Browse Topic: Lithium-ion batteries
Predictive maintenance is crucial for Industry 4.0, and deep neural networks are a promising approach for predicting the capacity of electric batteries. However, few applications effectively utilize neural networks for this purpose with lithium-ion batteries. In this work, different deep learning models are developed, starting with simple neural networks, dense neural networks, convolutional networks, and recurrent networks. Using a public domain dataset, training, testing, and validation datasets were generated to predict battery capacity as a function of the number of cycles. Despite the limited number of samples in the dataset, deep learning techniques are employed to ensure robust prediction performance. The work presents the loss functions for each iteration of the algorithms and the average absolute error. The models made good generalizations over the test dataset within a short prediction time window. Finally, the work presents an average absolute error below 0.3, ensuring good
The development and implementation of Lithium-ion (Li-ion) batteries, particularly in Automotive applications, requires substantial diagnostic and practical modelling efforts to fully understand the electrical and thermal characteristics in the batteries across various operating conditions. Electrical thermal modelling prompts the understanding of the battery electrical characteristics along with the thermal behavior beyond what is possible from experiments, and it provides a basis for exploring electrical and thermal management control strategies for batteries in electric vehicles (EVs). For replicating the electrical behavior of Li-ion batteries under varied operating situations, an equivalent circuit model (ECM) must be created. This model aids in forecasting the transient distribution of electrical and thermal properties at various operating states as well as estimating heat generation within the battery pack. The paper focus in the following application areas: An equivalent
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