仪器仪表学报
儀器儀錶學報
의기의표학보
CHINESE JOURNAL OF SCIENTIFIC INSTRUMENT
2010年
2期
410-415
,共6页
王耀南%刘良江%周博文%张辉
王耀南%劉良江%週博文%張輝
왕요남%류량강%주박문%장휘
混沌优化算法%视觉检测%模板匹配%相似性度量%PCB板元件
混沌優化算法%視覺檢測%模闆匹配%相似性度量%PCB闆元件
혼돈우화산법%시각검측%모판필배%상사성도량%PCB판원건
chaotic optimization algorithm%visual inspection%template matching%correlation coefficient%PCB component
先进电子制造生产中经常要对PCB板元件进行检测与识别,介绍了一种基于图像模板匹配算法的PCB板元件自动快速检测方法.从检测速度和准确度出发,首先提出了一种图像相似性度量参数指标,并提出一种利用并行混沌算法融合单纯形的算法,来优化搜索图像相似性,给出了算法实现的全过程.用实际拍摄的PCB板元件进行性能测试,验证了该优化算法能提高检测速度.
先進電子製造生產中經常要對PCB闆元件進行檢測與識彆,介紹瞭一種基于圖像模闆匹配算法的PCB闆元件自動快速檢測方法.從檢測速度和準確度齣髮,首先提齣瞭一種圖像相似性度量參數指標,併提齣一種利用併行混沌算法融閤單純形的算法,來優化搜索圖像相似性,給齣瞭算法實現的全過程.用實際拍攝的PCB闆元件進行性能測試,驗證瞭該優化算法能提高檢測速度.
선진전자제조생산중경상요대PCB판원건진행검측여식별,개소료일충기우도상모판필배산법적PCB판원건자동쾌속검측방법.종검측속도화준학도출발,수선제출료일충도상상사성도량삼수지표,병제출일충이용병행혼돈산법융합단순형적산법,래우화수색도상상사성,급출료산법실현적전과정.용실제박섭적PCB판원건진행성능측시,험증료해우화산법능제고검측속도.
A fast auto-detection method of printed circuit board (PCB) components based on image template matching is introduced in this paper for advanced electronic manufacturing production. In view of practical utilization, a suitable approach of computing the image correlation coefficient is presented. Parallel chaotic optimization algorithms (PCOA) is suggested to optimize the search matching speed, and the whole process of implementing the algorithm is elaborated. To test its performance, the proposed PCOA algorithm is compared with genetic algorithms by using the real picture of PCB components. It is concluded that the proposed approach is more efficient for auto-detection of PCB components.