Microalloyed steel mechanical property prediction method based on global additive model
A technology of alloy steel mechanics and micro-alloy steel, which is applied in metal rolling, dynamic trees, instruments, etc., can solve the problems of inability to guarantee extrapolation ability, inconvenient research on the influence of composition, and high accuracy of training samples
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[0072] The following takes hot rolling Nb-containing microalloy steel as an example to carry out mechanical property prediction modeling.
[0073] Such as figure 1 , figure 2 and image 3 As shown, step A: Determine the influencing factors of the mechanical property prediction model of the microalloyed steel, and proceed to step B.
[0074] Conduct industrial big data analysis on mechanical property prediction process parameters to find suitable influencing factors. Due to the diversity and complexity of the influencing factors, the process of finding the influencing factors is a process of repeated correction. Through analysis methods such as random forest and Bayesian method, combined with metallurgical mechanism and prior knowledge, the chemical components such as carbon, silicon, manganese, phosphorus and niobium in strip steel, as well as the furnace temperature TF, rough rolling temperature TR, finishing temperature, etc., were selected. The rolling process paramete...
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