Create a Power Curve From Scratch¶

Workflow:

1. Import required packages
2. Create powercurve with user defined capacity factors
3. Load a real turbine's power curve

In [1]:

import reskit as rk

import reskit as rk

In [2]:

# - Windspeeds given in m/s
# - Capacty factors given from 0 (no generation) to 1 (100% generation)

pc = rk.wind.PowerCurve(
    wind_speed=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25],
    capacity_factor=[
        0,
        0,
        0.06,
        0.16,
        0.3,
        0.6,
        0.75,
        0.85,
        0.91,
        0.95,
        0.975,
        0.99,
        1.0,
        1.0,
    ],
)

# plot power curve
pc

# - Windspeeds given in m/s # - Capacty factors given from 0 (no generation) to 1 (100% generation) pc = rk.wind.PowerCurve( wind_speed=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 25], capacity_factor=[ 0, 0, 0.06, 0.16, 0.3, 0.6, 0.75, 0.85, 0.91, 0.95, 0.975, 0.99, 1.0, 1.0, ], ) # plot power curve pc

Out[2]:

Load a real turbine's power curve¶

In [3]:

# Consult the Turbine Library
rk.wind.TurbineLibrary().head()

# Consult the Turbine Library rk.wind.TurbineLibrary().head()

Out[3]:

	Manufacturer	Capacity	Usage	Hub_Height	Rotordiameter	Source	PowerCurve
Model
V112-3300	Vestas	3300.0	Onshore	[84.0, 94.0, 119.0, 140.0]	112.0	https://en.wind-turbine-models.com/turbines/69...	2.00 - 0.00\n 3.00 - 0.01\n 3.50 - 0.02\n ...
HW3_S2500_97	HEAG	2500.0	Onshore	[70.0, 80.0]	97.0	NaN	1.00 - 0.00\n 2.00 - 0.00\n 3.00 - 0.00\n ...
MM100	Senvion	2000.0	Onshore	[76.5, 80.0, 100.0]	100.0	https://en.wind-turbine-models.com/turbines/89...	1.00 - 0.00\n 2.00 - 0.00\n 3.00 - 0.01\n ...
N100_Delta	Nordex	3300.0	Onshore	[75.0, 85.0, 100.0]	99.8	NaN	3.00 - 0.00\n 3.50 - 0.00\n 4.00 - 0.02\n ...
V136-3450	Vestas	3450.0	Onshore	[82.0, 112.0, 132.0, 149.0]	136.0	https://en.wind-turbine-models.com/turbines/12...	2.50 - 0.00\n 3.00 - 0.01\n 3.50 - 0.03\n ...

In [4]:

# See specific Turbine Information
rk.wind.TurbineLibrary().loc["E115_3200"]

# See specific Turbine Information rk.wind.TurbineLibrary().loc["E115_3200"]

Out[4]:

Manufacturer                                               Enercon
Capacity                                                    3200.0
Usage                                                      Onshore
Hub_Height                             [92.0, 122.0, 135.0, 149.0]
Rotordiameter                                                115.7
Source                                                         NaN
PowerCurve         1.00 - 0.00\n  2.00 - 0.00\n  3.00 - 0.02\n ...
Name: E115_3200, dtype: object

In [5]:

# Retrieve the power curve
pc = rk.wind.TurbineLibrary().loc["E115_3200"].PowerCurve

pc

# Retrieve the power curve pc = rk.wind.TurbineLibrary().loc["E115_3200"].PowerCurve pc

Out[5]:

Access Power Curve¶

In [6]:

# Direct access to the power curve's capacity factor values
#  - used 'pc.wind_speed' for wind speed values
#  - used 'pc.capacity_factor' for capacity factor values

for i, ws, cf in zip(range(10), pc.wind_speed, pc.capacity_factor):
    print("The capacity factor at {:.1f} m/s is {:.3f}".format(ws, cf))
print("...")

# Direct access to the power curve's capacity factor values # - used 'pc.wind_speed' for wind speed values # - used 'pc.capacity_factor' for capacity factor values for i, ws, cf in zip(range(10), pc.wind_speed, pc.capacity_factor): print("The capacity factor at {:.1f} m/s is {:.3f}".format(ws, cf)) print("...")

The capacity factor at 1.0 m/s is 0.000
The capacity factor at 2.0 m/s is 0.001
The capacity factor at 3.0 m/s is 0.015
The capacity factor at 4.0 m/s is 0.048
The capacity factor at 5.0 m/s is 0.106
The capacity factor at 6.0 m/s is 0.196
The capacity factor at 7.0 m/s is 0.312
The capacity factor at 8.0 m/s is 0.469
The capacity factor at 9.0 m/s is 0.653
The capacity factor at 10.0 m/s is 0.819
...