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基于高通量 CALPHAD 的 TC4 钛合金多目标设计

宁榛 朱焱麟 吴蝶 廖哲晗 柳溢航

宁榛, 朱焱麟, 吴蝶, 廖哲晗, 柳溢航. 基于高通量 CALPHAD 的 TC4 钛合金多目标设计[J]. 钢铁钒钛, 2026, 47(3): 54-62. doi: 10.7513/j.issn.1004-7638.2026.03.006
引用本文: 宁榛, 朱焱麟, 吴蝶, 廖哲晗, 柳溢航. 基于高通量 CALPHAD 的 TC4 钛合金多目标设计[J]. 钢铁钒钛, 2026, 47(3): 54-62. doi: 10.7513/j.issn.1004-7638.2026.03.006
NING Zhen, ZHU Yanlin, WU Die, LIAO Zhehan, LIU Yihang. High-throughput CALPHAD-guided multi-objective design of TC4 titanium alloy[J]. IRON STEEL VANADIUM TITANIUM, 2026, 47(3): 54-62. doi: 10.7513/j.issn.1004-7638.2026.03.006
Citation: NING Zhen, ZHU Yanlin, WU Die, LIAO Zhehan, LIU Yihang. High-throughput CALPHAD-guided multi-objective design of TC4 titanium alloy[J]. IRON STEEL VANADIUM TITANIUM, 2026, 47(3): 54-62. doi: 10.7513/j.issn.1004-7638.2026.03.006

基于高通量 CALPHAD 的 TC4 钛合金多目标设计

doi: 10.7513/j.issn.1004-7638.2026.03.006
基金项目: 成都先进金属材料产业技术研究院股份有限公司基础项目“基于迁移学习方法的中高合金钢疲劳性能预测模型”(2023P4X1X01J)。
详细信息
    作者简介:

    宁榛,1987年出生,男,辽宁鞍山人,博士,主要从事金属热变形组织演变的研究, E-mail:zhenning410@163.com

    通讯作者:

    宁榛,1987年出生,男,辽宁鞍山人,博士,主要从事金属热变形组织演变的研究, E-mail:zhenning410@163.com

  • 中图分类号: TF823

High-throughput CALPHAD-guided multi-objective design of TC4 titanium alloy

  • 摘要: 为满足航空、深海及生物医用领域对 TC4 (Ti-6Al-4V)钛合金高强-高韧协同性能的迫切需求,基于 Thermo-Calc/TC-Python 搭建高通量 CALPHAD 计算工作流,对 6241 组候选成分进行相平衡、固溶度及力学性能的快速筛选,并以“屈服强度 > 950 MPa、Laves 相起始温度 < 850 K、Ti3Al 相起始温度 < 800 K”为约束条件。结果显示:Al 含量是提高 α 相体积分数及固溶强化的主导因素;V和Fe作为β稳定元素可显著调控α/β相比例;O虽可显著贡献固溶强化,但因增强V在β相中的固溶度而间接降低α体积分数;综合多目标约束后,由w(Al)=5.8%~6.3%、w(V)=3.6%~4.2%、w(Fe)≤ 0.18%、w(O)= 0.09%~0.15%构成的成分窗口在保障强度的同时有效抑制了脆性相析出。与传统经验设计相比,该数值策略将候选成分空间压缩至不足 2%,显著降低试验试错成本,并为后续强度-韧性-可加工性多目标优化奠定数据基础。
  • 图  1  钛合金中各种强化机制贡献度的比较

    Figure  1.  Comparison of the contribution degrees of various strengthening mechanisms in titanium alloys

    图  2  TC4钛合金中各相摩尔分数随温度的变化

    Figure  2.  Variation of molar phase fractions with temperature in TC4 titanium alloy

    图  3  Thermo-Calc高通量筛选流程

    Figure  3.  High-throughput screening workflow of Thermo-Calc

    图  4  不同Fe元素含量下合金元素含量对 TC4 钛合金α相体积分数的影响

    Figure  4.  Effects of alloying element contents on volume fraction of α phase in TC4 titanium alloy with different Fe contents

    (a) w(Fe)=0; (b) w(Fe)=0.05%;(c) w(Fe)=0.1%;(d) w(Fe)=0.15%;(e) w(Fe)=0.2%;(f) w(Fe)=0.25%

    图  5  不同Fe元素含量下合金元素含量对 TC4 钛合金β相体积分数的影响

    Figure  5.  Effects of alloying element contents on volume fraction of β phase in TC4 titanium alloy with different Fe contents

    (a) w(Fe)=0;(b) w(Fe)=0.05%; (c) w(Fe)=0.1%; (d) w(Fe)=0.15%; (e) w(Fe)=0.2%; (f) w(Fe)=0.25%

