Digital Holography Based Three-Dimensional Multi-Target Locating for Automated Cell Micromanipulation

被引:5
作者
Wang, Huaping [1 ]
Bai, Kailun [2 ]
Chen, Jiancong [3 ]
Shi, Qing [4 ]
Sun, Tao [5 ]
Cui, Juan [6 ]
Huang, Qiang
Fukuda, Toshio
机构
[1] Beijing Inst Technol, Intelligent Robot Inst, Sch Mechatron Engn, Beijing 100081, Peoples R China
[2] Sci & Technol Space Phys Lab, Beijing 100076, Peoples R China
[3] Beijing Inst Technol, Beijing Adv Innovat Centerfor Intelligent Robots &, Sch Mechatron Engn, Beijing 100081, Peoples R China
[4] North Univ China, Minist Educ, Key Lab Instrumentat Sci Dynam Measurement, Taiyuan 030051, Peoples R China
[5] Xi An Jiao Tong Univ, State Key Lab Mfg Syst Engn, Xian 710049, Shaanxi, Peoples R China
[6] Beijing Inst Technol, Minist Educ, Key Lab Biomimet Robots & Syst, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Microrobotic manipulation; visual positioning; digital holography; cell manipulation; MICROSCOPY; CONTRAST;
D O I
10.1109/TASE.2022.3228809
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Microrbotic contact manipulation enables auto-mated and precise cell capture, positioning and screening and has potential in biomedical engineering and disease detection. However, when using an optical microscope for visual positioning of targets, the poor clarity, limited cell-background contrast and lack of global 3D information of the cells in the field of view hinder global strategy making and automation, thereby affecting the accuracy and efficiency of manipulation. Here, we propose the 3D locating of multiple biological targets based on digital holography. Global-local combined visual feedback is developed for overall spatial locating and partial locating in a liquid-phase bright-field environment. By applying a filtering-based planar locating algorithm and maximum-area-based depth detection algorithm, the 3D global distribution of micro-targets in the field of view is periodically updated with a high detection rate. By applying a planar locating algorithm based on a convolutional neural network and a depth detection algorithm based on a gradient descent, the 3D fast locating of targets is performed precisely. Experiments show that the detection rate of the global positioning is 95.1%, the mean average precision of the local planar positioning is 90.53%, and the deviation of the local depth positioning is 1.22 mu m. When capturing cells, this method reaches an average speed of 7.4 cells/min and a collection rate of 90.5%. We anticipate that our method will support the research in cell-based bioengineering including cell screening and early disease diagnosis.
引用
收藏
页码:332 / 342
页数:11
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