Cycle Life Estimator

What Determines Battery Cycle Life?

Cycle life is the number of complete charge-discharge cycles a battery can perform before its capacity drops to a defined end-of-life threshold (typically 80% of original capacity). It is a primary metric for evaluating long-term battery economics and sustainability.

Three major factors influence cycle life: depth of discharge (DOD), operating temperature, and charge/discharge rate. Shallower cycles (lower DOD) dramatically extend cycle life — a cell cycled to 50% DOD may last 3-5× longer than one cycled to 100% DOD. Operating temperatures above 40°C or below 0°C accelerate degradation.

Chemistry also plays a decisive role: LFP cells typically achieve 3000-6000 cycles, NMC cells 1000-2000 cycles, and LTO (Lithium Titanate) cells can reach 15,000+ cycles at the expense of lower energy density.

The relationship between DOD and cycle life is not linear but follows a power law. Small reductions in DOD at the extremes (e.g., from 100% to 90%) yield disproportionately large cycle life gains. This is why many battery management strategies cap usable capacity at 80-90% of the cell's full range.

Formula: Estimated Cycles = Base Cycles × DOD Factor × Temperature Factor DOD Factor ≈ (1 / DOD)^k (k varies by chemistry) Temperature Factor = 1.0 at 25°C, decreasing at extremes

Example Calculation

An NMC cell with a base rating of 1500 cycles (at 100% DOD, 25°C). At 80% DOD, DOD factor ≈ 1.5. At 35°C, temperature factor ≈ 0.9. Estimated cycles = 1500 × 1.5 × 0.9 = 2025 cycles.

When to Use This Calculator

• Comparing battery chemistries for a new product by projecting how many cycles each will deliver under the expected operating conditions
• Calculating total cost of ownership by dividing cell cost by estimated cycle life to determine cost per cycle
• Optimizing BMS charge/discharge limits to maximize cycle life for a stationary storage installation
• Evaluating the impact of installing batteries in a hot or cold environment by quantifying the temperature derating on cycle count

Common Mistakes to Avoid

• Using manufacturer base cycle life without adjusting for actual DOD and temperature — datasheet values are typically at 25°C and 100% DOD, which rarely matches real-world conditions
• Ignoring calendar aging — a battery in a low-usage application (e.g., backup power) may reach end-of-life from calendar aging before it exhausts its cycle life
• Treating the estimate as a guarantee — cycle life models provide order-of-magnitude guidance; actual results depend on charge rate, rest periods, vibration, and cell quality variations
• Assuming linear degradation — most Li-ion cells show a 'knee' in capacity fade curves where degradation accelerates suddenly, often around 70-80% SOH

How to Interpret Results

• Estimated cycles > 3000: Good — suitable for daily-cycling applications like solar storage or EVs with an 8+ year target life
• Estimated cycles 1000-3000: Moderate — acceptable for moderate-use applications; consider limiting DOD to extend life
• Estimated cycles < 1000: Poor — conditions are harsh or chemistry is mismatched to the application; reassess operating parameters or select a more robust chemistry

Frequently Asked Questions

Does partial charging extend cycle life?

Yes. Limiting charge to 80-90% SOC and not discharging below 20% SOC (effectively 60-70% DOD) can double or triple cycle life for Li-ion cells. This is why many EV manufacturers recommend daily charging to only 80% and reserving 100% for long trips.

What is calendar aging vs. cycle aging?

Calendar aging occurs even when the battery is idle, driven by temperature and SOC level. Cycle aging is caused by the act of charging and discharging. Both contribute to total degradation. A battery stored at high SOC and high temperature will degrade even without use.

How do I convert cycle life to calendar life for a real application?

Divide estimated cycles by the average number of cycles per day (or year) for your application. A 3000-cycle battery cycled once daily lasts ~8.2 years from cycling alone. Add calendar aging (typically 2-3% per year at 25°C) to get total projected life. Most EV warranties target 8-10 years or a specific cycle count, whichever comes first.