2023
DOI: 10.1016/j.est.2023.107182
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Evaluating the heat generation characteristics of cylindrical lithium-ion battery considering the discharge rates and N/P ratio

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Cited by 34 publications
(14 citation statements)
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“…Notably, due to their smaller mass and higher mechanical resonance frequencies, the single-layer and two-layer FENGs do not exhibit this resonance peak. The difference in resonance behavior among these FENG configurations highlights the importance of understanding their mechanical properties and how they can affect the device’s output in different frequency ranges. , …”
Section: Parameters Of Interest and Measurementsmentioning
confidence: 99%
“…Notably, due to their smaller mass and higher mechanical resonance frequencies, the single-layer and two-layer FENGs do not exhibit this resonance peak. The difference in resonance behavior among these FENG configurations highlights the importance of understanding their mechanical properties and how they can affect the device’s output in different frequency ranges. , …”
Section: Parameters Of Interest and Measurementsmentioning
confidence: 99%
“…General Steps. Generally speaking, ML can be divided into four steps, namely, analyzing and defining problems, data preprocessing, model (algorithm) selection, model training, evaluation and optimization, and model deployment and application, 15 as shown in Figure 5.…”
Section: Machine Learningmentioning
confidence: 99%
“…Then, K-type thermocouple was attached to the battery surface, and temperature readings were captured using the data gathering equipment. The battery test system (ITS 5300) was also activated at the same time to record the terminal voltage during the discharge process, with the sample time set to 1 s. The detailed descriptions about the voltage and temperature acquisition are as follows: 31 (1) Apply the standard charging protocol constant current (1 C)constant voltage (3.6 V) to charge the battery fully, i.e., SOC = 100%. (2) Set a thermal-controlled chamber temperature, and let it stand for 30 min to make the surface and internal temperature of the battery completely consistent with the ambient temperature.…”
Section: Battery Model Parameter Identification With Experimental Datamentioning
confidence: 99%