    图  6  固定Al质量分数(6.5%)时V、Fe、O含量对Al在α相中含量的影响

    Figure  6.  Effect of V, Fe, and O contents on Al content in α-phase at a fixed Al mass fraction of 6.5%

    图  7  固定O质量分数(0.15%)时Al、V、Fe含量对O在α相中含量的影响

    Figure  7.  Effect of Al, V, and Fe contents on the O content in the α-phase at a fixed O mass fraction of 0.15%

    图  8  固定V质量分数(4.4%)时Al、Fe、O含量对V元素在β相中含量的影响

    Figure  8.  Effect of Al, Fe, and O contents on V content in β-phase at a fixed V mass fraction of 4.4%

    图  9  固定Fe质量分数(0.25%)时Al、V、O含量对Fe在β相中含量的影响

    Figure  9.  Effect of Al, V, and O contents on Fe content in β-phase at a fixed Fe mass fraction of 0.25%

    图  10  不同Fe元素含量下成分对屈服强度的影响

    Figure  10.  Effects of alloy composition on yield strength with different Fe contents

    (a) w(Fe)=0; (b) w(Fe)=0.05%;(c) w(Fe)=0.1%; (d) w(Fe)=0.15%; (e) w(Fe)=0.2%;(f) w(Fe)=0.25%

    图  11  不同Fe元素含量下成分对Laves相开始析出温度的影响

    Figure  11.  Effects of alloy composition on initial precipitation temperature of Laves phase with different Fe contents

    (a) w(Fe)=0; (b) w(Fe)=0.05%; (c) w(Fe)=0.1%;(d) w(Fe)=0.15%;(e) w(Fe)=0.2%; (f) w(Fe)=0.25%

    图  12  不同氧元素含量下成分对Ti3Al相开始析出温度的影响

    Figure  12.  Effects of alloy composition on initial precipitation temperature of Ti3Al phase with different O contents

    (a) w(O)=0;(b) w(O)=0.03%; (c) w(O)=0.06%; (d) w(O)=0.09%;(e) w(O)=0.12%; (f)w(O)=0.15%;(g) w(O)=0.18%;(h) w(O)=0.21%

    图  13  不同O含量下TC4钛合金成分多目标筛选可行区及试验验证样品位置

    (绿色区域为满足筛选条件的可行区;黑点为试验验证样品S1~S3。)

    Figure  13.  Feasible composition regions for multi-objective screening of TC4 titanium alloy with different O contents and locations of experimentally verified samples

    (a) w(O)=0.09%;(b) w(O)=0.12%; (c) w(O)=0.15%;(d) w(O)=0.18%;(e) w(O)=0.21%

    表  1  双相钛合金主要强化机制和计算公式

    Table  1.   Primary strengthening mechanisms and calculation formulas for dual-phase titanium alloys

    Strengthening mechanism Formula
    Intrinsic strengthening of α and β phases $ \left(89\times F_{V}^{\alpha }\right)+\left(45\times F_{V}^{\beta }\right) $
    Solid-solution strengthening of α phase $ F_{V}^{\alpha }\times \left(149.5\times {C}_{\text{Al}}{}^{0.667}+{745}^{}\times C_{\text{O}}^{}{}^{0.667}\right) $
    Solid-solution strengthening of β phase $ F_{V}^{\beta }\times {\left({\left(34\times {C}_{\text{V}}{}^{0.765}\right)}^{0.5}+{\left({245}^{}\times {C}_{\text{Fe}}{}^{0.765}\right)}^{0.5}\right)}^{2.15} $
    Hall-Petch strengthening of equiaxed α phase $ 110\times {F}_{V}{}^{\text{equiaxed}\_ \alpha }\times {\text{Equiaxed}}_{\text{size}}{}^{-0.5} $
    Hall-Petch strengthening of lamellar α phase $ \left(1-F_V^{\text{equiaxed}\_\alpha}\right)\times\dfrac{\mathrm{Colony}}{100}\times180\times LW^{-0.13}\times\text{R}T^{0.13} $
    Strengthening from basket-weave microstructure $ \left(1-F_V^{\text{equiaxed}\_{\alpha}}\right)\times\dfrac{100-\mathrm{Colony}}{100}\times0.2\times SSS $
    下载: 导出CSV

    表  2  TC4钛合金的标准成分和计算选择的成分

    Table  2.   Standard composition and selected computational compositions of TC4 titanium alloy %

    Element Ti Al V Fe O
    Standard composition Bal. 5.5~6.75 3.5~4.5 0.0~0.3 0.0~0.21
    Computational step Bal. Δ=0.1 Δ=0.1 Δ=0.05 Δ=0.03
    下载: 导出CSV
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  • 收稿日期:  2025-10-13
  • 录用日期:  2026-02-09
  • 修回日期:  2025-12-30
  • 刊出日期:  2026-06-29

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