基于高光谱成像技术的药用胶囊铬含量快速检测方法研究

doi:10.3969/j.issn.1000-1158.2017.06.24

Abstract
Figure/Table
References (16)
Related Citation (15)

Download: PDF (834 KB) HTML (1 KB)
Export: BibTeX | EndNote (RIS)

Abstract The rapid detection method of chromium content in medicinal capsules based on hyperspectral imaging was studied. Firstly, analysis of medical empty hard gelatin capsule was used as the control group by traditional atomic absorption spectroscopy. Then, the hyperspectral data of 1048 samples were analyzed by dimensionality reduction and qualitative analysis. Finally, the partial least squares discriminant analysis method was used to process the spectral data. If 4 LV are as input features in the partial lease squares discrimination analysis model, the classification accuracy reached 100%, the correlation coefficient of cross validation and sample prediction are 0.923 and 0.972, respectively. Sensitivity and specificity are both 100%.

Key words： metrology capsule detection chromium hyperspectral imaging spectral analysis PLS-DA model

Received: 10 October 2016 Published: 27 September 2017

PACS:

TB99

	Service

	E-mail this article
	Add to my bookshelf
	Add to citation manager
	E-mail Alert
	RSS
	Articles by authors
	CHEN Feng-nong
	CHEN Pu-lan
	XIE Ya-ping
	YING Nan-jiao
	Hamed Hamid Muhammed
	YANG Yong

Cite this article:

CHEN Feng-nong,CHEN Pu-lan,XIE Ya-ping, et al. Rapid Detection for Toxic Capsules with Chromium Based on Hyperspectral Imaging Technology[J]. Acta Metrologica Sinica, 2017, 38(6): 765-769.

URL:

http://jlxb.china-csm.org:81/Jwk_jlxb/EN/10.3969/j.issn.1000-1158.2017.06.24 OR http://jlxb.china-csm.org:81/Jwk_jlxb/EN/Y2017/V38/I6/765

［1］姚龙坤. 中央电视台揭露山东滨州用蓝矾皮制食用明胶［J］.明胶科学与技术, 2004, (2): 108.
［2］谢秀红, 李勇勤, 麦剑平,等. 药用明胶硬胶囊壳中重金属含量的研究［J］.今日药学, 2010, 20(1):28-30.
［3］王发英,吴查清.明胶空心胶囊中5种重金属元素的含量测定［J］.中国药师, 2016, 19(7):1417-1419.
［4］李娜, 吕建升, Altermann W.光谱分析在植被重金属污染监测中的应用［J］.光谱学与光谱分析, 2010, 30(9): 2508-2511.
［5］杨璐, 高永光, 胡振琪. 利用“红边”估算铜胁迫下玉米叶绿素浓度研究［J］.矿业研究与开发, 2008, 28(5): 77-79.
［6］史钢强, 杨可明, 孙阳阳,等. 玉米叶片光谱红边位置的铜胁迫响应与污染监测［J］.湖北农业科学, 2015, 54(13):3234-3239.
［7］Khalili R, Anvari S, Honarmand M. Combination of Biochemical and Hyperspectral Remote Sensing Methods for Detection of Heavy Metal Pollutions in Eucalyptus Leaves (case Study: the City of Bam)［J］.ISPRS-International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2015, XL-1-W5:379-385.
［8］Ma J , Shang H Y , Xu P L . Study on heavy metal pollutants monitoring methods in wheat producing areas based on hyperspectral remote sensing ［J］.Advance Journal of Food Science & Technology, 2015, 9(2): 115-118.
［9］仲晓春, 戴其根, 何理, 等. 重金属铅污染下的水稻地上部器官富集特征与高光谱识别模型的构建［J］.安徽农业科学, 2012, 40(15): 8663-8666.
［10］国家食品药品监督管理总局. 安徽省胶囊剂药品监督抽验情况通报［EB/OL］. ［2012-05-25］. http://www.sda.gov.cn/WS01/CL0920/72006.html.
［11］陈丰农. 基于机器视觉的小麦并肩杂与不完善粒动态实时检测研究［D］.杭州:浙江大学, 2012.
［12］Berrueta L A, Alonso-Salces R M, Heberger K. Supervised pattern recognition in food analysis ［J］.Journal of Chromatography A, 2007, 1158(1-2): 196-214.
［13］Wang J, Qin S J. A new subspace identification approach based on principal component analysis［J］. Journal of Process Control, 2002, 12(8):841 -855.
［14］王世成, 范津杉, 王颜红, 等. 液相色谱-大气压化学电离质谱分析鉴别地沟油中的氧化成分［J］.分析化学, 2014, 42(5): 741-746.
［15］周扬, 戴曙光, 吕进,等. 近红外光谱小波投影寻踪回归定量分析方法研究［J］.计量学报, 2013, 34(2): 184- 186.
［16］张学工.模式识别［M］.北京: 清华大学出版社, 2010: 21-25.