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When necessary, data stacking was used to minimize random noise.
After the corrections for motion-induced noise, and natural and artificial noises, the data of 5 cycles (8 s, including two waveforms in each cycle) were stacked to minimize random noise, which averages ∼110 m along the flight path for the flight speed of 50 km/h used in this study.
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Displacements of sparklet positions in Figure 7 and Figure 7 figure supplement 1 were determined for time points that are 10 steps apart (i.e., frame i to i + 10) to: 1) minimize the random noise contribution and 2) have greater confidence in the precision of the displacement calculation.
It clearly shows in the picture that the high-frequency component of the acceleration is eliminated and the random noise is minimized.
This pipeline included the adjustment for study-related batch effects to minimize superficial inter-study discordance caused mainly by random noise and technical differences.
Two features of gene expression are exploited by the merging of genes, genes are often co-regulated and hence correlated, and by using the expression level of the metagene, effects by random noise from single genes are minimized.
Here are ways you can minimize noise: Play white noise.
DF attempts to minimize overfitting by maximizing the difference among individual trees to cancel some random noise through combining the trees.
According to the differences in information characteristics between microseismic data and random noise, an appropriate approximation of negentropy function is selected to minimize the effect of SNR.
Provided that the largest signal is not clipped, maximizing dynamic range becomes a problem of minimizing the three unwanted signals that otherwise mask the smallest wanted signal: Distortion; Random noise; and Artificial interference, frequently referred to as Electromagnetic Compatibility (EMC).
To minimize the negative effect of random noises the ECG signals were passed through high-pass filter with 0.64 Hz cutoff frequency to suppress baseline drift, low-pass filter with cutoff frequency 35 Hz to reduce muscle noise, a notch filter to eliminate power-line interference.
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CEO of Professional Science Editing for Scientists @ prosciediting.com