孟志军,胡茂良,牛连杰,等.基于多元非线性回归分析的Cu-Ag合金偏析预测模型研究[J].精密成形工程,2018,10(5):137-142.
MENG Zhi-jun,HU Mao-liang,NIU Lian-jie,et al.Macro-Segregation Prediction Model of Cu-Ag Alloy Based on Multivariate Nonlinear Regression Analysis[J].Journal of Netshape Forming Engineering,2018,10(5):137-142. |
| 基于多元非线性回归分析的Cu-Ag合金偏析预测模型研究 |
| Macro-Segregation Prediction Model of Cu-Ag Alloy Based on Multivariate Nonlinear Regression Analysis |
| 投稿时间：2018-07-11 修订日期：2018-09-10 |
| DOI：10.3969/j.issn.1674-6457.2018.05.023 |
| 中文关键词: 多元非线性回归 Cu-Ag合金 宏观偏析 预测模型 |
| 英文关键词: multivariate nonlinear regression Cu-Ag alloy macro-segregation prediction model |
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| 中文摘要: |
| 目的 研究Cu-Ag合金金属型铸造过程中，铸造工艺对宏观偏析的影响规律。方法 通过数值模拟技术和实际浇注试验，对Cu-Ag二元合金金属型铸造过程中的宏观偏析缺陷进行分析，研究主要凝固参数，即冷却速率和温度梯度对宏观偏析程度的影响规律。在此基础上，利用多元非线性回归分析方法对所获得数据进行分析，明确主要凝固参数与宏观偏析程度之间的定量关系，建立Cu-Ag合金金属型铸造过程中的宏观偏析预测模型。结果 采用研究获得的最佳浇注工艺方案，即浇注温度为1100 ℃、浇注时间为120 s、铸型温度200 ℃、涂料厚度为1.5 mm进行实际浇注，所获得铸件中的宏观偏析缺陷得到了明显的改善。结论 降低浇注速度可以有效提高冷却速度和温度梯度，从而有效减小宏观偏析的倾向。 |
| 英文摘要: |
| The paper aims to obtain effects of casting process on formation of macro-segregation in Cu-Ag alloy metal mold casting. Numerical simulation and actual casting test were carried out to investigate macro-segregation of Cu-Ag binary alloy fabricated by metal mold casting. Effects of main solidification parameters, such as cooling rate and temperature gradient on the macro-segregation, were investigated. Multivariate nonlinear regression analysis method was used to analyze the data obtained by simulation. Then the quantitative relationship between the degree of macro-segregation and the main parameters of solidification has been cleared. The forecasting model for macro-segregation in Cu-Ag alloy casted by mold casting was established. The best pouring process was obtained, such as pouring temperature of 1100 ℃, pouring time of 120 s, mould temperature of 200 ℃, coating thickness of 1.5 mm, which greatly relieve macro-segregation defects in castings. The cooling rate and the temperature gradient can be improved effectively by reducing the casting speed, and therefore reduce the tendency of macro-segregation. |
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