Title :
A Kalman-Filter Spectral Envelope Preprocessor
Author :
Shaw, Steven R. ; Laughman, Christopher R.
Author_Institution :
Montana State Univ., Bozeman
Abstract :
This paper presents a Kalman-filter approach for computing spectral envelopes of current waveforms for nonintrusive load monitoring on the electric utility. Spectral envelopes represent time-varying frequency content and phase of the current relative to the voltage. Thus, the techniques presented in this paper may be applicable to a variety of lock-in measurement and signal processing techniques. The lock-in and computational performance of the proposed method favorably compares to previous efforts. The performance is demonstrated with data from the field.
Keywords :
Kalman filters; electric current; filtering theory; load forecasting; power system measurement; spectral analysis; Kalman-filter approach; computational performance; current waveforms; electric utility; lock-in measurement techniques; nonintrusive load monitoring; power quality; signal processing techniques; spectral envelope preprocessor; synchronous detection; time-varying frequency content; Digital signal processing; Frequency estimation; Frequency synchronization; Monitoring; Power harmonic filters; Power quality; Power system analysis computing; Power system harmonics; Power system transients; Voltage; Load monitoring; power quality; synchronous detection;
Journal_Title :
Instrumentation and Measurement, IEEE Transactions on
DOI :
10.1109/TIM.2007.904475