Is it possible to develop a data driven model to improve the productivity of a wind turbine or a wind farm?
Any good papers / ideas are welcome.
Thanks.
Whatever values you have on SCADA come from a memory location in the PLC, you can use the data directly from there.
The SCADA can be used to optimize the performance of wind turbine. SCADA can detect, monitor and analyze the alarms.
The SCADA can monitor the following Wind Turbine alarms:
Based upon the analysis of alarms, it can control the parameters for optimum performance.
It depends. Had a similar challenge using "SCADA-type" data to extend the performance of a network of systems used to test a fuel system. All of your SCADA data will only be useful, if they can be used to synthesize the optimum operating conditions JUST-IN-TIME for your controller (?) that oversees the wind turbine operation. So the first question is whether the optimization is in real-time or over a period of time (i.e. optimize offline, then deploy reconfiguration later)? If the former, then understanding the time that computation must be performed and it's output fedback to the controller is critical. In particular getting all the data you need at half the time the optimization params need to be fedback. Otherwise, performance will lag considerably.
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