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Capacity factor calculator

Capacity factor = actual energy ÷ (nameplate capacity × hours). Calculate it from production data, turn a capacity factor into MWh, or size the capacity needed, then compare with typical values for nuclear, wind, solar, hydro and gas.

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Results

Capacity factor 32%: within the typical 20–45% range for Onshore wind. That equals running at full power for 2,800 of 8,760 hours.
Capacity factor
32%
0.32 as a fraction
Full-load hours
2,800h
in the 8,760-hour period
Average power
15.98MW
vs 50 MW nameplate
Energy
140GWh
Capacity
50MW
Typical for Onshore wind
20–45%
Specific yield
2,800kWh/kW·yr
annualised energy per kW
Your capacity factor vs typical values

Typical capacity factors by technology

TechnologyTypical rangeFull-load hours/yrWhy
Nuclear80–93%7,008–8,147baseload, refuelling outages every 18–24 months
Geothermal70–90%6,132–7,884constant heat source
Biomass / biogas50–85%4,380–7,446fuel-limited, dispatchable
Gas combined cycle45–65%3,942–5,694dispatched by price; mid-merit
Coal35–65%3,066–5,694declining use in many grids
Offshore wind38–55%3,329–4,818stronger, steadier sea winds
Hydropower30–60%2,628–5,256water availability, dispatch & storage
Onshore wind ◀20–45%1,752–3,942wind resource, turbine specific power
Concentrated solar (with storage)30–55%2,628–4,818storage hours extend output
Utility solar PV, tracking20–32%1,752–2,803trackers follow the sun
Utility solar PV, fixed12–25%1,051–2,190night & clouds; latitude
Rooftop solar PV9–20%788–1,752non-optimal tilt, shading, heat
Gas / oil peaker2–15%175–1,314runs only at demand peaks
Battery storage (discharge)8–20%701–1,752cycles per day × duration
  • Ranges summarise US fleet data (EIA Electric Power Monthly, Table 6.07) and global new-build averages (IRENA); individual plants and years vary widely.
  • Capacity factor is not efficiency: a 25% solar capacity factor reflects night and weather, not wasted energy. For dispatchable plants it reflects how often the grid calls on them.
  • Use AC nameplate for solar when comparing with other technologies (DC-based figures look lower).

How this capacity factor calculator works

The capacity factor is the single number that tells you how hard a power plant works. It is central to comparing technologies, to every levelized-cost calculation and to sanity-checking production data. The calculator works in three directions:

  • Capacity factor from energy: enter nameplate capacity and the energy produced over a period;
  • Energy from capacity factor: estimate the annual output of a planned plant;
  • Capacity needed: how many MW are required to deliver a target amount of energy at a given capacity factor (for example, how much solar is needed to produce 1 TWh).

Periods can be a year, leap year, quarter, month, week, day or a custom number of hours, and units are converted automatically between kW/MW/GW and kWh/MWh/GWh/TWh. The result is compared against typical ranges for 14 technologies.

The formula

CF = E / (P_nameplate × T)

E = P × T × CF (energy from capacity factor) P = E / (T × CF) (capacity for an energy target) Full-load hours = CF × T Average power = E / T

T is the number of hours in the period (8,760 for a normal year). Use net energy delivered to the grid and the same basis for capacity (for solar, normally AC inverter capacity).

Worked example: a 50 MW wind farm

The default case is a 50 MW wind farm that delivered 140,000 MWh in a year:

  • CF = 140,000 / (50 × 8,760) = 140,000 / 438,000 = 32.0%
  • full-load hours = 0.32 × 8,760 ≈ 2,800 hours
  • average output = 140,000 / 8,760 ≈ 16 MW

32% sits comfortably within the typical 20–45% range for onshore wind. Other presets show the spread: a 6 kW rooftop PV system making 7,300 kWh works out at about 14%; a 1 GW nuclear unit at 92% generates about 8.1 TWh a year; and producing 1 TWh from fixed-tilt solar at a 20% capacity factor needs about 570 MW.

