农业机械学报
農業機械學報
농업궤계학보
TRANSACTIONS OF THE CHINESE SOCIETY OF AGRICULTURAL MACHINERY
2009年
12期
177-181,227
,共6页
杨文柱%李道亮%魏新华%康玉国%李付堂
楊文柱%李道亮%魏新華%康玉國%李付堂
양문주%리도량%위신화%강옥국%리부당
棉花%异性纤维%分类%自动视觉检测%多分类器集成
棉花%異性纖維%分類%自動視覺檢測%多分類器集成
면화%이성섬유%분류%자동시각검측%다분류기집성
Cotton%Foreign fiber%Classification%Automated visual inspection%Multi-classifier integration
为实现棉花异性纤维的在线识别,设计了一种基于自动视觉检测(AVI)的棉花异性纤维分类系统.该系统利用棉层生成器将待检测皮棉制成约2mm厚的均匀薄层使其中的异性纤维更容易检测,利用彩色线扫描相机检测有色异性纤维,利用单色线扫描相机检测在紫外线激发下能产生荧光的白色异性纤维.采用多特征多分类器集成的模糊分类方法实现了对异性纤维的分类.实验表明,该系统对异性纤维的平均分类正确率可达到80%.
為實現棉花異性纖維的在線識彆,設計瞭一種基于自動視覺檢測(AVI)的棉花異性纖維分類繫統.該繫統利用棉層生成器將待檢測皮棉製成約2mm厚的均勻薄層使其中的異性纖維更容易檢測,利用綵色線掃描相機檢測有色異性纖維,利用單色線掃描相機檢測在紫外線激髮下能產生熒光的白色異性纖維.採用多特徵多分類器集成的模糊分類方法實現瞭對異性纖維的分類.實驗錶明,該繫統對異性纖維的平均分類正確率可達到80%.
위실현면화이성섬유적재선식별,설계료일충기우자동시각검측(AVI)적면화이성섬유분류계통.해계통이용면층생성기장대검측피면제성약2mm후적균균박층사기중적이성섬유경용역검측,이용채색선소묘상궤검측유색이성섬유,이용단색선소묘상궤검측재자외선격발하능산생형광적백색이성섬유.채용다특정다분류기집성적모호분류방법실현료대이성섬유적분류.실험표명,해계통대이성섬유적평균분류정학솔가체도80%.
An online classification system was developed based on automated visual inspection (AVI) technology to classify the foreign fibers detected in cotton. The proposed system uses a lint layer generator to bring the foreign fibers buried inside the lint to the surface, to make them easy to be "seen". A Piranha color camera with a tri-linear CCD sensor was used to detect color foreign fibers, and a Piranha2 line scan CCD camera was employed to detect the white foreign fibers which can emit fluorescence under the ultraviolet excitation. Then a fuzzy classifier integrating multiple classifiers was designed for the classification of the detected foreign fibers. The results indicate that the mean veracity of classification of foreign fibers reaches 80%.