2020
DOI: 10.3390/electronics9081279
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State of Health Estimation for Lithium-Ion Batteries Based on the Constant Current–Constant Voltage Charging Curve

Abstract: The state of health is an indicator of battery performance evaluation and service lifetime prediction, which is essential to ensure the reliability and safety of electric vehicles. Although a large number of capacity studies have emerged, there are few simple and effective methods suitable for engineering practice. Hence, a least square support vector regression model with polynomial kernel function is presented for battery capacity estimation. By the battery charging curve, the feature samples of battery heal… Show more

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Cited by 28 publications
(9 citation statements)
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“…Therefore, the CVT can be used to estimate state of health of the battery. [30][31][32][33] In addition, the measured discharge capacity of 3p3sb pack is a bit lower than that of 3p3sg pack as shown in Fig. 11, due to the presence of a FECP in 3p3sb-p pack.…”
Section: Resultsmentioning
confidence: 92%
“…Therefore, the CVT can be used to estimate state of health of the battery. [30][31][32][33] In addition, the measured discharge capacity of 3p3sb pack is a bit lower than that of 3p3sg pack as shown in Fig. 11, due to the presence of a FECP in 3p3sb-p pack.…”
Section: Resultsmentioning
confidence: 92%
“…In the case of RFB, the SOH study has not yet been developed while for lithium-ion batteries there are already numerous studies. Although there has been a lot research in this topic it is still and open research area [44][45][46][47].…”
Section: Ess Main Advantagementioning
confidence: 99%
“…Extensive numerical and experimental studies have been conducted to understand the safety of LIBs, particularly examining the TR process under various abuse conditions [6][7][8][9][10][11][12]. As the temperature rises during the TR process, specific intercellular exothermic reactions are initiated [13,14]. The heat produced from these reactions can intensify the reaction rate, culminating in a TR event [15,16].…”
Section: Introductionmentioning
confidence: 99%