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Adaline/Madaline:Applications

Dr. Widrow identified potential applications of neural networks including weather forecasting, speech recognition, medical diagnosis, and image classification. He and his colleagues built systems using adalines and madalines to balance a broom vertically in a moving cart and for adaptive control. Viable applications were also found for adaptive filters similar to a single adaline unit.

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1K views25 pages

Adaline/Madaline:Applications

Dr. Widrow identified potential applications of neural networks including weather forecasting, speech recognition, medical diagnosis, and image classification. He and his colleagues built systems using adalines and madalines to balance a broom vertically in a moving cart and for adaptive control. Viable applications were also found for adaptive filters similar to a single adaline unit.

Uploaded by

Roots999
Copyright
© Attribution Non-Commercial (BY-NC)
We take content rights seriously. If you suspect this is your content, claim it here.
Available Formats
Download as PDF, TXT or read online on Scribd
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Adaline/Madaline:Applications

Dr. Widrow made two valuable contributions: Showing what adaline/madaline system could
do and identified candidate applications for neural networks.

Dr. Widrow and his colleagues studied applications of weather forecasting, speech recognition, vector cardiographic diagnosis, and image classification.

Judith Dayhoff, Neural Network Architectures: An Introduction, Van Nostrand Reinhold

Adaline/Madaline:Applications

They built an adaptive control system that taught a single adaline to balance a broom vertically, on end, in a moving cart.

Judith Dayhoff, Neural Network Architectures: An Introduction, Van Nostrand Reinhold

Widrows Related Research


Viable applications were found for the Adaptive filter.
- Similar to a single adaline unit
Eliminates the threshold and changes its weights continuously based on time-varying inputs and outputs.

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Linear Combiner:


Single-Input adaptive transversal Filter

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Closed-Loop Adaptation

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Least Mean Square Error

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

LMS: Performance Surface Contours

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Steepest-Decent: Performance
Surface Contours

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Prediction

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Prediction

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive System Identification

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Modeling: measure the earths impulse response

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Modeling: measure the earths impulse response

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Equalization

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Noise Canceling

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Noise Canceling: Speech signal

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Noise Canceling : Speech signal

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Adaptive Noise Canceling : Speech signal

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling 60-Hz Interference in Electrocardiography

B. widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling 60-Hz Interference in Electrocardiography

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling The Maternal ECG in Fetal Electrocadiography

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling The Maternal ECG in Fetal Electrocadiography

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling The Maternal ECG in Fetal Electrocadiography (3-35Hz)

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

Canceling The Maternal ECG in Fetal Electrocadiography (.3-75Hz)

B. Widrow and S. D. Stearns, Adaptive Signal Processing, Prentice-Hall Inc.

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