2012
DOI: 10.7763/ijcte.2012.v4.420
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An Appraisal of Gardner Transform-Based Methods of Transient Multiexponential Signal Analysis

Abstract: Abstract-There are several problems in applied science in which experimental observations can be accurately represented by a sum of exponential decay functions in which the amplitudes, decay rates and number of components have different physical interpretations and need to be estimated. A parameter estimation technique of multicomponent exponential functions that has undergone many modifications is the Gardner transform in which a nonlinear transformation is used to convert the data signal into a convolution m… Show more

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Cited by 13 publications
(10 citation statements)
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“…Such extraction constitutes an inverse Laplace transform of noisy data, to which there is no unique solution. Different methods for solving this problem without the need for imposing the number of T2 components characterizing the model exist (37)(38)(39)(40)(41) and are still the matter of research for the optimization of inversion methods. Our choice for a regularized inversion method was based on the fact that it yields nonnegative solutions and allows regularization, which has been shown by our results to ensure the reproducibility of the solutions.…”
Section: Discussionmentioning
confidence: 99%
“…Such extraction constitutes an inverse Laplace transform of noisy data, to which there is no unique solution. Different methods for solving this problem without the need for imposing the number of T2 components characterizing the model exist (37)(38)(39)(40)(41) and are still the matter of research for the optimization of inversion methods. Our choice for a regularized inversion method was based on the fact that it yields nonnegative solutions and allows regularization, which has been shown by our results to ensure the reproducibility of the solutions.…”
Section: Discussionmentioning
confidence: 99%
“…In the relevant literature, especially in the d\omain of automation and control, different approaches for dynamic object identification are presented. [1][2][3][4][5][6][7][8][9][10][11][12][13] Many methods have been elaborated and are recommended for use in electrical and electronic applications. 1,2,[11][12][13] Typically, the system is presented as a passive multistage circuit containing resistances, capacitors and inductances.…”
Section: Introductionmentioning
confidence: 99%
“…Transform methods have also been developed [10], in which the data is Fourier transformed to create a spectral plot with spikes representing exponential components [11]. However, this approach exacerbates high frequency noise in the deconvolution process [14], causing ripples and broadening of the spectral peaks, making interpretations of the results difficult. Overall, there is a need to develop improved analysis methods for multi-exponential data.…”
Section: Introductionmentioning
confidence: 99%