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TFZ and STT participated in analyzing the redundancy of parameters.
Many pairs of parameters are highly correlated positively (colored red) or negatively (green), implying considerable redundancy of parameters.
This reinforces the notion that the conflicting biological goals of developmental flexibility and stability in response to perturbations rely on the redundancy of parameters underlying dynamic behavior of these systems (Marder and Taylor, 2011; Marder et al., 2014).
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In this study we apply PCA technique in Shakkar River Catchment for redundancy of morphometric parameters and find the more effective parameters for prioritization of the watershed and discuss the comparison between Gajbhiye et al. (Appl Water Sci 4(1):51–61, 2013b) and the present prioritization scheme.
That is to say, all the parameters are necessary as they each unravel a certain aspect of the notion and there should be no doubt cast on the redundancy of the parameters.
At this stage, irrelevancy and redundancy of the parameter streams are exploited and the data is quantized.
The quantization of spatial parameter is more consistent with the JND values of azimuths in a full circle, and thus, perceptual redundancy of spatial parameter can be efficiently removed with coding bit rate as low as possible.
In practice this estimation process may run into two types of difficulty: statistical scatter and redundancy of the parameter space.
Limitations of computer capacity at that time precluded the attempt to address uncertainty and redundancy of the different parameters.
Closely related to this idea is that of redundancy, that a set of parameters can be expressed in terms of some smaller set.
This means that the Eq. (4) is equivalent to the standard Bouc Wn model after setting A = 1 and β = γ = 0.50 to eliminate redundancy of the original model parameters (SAP2000 documentation 2012).
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com