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Paul Wright & Paul Clarkson Application of Adaptive Noise Cancelling Filters to AC Electrical Measurements

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Page 1: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Paul Wright & Paul Clarkson

Application of Adaptive Noise Cancelling Filters to

AC Electrical Measurements

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• Noise cancelling

technology has been around for several

decades.

• We are familiar with it in

audio products.

• This talk presents two experiments which

demonstrate the use of adaptive filters to improve

electrical measurements.

Introduction

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Motivation

• Need for on-site measurements at grid installations.

• Existing cabling and transformers not always well configured.

• Measurements subject to noise and “pick-up”.

• Investigate methods to reduce noise on measurements.

• Use DSP techniques such as digital and adaptive filters.

• Paper gives two examples of adaptive noise cancelling filters.

Page 4: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Experiment 1: Cancelling Magnetically Coupled

Interference in Measurement Circuits

Page 5: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Source

ADC Ch0

Adaptive

Algorithm

Σ

Φ Interference

ADC Ch1

ADC Ch2

ADC Ch3

Σ

3 Axis Pick Up

Measurement Circuit

Signal + interference

-

+

Filtered

Signal

wk(0)

wk(1)

wk(2)

xk(0)

xk(1)

xk(2)

yk

Software

Interference

estimate

ek

Page 6: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

3-Axis Magnetic Field Pick-up – Made from commercial relays glued together

Page 7: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

3 Axis Pick-up InputsSignal6 Channel DigitizerSampled data of 4 channels

Pick-up

2 Turn Loop to

Couple Noise

Source of Magnetic

Field Noise

Signal Generator

for Sample Clock &

Phase Lock Input

Calibrator,

10mV, 10Hz Signal

Magnetic Interference Pick-up Cancellation Experiment

Page 8: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Low Signal on

3 Pick-up Channels

Magnetic Noise Source Switched-Off

Signal (calibrator output)

Page 9: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Magnetic Noise Source Switched-ON

Detected Signal on

3 Pick-up Channels

Signal + Pick-up Noise

Page 10: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Apply the Signal and the three-axis pick-up channels to the adaptive filter…..

The amount of noise on the signal improves as the filter adapts to the signals

(NB faster response is possible – reduced here to illustrate adaptive activity)

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Filtered Result Using and Least Mean Square Adaptive Filter…

Noisy Signal Error in RMS value from calibrator value: + 0.47%; THD: 9.2 %

Filter Signal Error in RMS value from calibrator value: + 0.01%; THD 0.7 %

Page 12: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Filtered Result In the Frequency Domain

Signal

at

10 Hz

Pickup

at

50 Hz

Pickup

Harm’cs

Change in 10Hz Signal after filtering: -220 ppm

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Experiment 2: Frequency Beat Noise Cancellation

Page 14: Application of Adaptive Noise Cancelling Filters to …projects.npl.co.uk/power_energy/docs/1625 Application of...Application of Adaptive Noise Cancelling Filters to AC Electrical

Frequency Beat Noise Cancellation

Calibrator

Trans -

Conductance

Amplifier

230V mains,

50Hz ± 0.2Hz

5V

50Hz

5A

50 Hz

Strong Correlation between the

amplifier output and the cosine of

phase of the line voltage as it

varies relative to the calibrator

voltage.

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Calibrator

Trans -

Conductance

Amplifier

I to V

1V, 50Hz ± 0.2Hz

Signal + Noise

ADC Ch0

ADC Ch1

230:1230V mains,

50Hz ± 0.2Hz

5V

50Hz

Noise

Measure

Phase by

DFT

Adaptive

Filter

From

ADC Ch1

From

ADC Ch0

Filtered

Signal

Software

Σ

-

+

5A

50 Hz

1V

50Hz

Beat Noise Cancellation Experiment

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Application of a Recursive Least Squares Adaptive Canceller

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Conclusions

• Adaptive noise cancelling filters are important DSP tools.

• This talk has demonstrated their use in two poorly

configured electrical measurements.

• One wouldn’t chose these solutions in the lab! But in the

field there maybe no choice.

• It is intended this work be used and adapted to specific

field applications as required.

• Further work on optimization metrics for setting up the filters and on uncertainty issues need developments for

specific cases.