2016
DOI: 10.1016/j.ssi.2015.11.008
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Analysis of impedance spectroscopy of aqueous supercapacitors by evolutionary programming: Finding DFRT from complex capacitance

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Cited by 58 publications
(34 citation statements)
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“…Several different ECs can result in the same spectrum, leading to completely different physical interpretations (Baltianski and Tsur 2003). Thus, other modern analysis techniques, notably Impedance Spectroscopy Genetic Programming (ISGP) (Hershkovitz et al 2011, Hershkovitz et al 2012, Drach et al 2016, Oz et al 2016, Oz et al 2017, analyzing distribution of relaxation times in the system, and mechanistic models (Amphlett et al 1995, Springer et al 1996, Franco et al 2007, Reshetenko and Kulikovsky 2017, are being also employed.…”
Section: Characterization Of Pem Transport Properties 41 In Situ Pemmentioning
confidence: 99%
“…Several different ECs can result in the same spectrum, leading to completely different physical interpretations (Baltianski and Tsur 2003). Thus, other modern analysis techniques, notably Impedance Spectroscopy Genetic Programming (ISGP) (Hershkovitz et al 2011, Hershkovitz et al 2012, Drach et al 2016, Oz et al 2016, Oz et al 2017, analyzing distribution of relaxation times in the system, and mechanistic models (Amphlett et al 1995, Springer et al 1996, Franco et al 2007, Reshetenko and Kulikovsky 2017, are being also employed.…”
Section: Characterization Of Pem Transport Properties 41 In Situ Pemmentioning
confidence: 99%
“…The physical parameters (resistance, reactance/capacitance and central relaxation time constant for each peak) can be determined very accurately. This analytical method has many advantages over the conventional equivalent circuit method [54,63–70] . For example, in cases where the Nyquist plots contain highly overlapping semicircles, the DFRT peaks obtained by ISGP fitting are separated well and the corresponding physical parameters are evaluated accurately [54,63–70] …”
Section: Methodsmentioning
confidence: 99%
“…Electrochemical impedance spectroscopy (EIS) has been proven to be a powerful tool for the diagnosis of complex electrochemical systems, including lithium-ion batteries [1][2][3][4][5][6], fuel cells [7,8], and supercapacitors [9,10]. Electrochemical impedance spectroscopy has been widely used to characterize the polarization processes of lithium-ion batteries [11][12][13][14] and to investigate various prognostics and health management (PHM) methods [15][16][17][18][19].…”
Section: Introductionmentioning
confidence: 99%