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Can a fault diagnosis model improve the safety of new energy battery vehicles?

Traditional FDM falls far short of the expected results and cannot meet the requirements. Therefore, the fault diagnosis model based on WOA-LSTM algorithm proposed in the study can improve the safety of the power battery of new energy battery vehicles and reduce the probability of safety accidents during the driving process of new energy vehicles.

Why is accurate diagnosis of power battery faults important?

The power battery is one of the important components of New Energy Vehicles (NEVs), which is related to the safe driving of the vehicle (He and Wang 2023). Therefore, accurate diagnosis of power battery faults is an important aspect of battery safety management. At present, FDM still has the problem of inaccurate diagnosis and large errors.

How accurate is a battery safety fault diagnosis model?

In order to monitor the health status and service life of the battery, the team of Samanta designed a battery safety fault diagnosis model based on artificial neural network and support vector machine (Samanta et al. 2021). We compared the model with other models. The results showed that the fault detection accuracy of the model reached 87.6%.

Are power batteries safe?

With the development of sustainable economy, new energy materials are widely used in various industries, and many cars also adopt new energy power batteries as power sources. However, it is currently not possible to accurately diagnose faults in power batteries, which results in the safety of power batteries not being guaranteed.

Why are battery test procedures so difficult?

Regulators struggle to introduce battery test procedures. This is mostly due to the unavailability of suitable technology that can assess a battery on the fly. The battery is labeled “uncontrollable” for good reason; this gives it immunity.

Can a power battery improve the safety performance and maintenance cost?

In the comparison of the safety performance and maintenance cost of the power battery after using three models, this model could improve the safety performance of the battery by 90.1% and reduce the maintenance cost of the battery to the original 20.3%.