Dawei Liu, Yu Xiao, Yeqi Liu, Juntao He, Kun Liu, Deping Yu, Liyun Liu, Yiwen Chen, Xiufang Gong, Jinwei Liu
Efficient, nondestructive, and cost-effective detection of the hollow ratio in ceramic powder remains an urgent technical challenge in the industrial field. In this study, a novel image recognition-based method for detecting the hollow ratio of ceramic powder was proposed. Using 8 mol% yttrium-stabilized zirconia powder as the research subject, a mapping relationship between the physical structure of hollow particles and their optical imaging characteristics was established. By conducting targeted image enhancement on the characteristics of ceramic particles, a high-resolution image annotation dataset was constructed, and the detection performance of the YOLOv5s, YOLOv8s, YOLOv9s, and YOLOv11s models was systematically compared. The results indicate that the YOLOv11s model demonstrates superior overall detection performance. Building upon this finding and integrating the OpenCV scale calibration algorithm, automatic statistical analysis of particle size distribution (D10, D50, D90) and hollow ratio was achieved, significantly enhancing both efficiency and accuracy. This study highlights the promising application potential of the proposed method in the field of powder metallurgy.
{"title":"Image recognition-driven efficient detection method for ceramic powder hollow ratio: Optical mapping and deep learning","authors":"Dawei Liu, Yu Xiao, Yeqi Liu, Juntao He, Kun Liu, Deping Yu, Liyun Liu, Yiwen Chen, Xiufang Gong, Jinwei Liu","doi":"10.1111/ijac.70122","DOIUrl":"https://doi.org/10.1111/ijac.70122","url":null,"abstract":"<p>Efficient, nondestructive, and cost-effective detection of the hollow ratio in ceramic powder remains an urgent technical challenge in the industrial field. In this study, a novel image recognition-based method for detecting the hollow ratio of ceramic powder was proposed. Using 8 mol% yttrium-stabilized zirconia powder as the research subject, a mapping relationship between the physical structure of hollow particles and their optical imaging characteristics was established. By conducting targeted image enhancement on the characteristics of ceramic particles, a high-resolution image annotation dataset was constructed, and the detection performance of the YOLOv5s, YOLOv8s, YOLOv9s, and YOLOv11s models was systematically compared. The results indicate that the YOLOv11s model demonstrates superior overall detection performance. Building upon this finding and integrating the OpenCV scale calibration algorithm, automatic statistical analysis of particle size distribution (D10, D50, D90) and hollow ratio was achieved, significantly enhancing both efficiency and accuracy. This study highlights the promising application potential of the proposed method in the field of powder metallurgy.</p>","PeriodicalId":13903,"journal":{"name":"International Journal of Applied Ceramic Technology","volume":"23 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145686351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Ana Gabriela da Silva Costa, Iranilma Maciel Nascimento, Gelmires de Araújo Neves, Bráulio Silva Barros, Hélio L. Lira, Romualdo R. Menezes, Lisiane Navarro de Lima Santana
Cariri Stone is a type of limestone extensively quarried in the region of Cariri, Ceará (Brazil). However, its extraction process generates large volumes of waste—up to 70% of the total extracted material—which is often disposed of improperly, resulting in significant environmental impacts. This study explored the technical feasibility of incorporating Cariri stone waste (CSW) as an alternative raw material in porous ceramic formulations based on kaolin and alumina. Compositions were developed with CSW content ranging from 10% to 28%. Test specimens were shaped by uniaxial pressing (40 MPa) and subjected to sintering at temperatures of 1100°C, 1150°C, 1200°C, and 1250°C. The sintered specimens were characterized in terms of apparent porosity, bulk density, water absorption, mercury intrusion porosimetry, total porosity, linear shrinkage, and three-point flexural strength. Microstructural aspects and thermal behavior were also evaluated. It was observed that compositions containing 21% and 28% of waste exhibited higher porosity, good dimensional stability, and flexural strength reaching values around 38 MPa. The anorthite was the predominantly crystalline phase. Mullite and gehlenite were also identified. The results demonstrated that CSW has the potential to produce sustainable and innovative porous ceramics with good dimensional stability and mechanical resistance.
