Fractional Battery Model for Internal-Temperature Cell Impedance

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Solution Overview

Problem

Existing battery cell impedance modeling methods using temperature sensors are inaccurate due to the sensors being thermally well-connected but spaced apart from the battery core, leading to low-pass behavior and dependence on ambient temperature, resulting in inaccurate cell temperature measurements.

Innovation Solution

A fractional battery model is used to extend the cell impedance model by incorporating a temperature model that predicts cell internal temperature based on power dissipation, ambient temperature, and external temperature measurements, optimizing model parameters to minimize voltage differences and improve temperature accuracy.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Ease of manufacture

If a temperature sensor is thermally well-connected to the battery cell but spaced apart from the core, then the sensor can be easily installed and thermally connected, but the measured temperature is inaccurate due to low-pass behavior and dependence on ambient temperature

Engineering Contradiction:
Improvesensor installationVSAvoidcell temperature measurement
Core Design Contradiction:
Ease of manufactureVSMeasurement precision

Solution Approach 1:

The patent introduces a thermal model as an intermediary between the easily measurable external temperature and the difficult-to-measure internal temperature. The model uses the external temperature sensor readings combined with power dissipation data to calculate and predict the internal cell temperature, effectively mediating the measurement problem without requiring direct physical contact with the cell core

Inventive Principle:
Principle #24Intermediary (Mediator)

Solution Approach 2:

The patent replaces the mechanical/physical measurement approach (direct temperature sensing at the cell core) with a computational/electrical approach. Instead of physically placing a sensor inside the cell, the system uses electrical measurements (power dissipation, current, voltage) combined with thermal modeling to determine internal temperature, substituting a complex physical measurement system with a computational solution

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Device complexity

If the cell impedance model uses measured external temperature, then the model is simple to implement, but the model accuracy is reduced due to inaccurate temperature representation

Engineering Contradiction:
Improvemodel implementationVSAvoidimpedance determination accuracy
Core Design Contradiction:
Device complexityVSMeasurement precision

Solution Approach 1:

The patent changes the temperature parameter from directly measured external temperature to model-calculated internal temperature. By transforming the temperature parameter through thermal modeling that incorporates power dissipation and external temperature, the model uses a more accurate temperature representation that reflects actual internal cell conditions, thereby improving impedance determination accuracy

Inventive Principle:
Principle #35Parameter changes

3Measurement precision

If a temperature sensor is placed inside the battery cell core, then accurate internal temperature measurement is achieved, but the installation complexity and invasiveness increase significantly

Engineering Contradiction:
Improveinternal temperature measurementVSAvoidsensor installation
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The thermal model serves as an intermediary that translates easily obtainable external measurements into accurate internal temperature estimates, avoiding the need for invasive internal sensing while achieving the same measurement precision goal

Inventive Principle:
Principle #24Intermediary (Mediator)

Applied Scientific Principles

This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.

Function Achieved in This Case

The method provides a more accurate determination of cell impedance by accounting for internal temperature variations, enhancing the model's ability to simulate battery behavior and predict current or power provision without violating operating limits.

Implementation Method 1

a progression of the internal cell temperature is determined for the time steps of the measurement time series based on a predetermined temperature model as a function of the respective measured cell external temperature or the measured ambient temperature and a power dissipation

Methodology Applied
Scientific EffectThermal conduction: Conduction (thermal)

Data Source

PatentUS20250314701A1Method and apparatus for the cell impedance determination of a battery cell using a fractional model as well as method for providing a fractional battery model
Publication Date: 2025.10.09 ROBERT BOSCH GMBH
  • US20250314701A1 patent drawing
  • US20250314701A1 patent drawing
  • US20250314701A1 patent drawing

AI summary

A method for providing a cell impedance model for a battery cell based on an equivalent circuit model with components having temperature-dependent component values and configured to model a terminal voltage and/or a cell impedance by providing a measurement time series of measured values in time steps, where the measured values each comprise a measured terminal voltage, a measured cell current, a measured cell external temperature, or a measured ambient temperature, and performing an optimization method for the model parameters of the cell impedance model. In each iteration, on a provisionally parameterized cell impedance model, a progression of the cell internal temperature is determined for the time steps, and the model parameters of the cell impedance model are optimized for the time steps by minimizing an entirety of the voltage differences between the measured terminal voltage and a terminal voltage modeled with the cell impedance model.