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Identification of Time-Varying Processes (Hardcover)
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Identification of Time-Varying Processes (Hardcover)
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Identification of Time-Varying Processes offers a comprehensive
treatment of the key issue in adaptive systems: tracking of
time-varying system parameters. Time-varying identification
techniques facilitate many challenging applications in different
areas including telecommunications (channel equalization,
predictive coding of signals, adaptive noise reduction and echo
cancellation) and automatic control (adaptive control and failure
detection). The processes also assist signal processing in areas
such as adaptive noise reduction, prediction of time series,
restoration of archive audio recordings and spectrum estimation.
Includes:
* All three major approaches to time-varying identification: local
estimation, the basis functions approach and the method based on
Kalman filtering/smoothing.
* Analysis and comparison of tracking capabilities of different
time-varying identification schemes.
* Discussion of all aspects of time-varying identification such as
assessment of the estimation memory, estimation bandwidth and
numerical stability of different identification algorithms and
optimization of adaptive filters.
* Presentation of selected practical applications of time-varying
process identification.
Essential reading for adaptive signal processing engineers,
researchers, lecturers and senior electrical engineering and
computer science students in telecommunications and signal
processing.
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