Optical field optimization of liquid detection systems using machine vision
Wei LI,Boxiong WANG(),Chunyu YANG,Jiannan LIU
State Key Laboratory of Precision Measurement Technology and Instruments, Department of Precision Instruments and Mechanology, Tsinghua University, Beijing 100084, China
Machine vision systems are used to analyze bottled liquid medicines. The systems detect light reflected from impurity particles in the liquid with the detection ability directly affecting the system impurity detection rate. The system is optimized here to improve the system liquid detection rate. The regularity of the optical field distribution is obtained using the light integral method and the refraction law. Then, the light distribution is decomposed into a superposition of two basic fields with the distribution optimized using the mean square error of the superposition matrix of the matrixes for the two fields. Tests show that this optimization method effectively optimizes the light distribution and improves the impurity detection rate by 26%.
李伟,王伯雄,杨春毓,柳建楠. 基于机器视觉的药液检测系统的光辐射场优化方法[J]. 清华大学学报(自然科学版), 2014, 54(6): 787-793.
Wei LI,Boxiong WANG,Chunyu YANG,Jiannan LIU. Optical field optimization of liquid detection systems using machine vision. Journal of Tsinghua University(Science and Technology), 2014, 54(6): 787-793.
叶瑛瑛. 药品生产验证指南 [M].北京: 中国医药科技出版社, 1996. YE Yingying. Pharmaceutical Production Validation Guidelines [M]. Beijing: China Medical Science Press, 1996. (in Chinese)
[2]
温江涛, 王伯雄, 秦垚. 基于局部灰度梯度特征的图像快速配准方法[J]. 清华大学学报: 自然科学版, 2009, 49(5): 673-675. WEN Jiangtao, WANG Boxiong, QIN Yao. Rapid image registration based on local grey scale gradient characteristics[J]. Journal of Tsinghua University : Science and Technology, 2009, 49(5): 673-675. (in Chinese)
[3]
李伟, 王伯雄, 王雪, 等. 一种基于安瓿检测的快速图像配准方法的实现[J]. 电测与仪表, 2010, 47(7): 5-8. LI Wei, WANG Boxiong, WANG Xue, et al.A fast image registration method applied in ampoule detection[J]. Electrical Measurement & Instrumentation, 2010, 47(7): 5-8. (in Chinese)
[4]
熊路, 王耀南, 陈铁健. 基于机器视觉的安瓿自动灯检平台[J]. 计算机测量与控制, 2011, 19(1): 179-182. XIONG Lu, WANG Yaonan, CHEN Tiejian. Ampoule foreign substance detection platform based on machine vision technology[J]. Computer Measurement & Control, 2011, 19(1): 179-182. (in Chinese)
[5]
葛继, 王耀南, 张辉, 等. 基于改进型PCNN的智能灯检机研究[J]. 仪器仪表学报, 2009, 30(9): 1866-1873. GE Ji, WANG Yaonan, ZHANG Hui, et al.Study of intelligent inspection machine based on modified pulse coupled neural network[J]. Chinese Journal of Scientific Instrument, 2009, 30(9): 1866-1873. (in Chinese)
[6]
杨双, 王耀南. 高速医药生产线上安瓿溶液异物在线检测与跟踪方法[J]. 仪器仪表学报, 2011, 32(3): 488-494. YANG Shuang, WANG Yaonan. On line detection and tracking method of foreign substances in ampoules in high-speed pharmaceutical lines[J]. Chinese Journal of Scientific Instrument, 2011, 32(3): 488-494. (in Chinese)
[7]
秦垚, 王伯雄, 李伟, 等. 应用级联分类器检测安瓿内弱小运动目标[J]. 光学精密工程, 2012, 20(1): 190-196. QIN Yao, WANG Boxiong, LI Wei, et al.Inspection of small moving foreign substances in ampoule based on cascade classifiers[J]. Opt Precision Eng, 2012, 20(1): 190-196. (in Chinese)
[8]
秦垚, 王伯雄, 李伟, 等. 基于液面分割的安瓿内漂浮小目标检测算法[J]. 清华大学学报: 自然科学版, 2012, 52(1): 21-24. QIN Yao, WANG Boxiong, LI Wei, et al.Floating impurity inspection algorithm in ampoule based on liquid level segmentation[J]. Journal of Tsinghua University: Science and Technology, 2012, 52(1): 21-24. (in Chinese)
[9]
秦垚, 王伯雄, 罗秀芝. 基于Zernike 正交矩的亚像素图像线宽测量算法[J]. 光学技术, 2012, 38(6): 729-733. QIN Yao, WANG Boxiong, LUO Xiuzhi. Measurement algorithm for sub-pixel line width in images based on Zernike moment[J]. Optical Technique, 2012, 38(6): 729-733. (in Chinese)
[10]
袁斌. 直线网格B样条混合滤波GPU光线投射[J]. 计算机辅助设计与图形学学报, 2013, 25(1): 110-119. YUAN Bin. Rectilinear grid GPU recasting with B-spline hybrid filtering[J]. Journal of Computer-Aided Design & Computer Graphics, 2013, 25(1): 110-119. (in Chinese)
[11]
李彬, 曾晓东, 商继敏, 等. 大功率半导体激光阵列远场光强分布研究[J]. 光电子·激光, 2012, 23(4): 667-674. LI Bin, ZENG Xiaodong, SHANG Jimin, et al.Study on the far-field intensity distribution of high-power semiconductor bar and stack lasers[J]. Journal of Optoelectronics & Laser, 2012, 23(4): 667-674. (in Chinese)
[12]
张洪欣, 高宁. 物理光学[M]. 北京: 清华大学出版社, 2010. ZHANG Hongxin, GAO Ning. Physical Optics [M]. Beijing: Tsinghua University Press, 2010. (in Chinese)