基于人工智能的动物毛混纺纤维含量定量分析研究OA
Study on Quantitative Analysis of Animal Hair Blended Fiber Content Based on Artificial Intelligence
与GB/T 16988-2013《特种动物纤维与绵羊毛混合物含量的测定》标准采用人工方法分辨和测量动物毛及其混纺产品纤维含量不同,基于人工智能的分析技术,利用显微镜自动扫描捕集动物纤维图像,通过集成图像识别、图像处理等先进方法,建立纤维分类模型,进而完成纤维含量的自动定量分析.该文介绍了基于人工智能的动物毛纤维成分定量分析方法的原理,设计了一个包含8个实验室、4个种类各3个质量水平动物毛混纺纤维的平衡均匀水平试验,并对人工智能定量分析方法进行方法确认,评价方法的正确度和精密度.结果表明,人工智能定量分析方法的正确度可信、精密度满足检测应用要求,可等效替代GB/T 16988-2013标准检测方法,并提供更高效、更稳定的定量检测结果,具有广阔的应用前景.
Different from the GB/T 16988-2013 standard"Quantitative determination for mixtures of special animal fibre and wool"which uses manual methods to distinguish and measure the fiber content of animal hair and its blended products,the fiber content analysis technology based on artifi-cial intelligence uses a microscope to automatically scan and capture animal fiber images,integrates advanced methods such as image recognition and image processing,establishes a fiber classification model,and then completes the automatic quantitative analysis of fiber content.This paper introduc-es the principle of the artificial intelligence quantitative analysis method for the composition of animal hair fibers,designs a balance and uniformity level test for animal hair blended fibers with 8 laborato-ries and 4 types and 3 mass levels each,conducts a method validation test for the artificial intelli-gence quantitative analysis method,and evaluates the trueness and precision of the method.The test results show that the accuracy of the artificial intelligence quantitative analysis method is reliable and the precision meets the requirements of detection applications.It can be equivalent to replacing the manual test method of the GB/T 16988-2013 standard,and provide more efficient and stable quanti-tative detection results,and has broad application prospects.
颜刚华;王文;黄宇斌;刘卓钦;谢飞;杨二涛;黄海敏;兰丽丽;袁志磊;费静
广州海关技术中心,广东 广州 510623广州冠图科技有限公司,广东 广州 510520广州海关技术中心,广东 广州 510623广州海关技术中心,广东 广州 510623广州海关技术中心,广东 广州 510623广州海关技术中心,广东 广州 510623广州海关技术中心,广东 广州 510623广州海关技术中心,广东 广州 510623上海海关工业品与原材料检测技术中心,上海 201210上海海关工业品与原材料检测技术中心,上海 201210
化学化工
毛混纺纤维人工智能定量分析方法确认
hair blended fiberartificial intelligencequantitative analysismethod validation
《分析测试学报》 2026 (2)
358-365,8
海关总署科研项目(2024HK064)
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