Yi Xue , Xue Li , Linchao Wang , Yong Liu , Xiaoshan Cao , Yun Zhang
{"title":"Mesoscopic damage enhancement in granite under cyclic liquid nitrogen shocks characterized by computed tomography and texture analysis","authors":"Yi Xue , Xue Li , Linchao Wang , Yong Liu , Xiaoshan Cao , Yun Zhang","doi":"10.1016/j.ijrmms.2025.106217","DOIUrl":null,"url":null,"abstract":"<div><div>This study investigates the internal damage of granite induced by liquid nitrogen (LN<sub>2</sub>) cold shock using X-ray computed tomography (CT) technology. Traditional threshold segmentation methods are subjective and may obscure subtle grayscale variations. In contrast, the Gray Level Co-occurrence Matrix (GLCM), based on second-order statistical measures of grayscale values, quantifies texture features and captures comprehensive fracture information. Uniaxial compression tests were performed on granite samples subjected to cyclic heating and LN<sub>2</sub> treatment, followed by X-ray CT scanning. Image processing techniques and GLCM were employed to extract key features from CT images. Statistical analysis was conducted to quantify the cracks and micro-damages in granite induced by LN<sub>2</sub> cold shock. The results demonstrate that cyclic LN<sub>2</sub> treatment significantly exacerbates cracking in granite, leading to an increase in the number of fracture nodes, thereby intensifying micro-damage. As the number of LN<sub>2</sub> cycles increases, the contrast value typically rises, while the energy and homogeneity values continuously decrease. The correlation values show fluctuating changes, gradually declining. Additionally, as the number of cycles increases, the range of high-frequency feature parameters gradually expands. Parameters associated with the Gaussian main peak steadily increase, and the texture distribution in the CT images becomes increasingly irregular. This work offers a framework for non-destructive quantification of cryogenic-induced rock damage by integrating X-ray CT imaging with GLCM-based texture analysis.</div></div>","PeriodicalId":54941,"journal":{"name":"International Journal of Rock Mechanics and Mining Sciences","volume":"194 ","pages":"Article 106217"},"PeriodicalIF":7.5000,"publicationDate":"2025-07-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Rock Mechanics and Mining Sciences","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1365160925001947","RegionNum":1,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, GEOLOGICAL","Score":null,"Total":0}
引用次数: 0
Abstract
This study investigates the internal damage of granite induced by liquid nitrogen (LN2) cold shock using X-ray computed tomography (CT) technology. Traditional threshold segmentation methods are subjective and may obscure subtle grayscale variations. In contrast, the Gray Level Co-occurrence Matrix (GLCM), based on second-order statistical measures of grayscale values, quantifies texture features and captures comprehensive fracture information. Uniaxial compression tests were performed on granite samples subjected to cyclic heating and LN2 treatment, followed by X-ray CT scanning. Image processing techniques and GLCM were employed to extract key features from CT images. Statistical analysis was conducted to quantify the cracks and micro-damages in granite induced by LN2 cold shock. The results demonstrate that cyclic LN2 treatment significantly exacerbates cracking in granite, leading to an increase in the number of fracture nodes, thereby intensifying micro-damage. As the number of LN2 cycles increases, the contrast value typically rises, while the energy and homogeneity values continuously decrease. The correlation values show fluctuating changes, gradually declining. Additionally, as the number of cycles increases, the range of high-frequency feature parameters gradually expands. Parameters associated with the Gaussian main peak steadily increase, and the texture distribution in the CT images becomes increasingly irregular. This work offers a framework for non-destructive quantification of cryogenic-induced rock damage by integrating X-ray CT imaging with GLCM-based texture analysis.
期刊介绍:
The International Journal of Rock Mechanics and Mining Sciences focuses on original research, new developments, site measurements, and case studies within the fields of rock mechanics and rock engineering. Serving as an international platform, it showcases high-quality papers addressing rock mechanics and the application of its principles and techniques in mining and civil engineering projects situated on or within rock masses. These projects encompass a wide range, including slopes, open-pit mines, quarries, shafts, tunnels, caverns, underground mines, metro systems, dams, hydro-electric stations, geothermal energy, petroleum engineering, and radioactive waste disposal. The journal welcomes submissions on various topics, with particular interest in theoretical advancements, analytical and numerical methods, rock testing, site investigation, and case studies.