How to read the results

  • Capacity factor: compare it with the typical range shown for the selected technology. Below the range points to curtailment, outages, a weak resource or an oversized plant; above it may mean an exceptional site, or an error in the data.
  • Full-load hours carry the same information as capacity factor, preferred in Germany and in wind-industry reports.
  • Average power is useful when matching a generator to a constant load.
  • Output while available (optional) divides capacity factor by availability, separating resource and dispatch effects from downtime.

Typical values

Technology Typical capacity factor Main limiting factor
Nuclear 80–93% refuelling outages
Geothermal 70–90% constant resource
Biomass / biogas 50–85% fuel supply, dispatch
Gas combined cycle 45–65% dispatched on price
Coal 35–65% declining dispatch
Offshore wind 38–55% wind resource
Hydropower 30–60% water availability
Onshore wind 20–45% wind resource, rotor size
Concentrated solar (storage) 30–55% storage hours
Utility PV, tracking 20–32% sunlight, latitude
Utility PV, fixed 12–25% sunlight, latitude
Rooftop PV 9–20% orientation, shading
Gas/oil peakers 2–15% runs only at peaks
Battery storage 8–20% cycles × duration

Ranges combine US fleet statistics published by the EIA with global new-build averages from IRENA; individual plants and years vary widely.

Tips

  • Use consistent units. The most common error is mixing kW with MWh, which gives results 1,000 times too large or small.
  • For solar, state the basis. Capacity factors on DC (panel) capacity are 10–30% lower than on AC (inverter) capacity.
  • Compare the same years. Wind and hydro capacity factors vary ±10–15% between good and poor years.
  • Feed it into cost models. Capacity factor is the denominator of every LCOE (see the LCOE calculator) and the main output of the wind turbine and solar panel calculators.

Limitations

A capacity factor summarises output, not value: a peaker running 5% of the time can be worth more to the grid than a baseload plant. Typical ranges are broad and vary between countries, years and plant ages. The calculator does not distinguish gross from net generation or account for degradation; enter net energy delivered for the period you care about.

Method & assumptions

Capacity factor CF = E ÷ (Pnameplate × T), where E is net energy delivered in period T (hours). Energy = P × T × CF; required capacity = E ÷ (T × CF). Full-load hours = CF × T. Average power = E ÷ T. Units are converted internally to kW and kWh.

Frequently asked questions

What is capacity factor?
The ratio of the energy a power plant actually produces over a period to the energy it would produce running at full nameplate capacity the whole time. A 100 MW plant producing 350,000 MWh in a year has a capacity factor of 350,000 / (100 × 8,760) = 40%.
How do you calculate capacity factor?
Capacity factor = energy produced (MWh) ÷ (nameplate capacity (MW) × hours in the period). For a year use 8,760 hours (8,784 in a leap year). Make sure energy and capacity use matching units: kWh with kW, MWh with MW.
Which energy source has the highest capacity factor?
Nuclear power, typically above 90% in the United States and around 80% globally, followed by geothermal (70–90%) and biomass. Wind ranges from 25% to over 50% offshore, and solar PV from about 10% on rooftops to around 30% with trackers in sunny regions.
What is a good capacity factor for solar?
For utility-scale PV measured on AC capacity, 18–25% is typical; above 25% is excellent and usually requires single-axis trackers and a sunny climate. Rooftop systems typically reach 10–18% because of non-optimal orientation, shading and higher temperatures.
Is capacity factor the same as efficiency?
No. Efficiency measures how much of the input energy (fuel, sunlight, wind) is converted into electricity. Capacity factor measures how much of the time-capacity product is used. A solar plant with a 22% capacity factor is not wasting 78% of anything. The sun simply does not shine at full strength all day and night.
What are full-load hours?
The number of hours a plant would need to run at full power to produce its actual annual energy: capacity factor × 8,760. A 30% capacity factor equals about 2,630 full-load hours.
Why do gas peaker plants have such low capacity factors?
They are designed to run only during demand peaks or emergencies, sometimes just a few hundred hours a year. Their value lies in being available when needed, not in producing a lot of energy.

Sources & references

  1. US Energy Information Administration: Electric Power Monthly, Table 6.07.A/B (capacity factors by technology)
  2. IRENA: Renewable Power Generation Costs in 2023
  3. NREL Annual Technology Baseline: capacity factor assumptions by technology
  4. IAEA PRIS: Power Reactor Information System (nuclear load factors)

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