Virtual power plant operation optimization method, apparatus and device, and readable storage medium

The invention discloses a virtual power plant operation optimization method, device and equipment and a storage medium, and the method comprises the steps: employing a sampling method based on Latin hypercube, carrying out the sampling of a wind power generation data set, a photovoltaic power generation data set and a market price data set with uncertainty, and generating a wind-solar output scene set facing the operation optimization of a virtual power plant; carrying out scene reduction on the wind and light output scene set by adopting a preset K-medoids clustering algorithm to obtain a reduced scene set; and constructing a virtual power plant optimal operation optimization model considering the climbing product based on the reduced scene set. According to the method, multiple uncertainties in the operation process of the virtual power plant are considered, the Latin hypercube has good sampling precision and efficiency, the number of scenes can be effectively reduced by using an improved K-medoids clusteri