Method for monitoring and assessing power performance changes of a wind turbine
A method for monitoring and assessing power performance changes of one or more wind turbines of a wind farm, the method comprising the steps of: for each wind turbine to be monitored, defining a group of reference wind turbines, the group of reference wind turbines comprising two or more wind turbines, operating the wind turbines of the wind farm, while obtaining locally measured wind speeds at each of the wind turbines, during a training period, obtaining the power performance data in relation to the locally measured wind speed for each of the monitored wind turbines, during the training period, for each of the monitored wind turbines, generating a wind speed transfer function establishing a relationship between the locally measured wind speeds at each of the reference wind turbines and the locally measured wind speed at the monitored wind turbine, operating the wind turbines of the wind farm, while obtaining locally measured wind speeds, at least at the reference wind turbines during one or more test periods following the training period, estimate the wind speed for the monitored wind turbines during the test periods based on the measured wind speeds at the reference wind turbines, and the transfer function generated during the training period for the monitored wind turbine, obtain, power performance data for each of the monitored wind turbines in relation to the estimated wind speed, asses power performance by comparing the power performance data obtained during the test periods with the power performance data obtained during the training period.
1. A method for monitoring and assessing power performance changes of one or more wind turbines of a wind farm, the method comprising:
for each wind turbine to be monitored, defining a group of reference wind turbines, the group of reference wind turbines comprising two or more wind turbines,
operating the wind turbines of the wind farm, while obtaining locally measured wind speeds at each of the wind turbines, during a training period,
obtaining the power performance data in relation to the locally measured wind speed for each of the monitored wind turbines, during the training period,
for each of the monitored wind turbines, generating a wind speed transfer function establishing a relationship between the locally measured wind speeds at each of the reference wind turbines and the locally measured wind speed at the monitored wind turbine, based on the locally measured wind speeds obtained during the training period,
operating the wind turbines of the wind farm, while obtaining locally measured wind speeds, at least at the reference wind turbines during one or more test periods following the training period,
estimating the wind speed for the monitored wind turbines during the test periods based on the measured wind speeds at the reference wind turbines during the test period(s), and the transfer function generated during the training period for the monitored wind turbine,
obtaining, during each of the test period(s), power performance data for each of the monitored wind turbines in relation to the estimated wind speed,
comparing, for each of the monitored wind turbines, the power performance data obtained during the test periods with the power performance data obtained during the training period, and
assessing power performance for each of the monitored wind turbines, based on the comparison.
2. A method according to claim 1 , where assessing power performance changes comprises obtaining annual energy production data for the monitored turbines in the training and test period(s) and comparing changes in annual energy production data.
3. A method according to claim 2 , wherein generating a transfer function comprises generating transfer functions for one or more wind direction sectors.
4. A method of claim 3 , further comprising determining a point in time at which a change in power performance of at least one monitored wind turbine occurred.
5. A method according to claim 4 , further comprising comparing assessed power performance changes of at least two monitored wind turbines.
6. A method according to claim 2 , further comprising comparing assessed power performance changes of at least two monitored wind turbines.
7. A method according to claim 2 , wherein generating a transfer function comprises training a learning algorithm.
8. A method according to claim 2 , wherein generating a transfer function is performed using a linear regression method.
9. A method according to claim 2 , wherein the number of monitored wind turbines is substantially equal to the number of wind turbines in the wind farm and the number of reference turbines for each monitored wind turbine is substantially equal to the number of wind turbines in the wind farm.
10. A method according to claim 2 , wherein the estimated wind speeds, obtained from locally measured wind speeds at each of the reference wind turbines and the previously generated transfer functions, are obtained using a synthesis function reducing the estimates for each reference wind turbine to a monitored wind turbine to one estimate.
11. A method according to claim 1 , wherein generating a transfer function comprises generating transfer functions for one or more wind direction sectors.
12. A method according to claim 1 , further comprising determining a point in time at which a change in power performance of at least one monitored wind turbine occurred.
13. A method according to claim 1 , further comprising comparing assessed power performance changes of at least two monitored wind turbines.
14. A method according to claim 1 , wherein generating a transfer function comprises training a learning algorithm.
15. A method according to claim 1 , wherein generating a transfer function is performed using a linear regression method.
16. A method according to claim 1 , wherein the number of monitored wind turbines is substantially equal to the number of wind turbines in the wind farm and the number of reference turbines for each monitored wind turbine is substantially equal to the number of wind turbines in the wind farm.
17. A method according to claim 1 , wherein the estimated wind speeds, obtained from locally measured wind speeds at each of the reference wind turbines and the previously generated transfer functions, are obtained using a synthesis function reducing the estimates for each reference wind turbine to a monitored wind turbine to one estimate.
18. A method for monitoring and assessing power performance changes of a plurality of wind turbines of a wind farm, the method comprising:
for each wind turbine of the plurality to be monitored, defining a group of reference wind turbines comprising two or more wind turbines of the plurality;
during a training period:
operating the plurality of wind turbines while obtaining locally measured wind speeds at each of the plurality of wind turbines,
obtaining the power performance data in relation to the locally measured wind speed for each of the monitored wind turbines, and
for each of the monitored wind turbines, generating a wind speed transfer function establishing a relationship between the locally measured wind speeds at each of the reference wind turbines and the locally measured wind speed at the respective monitored wind turbine, based on the locally measured wind speeds;
during a plurality of periods:
operating the plurality of wind turbines, while obtaining locally measured wind speeds at least at the reference wind turbines,
estimating the wind speed for the monitored wind turbines based on the locally measured wind speeds at the reference wind turbines and the transfer function, and
obtaining power performance data for each of the monitored wind turbines in relation to the estimated wind speed;
comparing, for each of the monitored wind turbines, the power performance data obtained during the plurality of test periods with the power performance data obtained during the training period; and
assessing power performance for each of the monitored wind turbines, based on the comparison.