The invention belongs to the technical field of compound screening, and provides a method for rapidly screening
mass spectrum positive signals of organophosphorus ester compounds, which comprises the following steps of: performing binary coding on OPEs compounds and non-OPEs compounds to establish a
mass spectrum
database, training a
machine learning model by using a
data set in the
mass spectrum
database, and screening the
mass spectrum positive signals of the organophosphorus ester compounds to obtain the
mass spectrum positive signals of the organophosphorus ester compounds. And after training is completed, the
machine learning model is used for predicting a
mass spectrum to be detected, and screening of the
organophosphate compounds is completed. According to the method, manual mass spectrum comparison is not needed, the screening flux is improved, a foundation is laid for standardized application of the screening process, and the screening efficiency is improved; in the screening process of an actual sample, the screening efficiency is improved from the original hour level to the minute level, and the purpose of rapidly screening the
organophosphate compounds is achieved.