Key result
The adaptive sinusoid canceler (ASC) reliably tracked drifting sinusoidal noise frequency and outperformed standard notch filters and adaptive line enhancers on simulated and real ECoG data.
The ASC method effectively increases signal-to-noise ratio in physiological signals contaminated with drifting sinusoidal noise without requiring an external reference.
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May enhance ECoG signal quality amid drifting noise; extends adaptive methods but needs prospective validation.
This paper presents a method for filtering sinusoidal noise with a variable bandwidth filter that is capable of tracking a sinusoid's drifting frequency. The method, which is based on the adaptive noise canceling (ANC) technique, will be referred to here as the adaptive sinusoid canceler (ASC). The ASC eliminates sinusoidal contamination by tracking its frequency and achieving a narrower bandwidth than typical notch filters. The detected frequency is used to digitally generate an internal reference instead of relying on an external one as ANC filters typically do. The filter's bandwidth adjusts to achieve faster and more accurate convergence. In this paper, the focus of the discussion and the data is physiological signals, specifically electrocorticographic (ECoG) neural data contaminated with power line noise, but the presented technique could be applicable to other recordings as well. On simulated data, the ASC was able to reliably track the noise's frequency, properly adjust its bandwidth, and outperform comparative methods including standard notch filters and an adaptive line enhancer. These results were reinforced by visual results obtained from real ECoG data. The ASC showed that it could be an effective method for increasing signal to noise ratio in the presence of drifting sinusoidal noise, which is of significant interest for biomedical applications.
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Kelly et al. (2014) studied Electrocorticographic (ECoG) neural data contaminated with power line noise. Adaptive sinusoid canceler (ASC) vs. Standard notch filters and an adaptive line enhancer was evaluated on Tracking noise frequency, adjusting bandwidth, and signal to noise ratio improvement. The adaptive sinusoid canceler (ASC) reliably tracked drifting sinusoidal noise frequency and outperformed standard notch filters and adaptive line enhancers on simulated and real ECoG data.
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