Presentation 2008-07-24
A Pre-Inverse Adaptive System and Its Convergence Condition Based on APMA Decomposition
Masaki KOBAYASHI, Chi WANG,
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Abstract(in English) In general, the adaptive system using the structure in which an adaptive filter is placed before the unknown system to estimate the inverse transfer function of the unknown system is called pre-inverse adaptive system. The transfer function of the unknown system can be easily estimated by an adaptive transversal filter. Since there is no guarantee that the inverse transfer function of the estimated transfer function becomes a stable transfer function, the peculiar adaptive system has been studied. The representative example is an adaptive system that used the filtered-x adaptive algorithm. The correct adaptive performance cannot be expected since this system controls the main adaptive filter by using the output signal of the auxiliary adaptive filter that has the estimation error. In the APMP (All-Pass Minimum-Phase) decomposition approach, the inverse of each transfer function becomes a stable transfer function that contains the delay so that the auxiliary adaptive filter becomes unnecessary and the correct adaptive performance can be expected. In this paper we propose an adaptive system and formulate the convergence condition of this adaptive system. First, the derivation by the tap coefficient of the cost function is strictly derived, and the gradient is replaced to the target gradient. Next, it is shown that Hessian becomes a positive definite by using the replaced gradient and the convergence condition is formulated. Finally, these results of theoretical consideration are verified by computer simulation.
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Keyword(in English) Adaptive Filter / Digital Control / Digital Signal Processing / Inverse Transfer Function / Adaptive Algorithm
Paper # SIP2008-69,WBS2008-7
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Committee WBS
Conference Date 2008/7/17(1days)
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Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) A Pre-Inverse Adaptive System and Its Convergence Condition Based on APMA Decomposition
Sub Title (in English)
Keyword(1) Adaptive Filter
Keyword(2) Digital Control
Keyword(3) Digital Signal Processing
Keyword(4) Inverse Transfer Function
Keyword(5) Adaptive Algorithm
1st Author's Name Masaki KOBAYASHI
1st Author's Affiliation Faculty of Engineering, Chubu University()
2nd Author's Name Chi WANG
2nd Author's Affiliation Faculty of Engineering, Chubu University
Date 2008-07-24
Paper # SIP2008-69,WBS2008-7
Volume (vol) vol.108
Number (no) 165
Page pp.pp.-
#Pages 6
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