Fuzzy logic modeling of EIS measurements on lithium-ion batteries

被引:46
|
作者
Singh, P [1 ]
Vinjamuri, R
Wang, XQ
Reisner, D
机构
[1] Villanova Univ, ECE Dept, Villanova, PA 19085 USA
[2] US Nanocorp Inc, Farmington, CT 06032 USA
关键词
electrochemical impedance spectroscopy (EIS); fuzzy logic modeling; battery state of health; battery state of chuge;
D O I
10.1016/j.electacta.2005.02.143
中图分类号
O646 [电化学、电解、磁化学];
学科分类号
081704 ;
摘要
A fuzzy logic-based state of health (SOH) meter is being developed for lithium-ion (Li-ion) batteries for potential use in portable defibrillators. Electrochemical impedance spectroscopy (EIS) measurements have been made front which input parameters for a fuzzy logic model to estimate the state of charge (SOC) and SOH are derived. The batteries are discharged continuously at a 1.4 A load current to simulate the constant current draw during the monitoring and recording of a patient's EKG, and periodically interrupted by 10 A pulses to simulate the battery discharge to charge up the capacitor that is in turn discharged to supply high voltage to the electrodes for the defibrillation of the patient. The test procedures included both voltage recovery and EIS measurements, and were made as the batteries were being discharged and over 30 charge/discharge cycles. Accurate models have been developed to estimate the number of pulses that the battery pack can deliver at various stages of its cycle life (SOC measure) and the number of charge/discharge cycles (SOH measure) that it had undergone. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1673 / 1679
页数:7
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