The invention discloses a thermal power
generating unit operation optimization method and
system based on energy efficiency optimization, and the method comprises the steps: obtaining the operation data of a thermal power
generating unit in real time, screening the operation data of an energy efficiency index of the thermal power
generating unit under a steady-state working condition, and obtaining a
data set; dividing the operation condition of the thermal power generating unit, dividing the
data set under the steady-state condition into corresponding data subsets, and endowing the energy efficiency index with a corresponding
weight value in each data subset according to the energy efficiency; training a weighted
support vector machine model by using the data subset, and performing parameter optimization according to the
weight value of the energy efficiency index in the training process; and inputting the new data subset into the trained weighted
support vector machine model to obtain an optimal value of the energy efficiency index under the corresponding working condition, performing real-time evaluation on the energy efficiency index by taking the optimal value of the energy efficiency index as a reference, and adjusting operation of the thermal power generating unit according to an
evaluation result. According to the method, the accurate optimal energy efficiency value of the thermal power generating unit can be obtained, and operation optimization of the thermal power generating unit is achieved accordingly.