蒸发器小管嘴回火焊道修复组织与性能预测系统开发及应用

Development and application of a microstructure and properties prediction system for temper bead welding repair of evaporator small nozzle

  • 摘要:
    目的 为准确预测蒸发器小管嘴回火焊道修复后的组织与性能,辅助其修复工艺制定,
    方法 基于Abaqus软件,通过Python编程,开发了一款通用的回火焊道数据处理及预测可视化系统插件,该插件不仅能够方便构建和管理回火焊道组织与性能神经网络预测模型,而且能够在回火焊道温度场仿真基础上,对回火焊道的组织与性能进行预测。针对18MnD5低合金钢,通过开展堆焊试验并结合数值仿真,建立回火焊道组织与硬度数据集,应用上述插件通过样本训练构建了回火焊道组织与硬度神经网络预测模型,预测了单层多道堆焊的温度场、组织与硬度,并通过堆焊试验验证了预测结果的准确性。
    结果 对比结果显示,模拟熔池形貌与焊缝截面宏观形貌吻合较好,组织和硬度预测结果与堆焊试验结果均吻合较好,说明该回火焊道数据处理及预测系统具有较高的准确性,可用于回火焊道组织与性能预测。应用插件进一步对某蒸发器小管嘴的挖补修复过程进行了模拟仿真和组织与硬度预测,并分析层间打磨对回火焊道组织与性能的影响,
    结论 本研究成果对蒸发器小管嘴修复工艺的制定具有重要的指导意义。

     

    Abstract: Objective In accurately predicting the microstructure and properties of evaporator small nozzle after temper bead welding repair and assist in formulating the repair processes. Methods A general-purpose plug-in for temper bead welding data processing and prediction visualization was developed through Python programming based on Abaqus software. The plug-in not only simplifies the construction and management of neural network prediction models for the microstructure and properties of temper bead welding, but also enables the prediction of their microstructure and properties based on the temperature field simulation results of the temper bead welding process. Results The comparison results show that the simulated molten pool morphology is in good agreement with the macroscopic morphology of the weld cross-section. The prediction results of microstructure and hardness are in good agreement with the results of the surfacing experiment. This indicates that the temper bead welding data processing and prediction system has high accuracy and can be used for predicting the microstructure and properties of temper bead welding. The plug-in was further applied to simulate the excavation-repair process and predict the microstructure and hardness of evaporator small nozzle. The effect of interlayer grinding on the microstructure and properties of temper bead welding was analyzed. Conclusion The research results have important guiding significance for formulating the repair process of evaporator small nozzle.

     

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