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机构地区:[1]中国矿业大学(北京)地球科学与测绘工程学院,北京100083
出 处:《光谱学与光谱分析》2016年第2期379-383,共5页Spectroscopy and Spectral Analysis
基 金:国家自然科学基金项目(41101397;41571412)资助
摘 要:市场上出售的建筑涂料品种繁多,型号和品质不尽相同。利用高光谱技术区分不同品质的建筑涂料。获取同一颜色四个不同品质、不同品牌建筑涂料(品牌A,B,C,D)的近红外高光谱图像,利用ANOVA(analysis of variance)方法发现1 283和2 447nm为区分四个品牌涂料的最优波段。构建比值指数R_(1 283)/R_(2 447)并对其结果进行阈值分割,将分割结果与最大似然分类精度进行了对比。结果表明除品牌C与D之间J-M距离外,其他涂料间J-M距离均大于1.8;而R_(1 283)/R_(2 447)指数分割精度最低为87.54%,相应最大似然分类精度为95.63%,其他品牌涂料阈值分割与最大似然分类精度均达到90%以上。因此,R_(1 283)/R_(2 447)指数能够较好地区分不同品牌的建筑涂料。该研究结果可为建筑涂料识别、装修质量验收、合格评定提供技术支持。Architectural coatings sold in market fall into many categories which mean different models and qualities.The research plans to differentiate different kinds of architectural coatings in quality using hyperspectral technology.Near-Infrared hyperspectral images of four kinds of architectural coatings(in a descending quality order of brand A,B,C,and D)in same color were acquired.The optimal wavelengths were selected at 1 283 and 2 447 nm to differentiate the four kinds of coatings through ANOVA(Analysis of Variance)method.The band ratio index of R_(1 283)/R_(2 447) was built and the results were segmented into the corresponding coatings,and the accuracies of segmentation were compared with that from Maximum Likely Classification(MLC).The results indicated all J-M distances are more than 1.8except between C and D;the lowest accuracy of 87.54%in segmentation and 95.63%in MLC were both from brand D,and others' accuracies all were over 90% in both ratio index and MLC.Therefore,the ratio index R_(1 283)/R_(2 447) could be used to distinguish different kinds of architectural coatings.Also,the research could provide support for identification,quality acceptance,as well as conformity assessment of architectural coatings.
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