SOH Estimator

State of health estimator

Since R2022b

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Libraries:
Simscape / Battery / BMS / Estimators

Description

This block implements an estimator that calculates the state of health (SOH) of a battery. The SOH reflects the condition of a battery relative to its ideal conditions. Health variations imply that the capacity and power of the battery fade over time.

This block supports single-precision and double-precision floating-point simulation.

Note

To enable single-precision floating-point simulation, the data type of all inputs and parameters must be single.

This diagram shows the structure of the block:

Equations

The terminal resistance R₀ is an important indicator of the aging of a battery. You can estimate the terminal resistance by using the SOC Estimator (Adaptive Kalman Filter) block. The SOH Estimator block computes the SOH as a function of the terminal resistance R₀:

$$SOH=\frac{R_{\text{EOL}}-R_0}{R_{\text{EOL}}-R_{0,\text{new}}}$$

where R_EOL is the end-of-life resistance and R_0,new is the terminal resistance when the battery is new.

Examples

Battery State-of-Health Estimation

Estimate the battery internal resistance and state-of-health (SOH) by using an adaptive Kalman filter. The initial state-of-charge (SOC) of the battery is equal to 0.6. The estimator uses an initial condition for the SOC equal to 0.65. The battery keeps charging and discharging for 10 hours. The unscented Kalman filter estimator converges to the real value of the SOC while also estimating the internal resistance. To use a different Kalman filter implementation, in the SOC Estimator (Kalman Filter) block, set the Filter type parameter to the desired value.

• Open Model

Ports

Input

SOC — Battery state-of-charge

scalar | vector

State-of-charge of the battery, specified as a scalar or vector of entries in the range [0, 1]. The size of this input port must be equal to the size of the Temperature and R0 input ports.

Temperature — Cell temperature

scalar | vector

Temperature of a battery cell, specified as a scalar for a single cell or a vector for multiple cells. The size of this input port must be equal to the size of the SOC and R0 input ports.

R0 — Terminal resistance

scalar | vector

Terminal resistance, specified as a scalar for a single cell or a vector for multiple cells. The size of this input port must be equal to the size of the SOC and Temperature input ports.

Output

SOH — Battery state-of-health

scalar | vector

State-of-health of the battery, returned as a scalar or vector of entries in the range [0, 1]. The size of this output port is equal to the size of the vectors at the input ports.

Parameters

Vector of state-of-charge values, SOC (-) — SOC breakpoints

[0, .1, .25, .5, .75, .9, 1] (default) | vector of nonnegative scalars between 0 and 1

Vector of SOC breakpoints defining the points at which you specify lookup data. This vector must be strictly ascending.

Vector of temperatures, T — Temperature breakpoints

[278, 293, 313] (default) | vector of positive scalars

Vector of temperature breakpoints defining the points at which you specify lookup data. This vector must be strictly ascending and greater than 0 K. The physical unit of this parameter must be the same as the physical unit of the Temperature input port.

Terminal resistance when battery cell is new, R0new(SOC,T), (ohm) — Terminal resistance when battery cell is new

[.0117, .0085, .009; .011, .0085, .009; .0114, .0087, .0092; .0107, .0082, .0088; .0107, .0083, .0091; .0113, .0085, .0089; .0116, .0085, .0089] (default) | matrix of nonnegative scalars

Terminal resistance when the battery cell is new, in ohm. The number of rows of this matrix is equal to the size of the Vector of state-of-charge values, SOC (-) parameter. The number of columns of this matrix is equal to the size of the Vector of temperatures, T parameter.

Terminal resistance at end of life, R0eol(SOC,T), (ohm) — Terminal resistance at end of life

[.0234,.017,.018;.022,.017,.018;.0228,.0174,.0184;.0214,.0164,.0176;.0214,.0166,.0182;.0226,.017,.0178;.0232,.017,.0178] (default) | matrix of nonnegative scalar

Terminal resistance when the battery is at the end of its life, in ohm. The number of rows of this matrix is equal to the size of the Vector of state-of-charge values, SOC (-) parameter. The number of columns of this matrix is equal to the size of the Vector of temperatures, T parameter.

References

[1] Noura, Nassim, Loïc Boulon, and Samir Jemeï. “A Review of Battery State of Health Estimation Methods: Hybrid Electric Vehicle Challenges.” World Electric Vehicle Journal 11, no. 4 (October 16, 2020): 66. https://doi.org/10.3390/wevj11040066.

Extended Capabilities

C/C++ Code Generation
Generate C and C++ code using Simulink® Coder™.

Version History

Introduced in R2022b