Artificial potential field-enhanced optoelectronic tweezer technology for path planning and intelligent sorting of particles

分类 物理 跟踪(教育) 领域(数学) 限制 粒子(生态学) 人工智能 光学镊子 计算机科学 纳米技术 运动规划 方案(数学) 排序算法 样品(材料) 适应性 生物系统 电子工程 聚苯乙烯 路径(计算) 级联
作者
Tianyi Wang,Shizheng Zhou,Jianghao Zeng,Guibiao Qian,Zhihao Wu,Jing Bai,Lian Sun,Zhihang Yu,Hong Yan,Teng Zhou,Hongming Chen,Liuyong Shi
出处
期刊:Physics of Fluids [American Institute of Physics]
卷期号:37 (11) 被引量:4
标识
DOI:10.1063/5.0294345
摘要

Efficient extraction of specific particles from heterogeneous samples is critical for both fundamental research and clinical diagnostics. Optoelectronic tweezer (OET) technology, characterized by its non-contact and label-free manipulation capabilities, has emerged as a promising tool for such applications. However, conventional OET systems often rely on predefined optical patterns and offline trajectories, limiting their adaptability in complex or dynamic sample environments. To overcome these limitations, we propose an automated particle sorting strategy for OET systems based on an artificial potential field framework. This approach integrates real-time multi-object detection and tracking algorithms to enable accurate classification of particle types, while the artificial potential field dynamically optimizes the motion paths, effectively minimizing the risk of inter-particle collisions. Experimental results demonstrate that the developed system supports parallel, automated manipulation of multiple particles, achieving label-free, non-contact, real-time, and high-precision sorting. In validation experiments using mixed polystyrene particles, the method achieved a sorting purity of up to 95.11%. This study proposes an AI-enhanced optoelectronic-tweezers particle-sorting scheme that holds considerable application potential in biomedical and related fields.
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