Method for constructing deep learning based prediction model of cement clinker performance and use thereof

(22) 26.04.2024

(43) 29.01.2025

(57) A method for constructing a deep learning based prediction model of cement clinker performance, including: S1: data collection: collecting XRD diffraction data of a large number of cement clinker samples, the data including scanning angles and corresponding peak intensities, and collecting strengths of the cement clinker samples; S2: data pretreatment: normalizing the XRD diffraction data and convert the data into a two-dimensional matrix form; and S3: model construction: learning and training composition and strength performance data of converted samples using a deep neural network model, and calculating weight of features through vector multiplication to construct a cement performance prediction model.

(71) China Building Materials Academy Co., Ltd. (CN), China National Building Material Group Co., Ltd. (CN)