Mirtunjay Kumar , Harish Ranot , Tafzeelul Kamal , Nilesh P. Gurao , Anish Upadhyaya
{"title":"用图像处理技术自动定量烧结重钨合金的二面角","authors":"Mirtunjay Kumar , Harish Ranot , Tafzeelul Kamal , Nilesh P. Gurao , Anish Upadhyaya","doi":"10.1016/j.ijrmhm.2025.107467","DOIUrl":null,"url":null,"abstract":"<div><div>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 W<img>Ni<img>Fe 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.</div></div>","PeriodicalId":14216,"journal":{"name":"International Journal of Refractory Metals & Hard Materials","volume":"134 ","pages":"Article 107467"},"PeriodicalIF":4.6000,"publicationDate":"2025-10-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Automated quantification of dihedral angles in sintered tungsten heavy alloys using image processing\",\"authors\":\"Mirtunjay Kumar , Harish Ranot , Tafzeelul Kamal , Nilesh P. Gurao , Anish Upadhyaya\",\"doi\":\"10.1016/j.ijrmhm.2025.107467\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>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 W<img>Ni<img>Fe 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.</div></div>\",\"PeriodicalId\":14216,\"journal\":{\"name\":\"International Journal of Refractory Metals & Hard Materials\",\"volume\":\"134 \",\"pages\":\"Article 107467\"},\"PeriodicalIF\":4.6000,\"publicationDate\":\"2025-10-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"International Journal of Refractory Metals & Hard Materials\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0263436825004329\",\"RegionNum\":2,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Refractory Metals & Hard Materials","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0263436825004329","RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
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.
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.