# The Methods for Estimating State of Charge in Lithium-Ion Batteries

**Authors:** Peilin Xu, Ruyan Zhou

PMC · DOI: 10.3390/ma19061267 · Materials · 2026-03-23

## TL;DR

This paper discusses methods for estimating the charge state of lithium-ion batteries to improve battery safety and efficiency.

## Contribution

The paper summarizes existing SOC estimation methods and highlights future directions for improvement.

## Key findings

- SOC cannot be directly measured and requires estimation techniques.
- Common methods like ampere-hour integration and open-circuit voltage have notable disadvantages.
- Future research should focus on more accurate and real-time estimation techniques.

## Abstract

It is of great significance in real time to accurately monitor the internal state parameters of lithium-ion batteries toy ensure the safety, reliability and lasting efficiency of battery energy storage systems. The battery management system can monitor the working state, prevent overcharge or overdischarge, and make the working process more safe and reliable. The state of charge (SOC) is one of the most important indicators to monitor a working battery, and its accurate estimation is the most important work at present. SOC cannot be measured directly, so the state estimation problem of batteries is transformed into a state estimation problem of time-varying nonlinear systems, the core of which is how to obtain a more accurate and reasonable state estimation value in real time. This paper introduces the definition of battery charge state, summarizes common estimation methods and disadvantages of the ampere-hour integration method and open-circuit voltage method, and finally points out the future development direction of battery charge state estimation methods.

## Full-text entities

- **Chemicals:** Lithium (MESH:D008094)

## Full text

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## Figures

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## References

57 references — full list in the complete paper: https://tomesphere.com/paper/PMC13028534/full.md

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Source: https://tomesphere.com/paper/PMC13028534