M A T L A B T E C H

Every battery cell has a story, and unfortunately, it always involves an aging process. While the State of Charge (SoC) tells us how much power is left in the current cycle, it doesn’t give us the full picture. To understand a cell’s long-term capability, we must evaluate its overall battery health and State of Health (SoH).

As electric vehicles, renewable energy storage grids, and consumer electronics continue to scale globally, tracking battery degradation has become highly critical. In this ultimate engineering guide, we will dive deep into what State of Health means, the fundamental formulas to calculate it, and how to effectively minimize cell degradation.

What is Battery Health and State of Health (SoH)?

The State of Health (SoH) is a metric that reflects the general condition of a battery cell and its ability to deliver specified performance compared to its brand-new, baseline parameters. It acts as a long-term indicator of battery health and degradation.

Unlike SoC, which changes rapidly from 0% to 100% within a single day, SoH decreases gradually over months or years. When a cell is manufactured, its SoH is at 100%. Over time, as chemical degradation sets in, this percentage permanently drops.

The Capacity-Based State of Health Formula:
SoH (%) =
Ccurrent Cnominal
× 100

Where Ccurrent is the maximum usable capacity available at the present moment, and Cnominal is the factory-rated capacity when the cell was brand new.

How a Battery Management System (BMS) Measures SoH

Because accurate battery health and State of Health (SoH) tracking cannot be measured with a physical sensor directly, a smart Battery Management System (BMS) infers it by monitoring two distinct physical changes: capacity fade and internal resistance growth.

1. Capacity Fade Tracking

As cycles accrue, lithium ions get permanently trapped due to side chemical reactions (such as SEI layer growth). This limits the total amount of energy a cell can store. A BMS tracks full discharge cycles to recalculate the maximum actual capacity, directly feeding the capacity formula.

2. Internal Resistance Increase

An aging cell undergoes structural degradation, making it harder for electrons and ions to flow smoothly. This raises the internal resistance (Rinternal). The BMS tracks the instant voltage drop under a high current load to determine SoH via the resistance metric:

SoHResistance (%) =
Rend_of_life – Rcurrent Rend_of_life – Rnew
× 100

Comparing SoC vs. SoH (Understanding the Difference)

It is common to confuse these two battery metrics, but they track completely different behaviors of the cell:

Metric Feature State of Charge (SoC) State of Health (SoH)
Core Definition Current available energy level. Long-term condition/capacity capability.
Time Horizon Short-term (minutes/hours). Long-term (months/years).
Fluctuation Range Rapidly drops from 100% to 0%. Permanently declines from 100% downward.
Analogy The fuel level inside the gas tank. The actual structural size of the gas tank.

Primary Causes of Battery Degradation

To optimize battery health and State of Health (SoH), engineers focus heavily on suppressing the primary chemical mechanisms that degrade performance:

  • Solid Electrolyte Interphase (SEI) Layer Growth: A passive layer naturally forms on the anode during initial usage. However, continuous cycling causes this layer to thicken, locking up active lithium ions forever.
  • Lithium Plating: Fast charging at cold temperatures can force lithium ions to deposit as metallic sheets on the anode instead of inserting correctly, drastically reducing SoH and posing short-circuit hazards.
  • Mechanical Stress: The continuous expansion and contraction of electrode active materials during charge/discharge cycles creates micro-cracks, leading to permanent loss of electrical contact.

Industry Best Practices to Extend Cell Lifespan

Maximizing cell longevity requires keeping parameters within safe boundaries. Here are three effective engineering strategies:

  1. Thermal Management: Maintaining a stable temperature window between 20°C and 35°C heavily prevents fast chemical aging.
  2. Partial Cycle Strategy: Avoiding extreme voltage windows (0% or 100% SoC) protects structural integrity. Operating between 20% and 80% SoC can quadruple cycle life.
  3. Controlled Charging Rates: Minimizing ultra-fast charging phases preserves the internal structures from high mechanical stresses.

Conclusion

Managing battery health and State of Health (SoH) is essential for unlocking dependable, long-term performance from electrical systems. By combining continuous capacity tracking and resistance profiling within the BMS software, engineers can accurately predict cell failure, transition batteries into second-life applications, and safe-guard complex storage platforms effectively.

Frequently Asked Questions (FAQ)

Q1: When is a battery cell considered at End of Life (EOL)?

Answer: In most mainstream industries like electric mobility, a battery cell hits its standard End of Life when its State of Health drops down to 80%. At this point, performance degradation becomes erratic.

Q2: Can you restore a cell’s State of Health (SoH)?

Answer: No. Real battery health degradation is caused by irreversible chemical changes. While software can balance individual cells to maximize pack utility, the chemical degradation itself cannot be undone.