Speed
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Speed refers to the distance per second covered by the worm along its central axis.
- If the sign is positive, the worm is moving forward (head direction).
- If the sign is negative, the worm is moving backward (tail direction).
The speed is based on the position of the mid-point along the central axis. Image noise may affect speed measurements.
- Use Moving Average Speed or Smoothed Speed to reduce the effects of noise.
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Moving average speed refers to the speed for a particular worm, averaged across a number of frames. The number of frames is known as the size of the moving window.
Using a moving average reduces the effects of noise, and also results in a latency in speed measurement.
- To adjust the number of frames, enter a different Average across value in the Moving Average Speed parameters.
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Smoothed speed refers to the Moving average speed smoothed over a user-defined frame span using locally weighted polynomial regression[1][1] William S. Cleveland and Susan J. Devlin, Locally Weighted Regression: An Approach to Regression Analysis by Local Fitting, Journal of the American Statistical Association, Vol. 83, No. 403 (Sep., 1988), pp. 596- 610..
This method can remove outliers caused by worm model fitting error.
- To adjust the span, enter a different Span value in the Smoothed Speed parameters.
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To apply changes to the display type (histogram or x,y plot) or the operation (mean, min, or max), click the Refresh Data button.
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Possible issue affecting Speed/Moving Average Speed:
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Possible solution:
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