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粉末冶金是实现金属构件高性能近净成形的重要技术，其应用范围涵盖航空航天、生物医疗、汽车制造等高端领域。然而，粉末冶金涉及的材料体系复杂、工艺参数众多，材料成分—工艺—组织—性能之间的关系呈现典型的高维非线性特征，传统的试错法研发模式效率低下且难以实现工艺窗口的精准控制。机器学习作为人工智能的核心技术，为粉末冶金领域的成分设计、过程控制和性能预测提供了数据驱动的新范式。本文系统综述了机器学习在粉末冶金中的应用研究进展，从粉末原材料表征、成形过程建模与优化、构件质量预测与控制三个维度梳理了典型应用场景，分析了监督学习、无监督学习、深度学习等算法在其中的适用性与优势，深入讨论了数据稀疏性、模型可解释性、跨场景泛化能力等当前面临的挑战，并展望了物理信息机器学习、多目标优化、数字孪生等未来发展方向。研究表明，机器学习能够有效挖掘粉末冶金过程中的高维非线性关系，与粉末冶金知识的深度融合将是推动该领域智能化发展的关键路径。

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王亚斌，工学硕士，西北稀有金属材料研究院宁夏有限公司工程师。2017-2024本硕就读于福州大学，承担参与省部级以上项目2项，授权公开专利4项，发表学术论文（SCI）2篇。从事稀有金属材料粉末冶金技术研究。

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王亚斌，工学硕士，西北稀有金属材料研究院宁夏有限公司工程师。2017-2024本硕就读于福州大学，承担参与省部级以上项目2项，授权公开专利4项，发表学术论文（SCI）2篇。从事稀有金属材料粉末冶金技术研究。

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谢垚，工学博士，任西北稀有金属材料研究院宁夏有限公司铍材研究所所长。2014年硕士毕业于太原理工大学（清华联合培养），2024年华中科技大学在职博士毕业。主持参与省部级以上科研项目10余项，授权专利9项，参与国家标准《铍铝合金金相组织检验方法》编制。石嘴山市青年联合会第六届委员会委员。

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谢垚，工学博士，任西北稀有金属材料研究院宁夏有限公司铍材研究所所长。2014年硕士毕业于太原理工大学（清华联合培养），2024年华中科技大学在职博士毕业。主持参与省部级以上科研项目10余项，授权专利9项，参与国家标准《铍铝合金金相组织检验方法》编制。石嘴山市青年联合会第六届委员会委员。

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李志年，工学学士，中色（宁夏）东方集团高级工程师、集团级专家，享受国务院津贴专家。2000年学士毕业于兰州大学，长期从事铍及铍合金研究，主持参与国防军工及省部级项目10余项，获省部级/行业奖10多项，授权发明专利20余件，发表学术论文10余篇。成果用于航天航空、核工业领域。

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李志年，工学学士，中色（宁夏）东方集团高级工程师、集团级专家，享受国务院津贴专家。2000年学士毕业于兰州大学，长期从事铍及铍合金研究，主持参与国防军工及省部级项目10余项，获省部级/行业奖10多项，授权发明专利20余件，发表学术论文10余篇。成果用于航天航空、核工业领域。

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