A Method for Constructing a Grain Evolution Model of the Entire Hot Manufacturing Process of Nuclear Power Steel Based on High-Throughput Characterization and Data-Driven Approach
By employing high-throughput characterization and data-driven methods, combined with the finite element method, a full-process grain evolution model for the hot manufacturing of nuclear power steel is constructed. This solves the problem of insufficient accuracy in existing grain evolution models, achieves comprehensive consideration of the influence of multiple processes, improves the accuracy and practicality of the model, provides an active control strategy for abnormal grains, and enhances the safety and reliability of nuclear power equipment.
Patent Information
- Application Number
- CN202411915135.0
- Authority / Receiving Office
- CN · China
- Patent Type
- Patents(China)
- Current Assignee / Owner
- Filing Date
- 2024-12-24
- Publication Date
- 2025-10-31
- Estimated Expiration
- 2044-12-24
AI Technical Summary
Existing technologies cannot fully consider the coupling effect of thermal deformation and heat treatment processes, and lack comprehensive analysis of grain topology parameters and micro-region energy parameters, resulting in insufficient accuracy of grain evolution models and difficulty in reflecting the complexity of actual production.
Using high-throughput characterization and data-driven methods, we designed high-throughput grain configuration samples for global microstructure characterization, constructed a full-process grain evolution model for the hot manufacturing of nuclear power steel, and combined rigid-visco-plastic finite element method and crystal plastic finite element method to perform cross-scale multi-physics modeling, and established a data-driven model to predict grain configuration relationships.
It achieves comprehensive consideration of the impact of multiple processes, improves the accuracy and practicality of the grain evolution model, provides accurate quantitative prediction and active control of abnormal grains for the thermal manufacturing process of nuclear power steel, breaks through the process control bottleneck of grain size and uniformity, and improves the safety and reliability of nuclear power equipment.