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Exact(5)
The utility of the model is demonstrated via an example wherein design parameters are altered to maximize dynamic range.
H2B-EYFP fluorescence intensity among different cell images were normalized using the following procedure: for the acquisition the laser power was adjusted to maximize dynamic range and to avoid image saturation with the brightest value ranging between 220 and 250; the contrast range was then linearly expanded assigning the brightest value to 255.
All gene expression levels are on a scale of 0-255 chosen to maximize dynamic range in the experimental data without saturation.
As optimization goals we aimed to reproduce results from manual hybridizations and published results, to minimize the variance, to maximize dynamic range, to minimize standard deviation of the triplicate spot measurements, and to maximize signal-to-noise.
The camera is adjusted to maximize dynamic range using the standard PSF and these parameters are stored for later testing of the DH-PSF with the fabricated phase mask in place.
Similar(54)
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).
Specifically, local layer 2/3 networks should exhibit maximal dynamic range to process layer 4 inputs and maximize mutual information between patterns elicited in layer 4 and superficial layers.
Settings were adjusted to minimize pixel-intensity saturation and maximize the dynamic range.
All images were collected at 16-bit resolution in order to maximize the dynamic range of the detected intensities.
Our rationale for using the peak response for normalization of the data when the measurements are combined across neurons was to maximize the dynamic range of representation.
Pixel values within selected ROIs were re-scaled to maximize the dynamic range of grayscale values from 0 to 255 to normalize ROIs for quantitative comparison.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com