2017
DOI: 10.1016/j.est.2017.07.029
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Two-dimensional impedance data analysis by the distribution of relaxation times

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Cited by 26 publications
(20 citation statements)
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“…has been demonstrated to improve the signal-to-noise ratio and thus, data resolution compared to 1D. [173] Beyond equivalent circuit modelling, machine learning (ML) can use large EIS datasets taken over wide parameter space to understand degradation [174] and predict parameters such as SoC and state-of-health [175] in LiBs. The current database of EIS measurements for ASBs is not nearly as large, but is poised to grow, and knowledge gained from applying ML will likely complement chemical and physical insights from the other techniques discussed here.…”
Section: Emerging Eis-related Techniques For Li-ion Batteriesmentioning
confidence: 99%
“…has been demonstrated to improve the signal-to-noise ratio and thus, data resolution compared to 1D. [173] Beyond equivalent circuit modelling, machine learning (ML) can use large EIS datasets taken over wide parameter space to understand degradation [174] and predict parameters such as SoC and state-of-health [175] in LiBs. The current database of EIS measurements for ASBs is not nearly as large, but is poised to grow, and knowledge gained from applying ML will likely complement chemical and physical insights from the other techniques discussed here.…”
Section: Emerging Eis-related Techniques For Li-ion Batteriesmentioning
confidence: 99%
“…As complex Nyquist plots often lead to misinterpretations of the number of polarization processes, the distribution of relaxation times (DRT) method is used. Here, the values for real and imaginary parts of the impedance are transformed into the frequency domain which helps to separate the individual time constants 71 . Besides a better separation of the related time constants, the 2-dimensional DRT also allows for a better identification of the serial resistance as well as inductive effects as no non-negativity constraint is used.…”
Section: Electrochemical In-operando Analysis Of Ascs: Drt-analysis Amentioning
confidence: 99%
“…As complex Nyquist plots often lead to misinterpretations of the number of polarization processes, the distribution of relaxation times (DRT) method is used. Here, the values for real and imaginary parts of the impedance are transformed into the frequency domain which helps to separate the individual time constants 71 . Figure 5.6 represents the 2-dimensional transformation of the respective impedance results at 750 °C and open cell conditions.…”
Section: Electrochemical In-operando Analysis Of Ascs: Drt-analysis Amentioning
confidence: 99%