A deep learning-based fault prediction method using multi-dimensional time series data from vehicle lead-acid batteries is proposed. By employing an automatic fault segment annotation method, manual feature design, and an improved A-DeepFM model, the performance of the battery fault prediction task is optimized.
What are the shortcomings of lead acid battery performance test?
Compared with the rapid development of the lead acid battery, the research and development of the performance test is lagging way behind, whether early method for measuring the voltage value or recent widely applied methods, the discharge method and the conductance measurement method are all have obvious deficiencies .
Internal shorts represent a more serious issue for lead-acid batteries, often leading to rapid self-discharge and severe performance loss. They occur when there is an unintended electrical connection within the battery, typically between the positive and negative plates.
Lead-acid batteries, widely used across industries for energy storage, face several common issues that can undermine their efficiency and shorten their lifespan. Among the most critical problems are corrosion, shedding of active materials, and internal shorts.
Corrosion is one of the most frequent problems that affect lead-acid batteries, particularly around the terminals and connections. Left untreated, corrosion can lead to poor conductivity, increased resistance, and ultimately, battery failure.
Are lead-acid batteries aging?
At present,it has become one of the maturest technical batteries. Lead-acid batteries, however, is a complex electrochemical system, its performance status, such as capacity, failure mode and aging degree were affected by the lead-acid battery's pole plate corrosion, sulfation, electrolyte dry and hot out-of-control.
The lead dioxide material in the positive plates slowly disintegrates and flakes off. This material falls to the bottom of the battery case and begins to accumulate. As more material sheds, the effective surface area of the plates diminishes, reducing the battery's capacity to store and discharge energy efficiently.