Standard no.:C20120061078
9780124095014
Table of Contents:
  • 1. Probability characteristics of random processes
  • 2. Study of informative parameters of excursions in stationary random processes
  • 3. Estimation of distribution densities of excursion durations for random stationary broadband signals
  • 4. Estimating certain informative parameters of random process excursions above a given level
  • 5. Using a family of correlation functions of a clipped random process to increase the accuracy of level-crossing parameters estimation
  • 6. Estimates obtained through the study of certain less-known parameters of excursions in differentiable random processes
  • 7. Design methodology of adaptable analyzers used to measure the parameters of excursions in stationary random processes.

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