{"title":"Innovative use of Cariri stone waste for developing anorthite-based porous ceramics","authors":"Ana Gabriela da Silva Costa, Iranilma Maciel Nascimento, Gelmires de Araújo Neves, Bráulio Silva Barros, Hélio L. Lira, Romualdo R. Menezes, Lisiane Navarro de Lima Santana","doi":"10.1111/ijac.70125","DOIUrl":"https://doi.org/10.1111/ijac.70125","url":null,"abstract":"<p>Cariri Stone is a type of limestone extensively quarried in the region of Cariri, Ceará (Brazil). However, its extraction process generates large volumes of waste—up to 70% of the total extracted material—which is often disposed of improperly, resulting in significant environmental impacts. This study explored the technical feasibility of incorporating Cariri stone waste (CSW) as an alternative raw material in porous ceramic formulations based on kaolin and alumina. Compositions were developed with CSW content ranging from 10% to 28%. Test specimens were shaped by uniaxial pressing (40 MPa) and subjected to sintering at temperatures of 1100°C, 1150°C, 1200°C, and 1250°C. The sintered specimens were characterized in terms of apparent porosity, bulk density, water absorption, mercury intrusion porosimetry, total porosity, linear shrinkage, and three-point flexural strength. Microstructural aspects and thermal behavior were also evaluated. It was observed that compositions containing 21% and 28% of waste exhibited higher porosity, good dimensional stability, and flexural strength reaching values around 38 MPa. The anorthite was the predominantly crystalline phase. Mullite and gehlenite were also identified. The results demonstrated that CSW has the potential to produce sustainable and innovative porous ceramics with good dimensional stability and mechanical resistance.</p>","PeriodicalId":13903,"journal":{"name":"International Journal of Applied Ceramic Technology","volume":"23 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145686500","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The common method to regulate the bonding strength of hydroxyapatite (HAp) coating and metal substrate by adding low-expansion additives usually sacrifices the biological properties of the coating. To avoid the adverse effects of external additives, HAp coating modified by in situ co-substitution with strontium (Sr) and fluoride (F) ions was prepared on the surface of titanium substrates by electrochemical deposition method. The effects of Sr substitution and F substitution on the coating's morphology, hydrophilicity, electrochemical behavior, in vitro bioactivity, biocompatibility, and bonding strength were investigated. Increased Sr substitution promoted bioactivity, while F substitution induced more regular structure and improved electrochemical behavior. All coating samples were hydrophilic and biocompatible. Sr-F co-substituted HAp coating could improve the bonding strength between the coating and substrates and enhance comprehensive biological properties.
{"title":"Synthesis and characterization of strontium-fluoride co-substituted hydroxyapatite coating","authors":"Shuang Wang, Shao-zhen Wen, Qiao-qiao Kong, Qing-xia Zhu","doi":"10.1111/ijac.70117","DOIUrl":"https://doi.org/10.1111/ijac.70117","url":null,"abstract":"<p>The common method to regulate the bonding strength of hydroxyapatite (HAp) coating and metal substrate by adding low-expansion additives usually sacrifices the biological properties of the coating. To avoid the adverse effects of external additives, HAp coating modified by in situ co-substitution with strontium (Sr) and fluoride (F) ions was prepared on the surface of titanium substrates by electrochemical deposition method. The effects of Sr substitution and F substitution on the coating's morphology, hydrophilicity, electrochemical behavior, in vitro bioactivity, biocompatibility, and bonding strength were investigated. Increased Sr substitution promoted bioactivity, while F substitution induced more regular structure and improved electrochemical behavior. All coating samples were hydrophilic and biocompatible. Sr-F co-substituted HAp coating could improve the bonding strength between the coating and substrates and enhance comprehensive biological properties.</p>","PeriodicalId":13903,"journal":{"name":"International Journal of Applied Ceramic Technology","volume":"23 1","pages":""},"PeriodicalIF":2.3,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145626339","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Stereolithography-based ceramic additive manufacturing enables the fabrication of intricate monolithic components; however, geometric design freedom remains limited by green-body fragility and sintering-induced deformation in overhanging geometries. To overcome these limitations, this study introduces a dual-mode green-state strategy where printed ceramic parts serve two roles: (1) bonding elements, printed separately and joined with UV-curable ceramic resin for co-sintered monolithic assemblies and (2) non-bonding support structures, positioned in dry contact beneath overhanging features to temporarily support them during sintering, preventing deformation.
Mechanical performance of bonded joints are evaluated through four-point bending, Weibull analysis across three joint configurations, varying in mechanical interlock and stress distribution characteristics, and benchmarked against monolithic baselines. Monolithic samples exhibited the highest strength (