SIGNAL SEPARATION METHOD AND APPARATUS FOR RESTORING ORIGINAL SIGNAL FROM OBSERVED DATA

Patent №

US 6,983,264

Granted

2006-01-03

Filed 2001

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

10045271

The present invention provides methods and apparatus to stably separate and extract an original signal from multiple signals by a few calculation steps when multiple signals have been observed in a mixed state. In an example embodiment, signals are separated by introducing a function having a monotonously increasing characteristic like an exponential type function as a cost function, and applying an adaptive algorithm that minimizes that cost function in terms of a signal separation matrix. Then, an error signal e(t) is calculated based on y(t) formed by this nonlinear function, the estimated separation matrix W(t−1) estimated at the previous cycle, and the observed signal x(t) at that time. Then, based on the calculated error signal e(t), the update of the separation matrix W(t) at that time is performed such that consideration weight is increased when estimation errors are large using the cost function having a monotonously increasing characteristic.

AI classification

Machine learning1.00
Planning0.99
Vision0.89
AI hardware0.51
Speech0.03
Evolutionary computation0.02
Knowledge representation0.02
Natural language0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 127730781

Assignors

SHIMIZU, JUNYA

On an employer assignment, the assignors are typically the inventors.

From the same owner

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