Adaptive filtering neural network classifier

Details Adaptive filtering neural network classifier Adaptive filtering neural network classifier

1997-06-03

1998-06-02

Downs, Robert W.

395 22, 395 23, G06F 1518

Patent

active

057613834

ABSTRACT:
An adaptive filtering neural network classifier for classifying input signals, includes a neural network and one or more adaptive filters for receiving input analog signals to be classified and generates inputs for the classifier. Each adaptive filter is characterized as having a predetermined number of operating parameters. An analog to digital converter converts each input signal into a digital signal before input to the neural network. The neural network processes each digital signal to generate therefrom a plurality of weighted output signals in accordance with the type of network implemented. One of the weighted output signals represents a class for the input signal, and an error signal representing a difference between the weighted output signals and a predetermined desired output is also generated by the network. A control device responsive to the error signal generates a further set of operating filter parameters for input to each of the adaptive filters to change the operating response thereof and minimize the error signal.

REFERENCES:
patent: 5003490 (1991-03-01), Castelaz et al.
patent: 5092343 (1992-03-01), Spitzer et al.
patent: 5133021 (1992-07-01), Carpenter et al.
patent: 5165069 (1992-11-01), Vitt et al.
patent: 5263097 (1993-11-01), Katz et al.
patent: 5386689 (1995-02-01), Bozich et al.
patent: 5402520 (1995-03-01), Schmitta
patent: 5467428 (1995-11-01), Ulug
patent: 5479572 (1995-12-01), Marcantonio
patent: 5533383 (1996-07-01), Greene et al.
patent: 5579232 (1996-11-01), Tong et al.
patent: 5586220 (1996-12-01), Spiker
patent: 5649065 (1997-07-01), Lo et al.
patent: 5680627 (1997-10-01), Anglea et al.
Widrow et al., Neural Nets for adaptive filtering and adaptive pattern recognition, Computer, IEEE 1988, pp. 25-39, Mar. 1988.
Broomhead et al., A parallel architecture for nonlinear adaptive filtering and pattern recognition, IEEE conf on artificial Neural network, 1989, pp. 265-269.
Hill et al., Antenna beamforming for EW using adaptive layered networks, IEE Colloquium on `Signal processing in Electronic Warfare` (Digest #1994/025), pp. 2/1-5, Jan. 31, 1994.
Dony et al., Optimally integrated adaptive learning, 1993 ICASSP, pp. 609-12, Apr. 30, 1993.
Blacknell et al., Optimum classification of non-Gaussian processes using neural networks, IEEE proceedings, pp. 55-66, Feb. 1994.
Ko et al., Neural network based novelty filtering for signal detection enhancement, 1992 IEEE Midwest Symposium, pp. 252-255.
Lippman (1987) "An Introduction to Computing with Nueral Nets".

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