The invention relates to the technical field of converter
smelting, and discloses a
silicon-
manganese alloy dynamic regulation and control method and
system in a converter direct feeding process and a storage medium. The method comprises the following steps: acquiring molten iron components, temperature and furnace gas data, carrying out
timestamp alignment and Kalman filtering to obtain synchronized
smelting state data, substituting the
silicon-
manganese concentration, the temperature and the
iron oxide content in
slag into a
rate equation, and carrying out numerical integration to obtain a dynamic oxidation loss curve; adjusting
oxygen supply and slagging in the early stage of blowing according to the curve, monitoring the carbon-
oxygen product in the middle stage, calculating the remaining
decarburization time, determining an
alloy adding time window, collecting parameters at the moment, inputting the parameters into the long-short-
term memory neural network, predicting the yield, and inversely calculating the total
alloy demand; and measuring the actual
silicon-
manganese content during tapping, calculating the comprehensive deviation ratio, and adding alloy in batches to obtain a target end-point component. The problems of inaccurate oxidation loss prediction, extensive yield
estimation and lack of a dynamic feedback adjustment mechanism in the prior art are solved.