用图像处理技术自动定量烧结重钨合金的二面角

IF 4.6 2区 材料科学 Q2 MATERIALS SCIENCE, MULTIDISCIPLINARY
Mirtunjay Kumar , Harish Ranot , Tafzeelul Kamal , Nilesh P. Gurao , Anish Upadhyaya
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引用次数: 0

摘要

二面角对液相烧结重钨合金的显微组织和力学性能起着至关重要的作用。它是晶粒结合处界面能平衡的直接影响,直接影响致密化、晶粒连通性和形状稳定性。然而,传统的测量这些角度的方法——通常是通过手动检查扫描电子显微照片——是耗时的,主观的,并且不适合分析大型数据集。在这项工作中,我们提出了在Wolfram Mathematica中开发的一种全自动和一致的方法,用于测量WHA微结构中的二面角。该方法通过图像预处理、降噪和形态学操作来清晰地识别晶界。我们使用基于图的表示来检测颗粒结点,并应用基于曲率的角检测和线拟合来高精度地估计角度。这种方法消除了用户偏差,提高了再现性,并允许在一次运行中分析数百个颗粒结。我们已将这一框架应用于基于WNiFe的世界卫生组织系统的显微照片,并确认结果符合预期趋势。提出的技术使液相烧结合金的大规模研究变得更加容易,帮助研究人员以更数据驱动的方式了解加工、微观结构和性能之间的联系。在可靠性至关重要的应用中,如国防、航空航天和核工业,它特别有用,在这些应用中,精心设计的微观结构可以发挥重要作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Automated quantification of dihedral angles in sintered tungsten heavy alloys using image processing
The dihedral angle plays a critical role in determining the microstructure and mechanical behavior of tungsten heavy alloys (WHAs) made through liquid-phase sintering (LPS). It is a direct effect of the balance of interfacial energies at grain junctions and directly influences densification, grain connectivity, and shape stability. However, conventional ways of measuring these angles — usually by manually inspecting scanning electron micrographs — are time-consuming, subjective, and not suitable for analyzing large datasets. In this work, we present a fully automated and consistent method developed in Wolfram Mathematica for measuring dihedral angles in WHA microstructures. The method uses image preprocessing, noise reduction, and morphological operations to clearly identify grain boundaries. Using a graph-based representation, we detect grain junctions and apply curvature-based corner detection and line fitting to estimate the angles with high precision. This approach removes user bias, improves the reproducibility, and allows the analysis of hundreds of grain junctions in a single run. We have applied this framework to micrographs from WNiFe based WHA systems and confirmed that the results match expected trends. The proposed technique makes it easier to carry out large-scale studies on liquid phase sintered alloys, helping researchers understand the links between processing, microstructure, and properties in a more data-driven manner. It is particularly useful in applications where reliability is critical — such as defence, aerospace, and nuclear industries — where a well-engineered microstructure can make all the difference.
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来源期刊
CiteScore
7.00
自引率
13.90%
发文量
236
审稿时长
35 days
期刊介绍: The International Journal of Refractory Metals and Hard Materials (IJRMHM) publishes original research articles concerned with all aspects of refractory metals and hard materials. Refractory metals are defined as metals with melting points higher than 1800 °C. These are tungsten, molybdenum, chromium, tantalum, niobium, hafnium, and rhenium, as well as many compounds and alloys based thereupon. Hard materials that are included in the scope of this journal are defined as materials with hardness values higher than 1000 kg/mm2, primarily intended for applications as manufacturing tools or wear resistant components in mechanical systems. Thus they encompass carbides, nitrides and borides of metals, and related compounds. A special focus of this journal is put on the family of hardmetals, which is also known as cemented tungsten carbide, and cermets which are based on titanium carbide and carbonitrides with or without a metal binder. Ceramics and superhard materials including diamond and cubic boron nitride may also be accepted provided the subject material is presented as hard materials as defined above.
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