| CPC H02J 3/32 (2013.01) [F03D 7/048 (2013.01); H02J 3/003 (2020.01); H02J 3/381 (2013.01); H02J 2300/28 (2020.01)] | 20 Claims |

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1. A method of controlling a wind power plant including an energy storage device, the wind power plant being connected to a power grid and comprising one or more wind turbine generators that produce electrical power for delivery to the power grid, the method comprising:
processing grid data related to the power grid to determine a probability forecast for a future state of the power grid, wherein the probability forecast for the future state of the power grid provides an indication of relative probabilities of a range of future grid events possibly occurring on the power grid over a time window, wherein the range of future grid events includes: i) fault events resulting from under voltage or frequency on the power grid; and ii) at least one of the following grid events: changes in power consumption by loads connected to the power grid; adding new loads to the power grid; and real-time electricity price fluctuations associated with the power grid; and
controlling charging and discharging of the energy storage device in accordance with the probability forecast.
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