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POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers

With high throughput and high flexibility, optoelectronic tweezers (OETs) hold huge potential for massively parallel micromanipulation. However, the trajectory of the virtual electrode has been planned in advance in most synchronous manipulations for multiple targets based on an optically induced di...

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Detalles Bibliográficos
Autores principales: Liu, Jiaxin, Wang, Huaping, Liu, Menghua, Zhao, Ran, Zhao, Yanfeng, Sun, Tao, Shi, Qing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: AAAS 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9652702/
https://www.ncbi.nlm.nih.gov/pubmed/36407009
http://dx.doi.org/10.34133/2022/9890607
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author Liu, Jiaxin
Wang, Huaping
Liu, Menghua
Zhao, Ran
Zhao, Yanfeng
Sun, Tao
Shi, Qing
author_facet Liu, Jiaxin
Wang, Huaping
Liu, Menghua
Zhao, Ran
Zhao, Yanfeng
Sun, Tao
Shi, Qing
author_sort Liu, Jiaxin
collection PubMed
description With high throughput and high flexibility, optoelectronic tweezers (OETs) hold huge potential for massively parallel micromanipulation. However, the trajectory of the virtual electrode has been planned in advance in most synchronous manipulations for multiple targets based on an optically induced dielectrophoresis (ODEP) mechanism, which is insufficient to ensure the stability and efficiency in an environment with potential collision risk. In this paper, a synchronously discretized manipulation method based on a centralized and decoupled path planner is proposed for transporting microparticles of different types with an OET platform. An approach based on the Kuhn-Munkres algorithm is utilized to achieve the goal assignment between target microparticles and goal positions. With the assistance of a visual feedback module, a path planning approach based on the POMDP algorithm dynamically determines the motion strategies of the particle movement to avoid potential collisions. The geometrical parameters of the virtual electrodes are optimized for different types of particles with the goal of maximum transport speed. The experiments of micropatterning with different morphologies and transporting multiple microparticles (e.g., polystyrene microspheres and 3T3 cells) to goal positions are performed. These results demonstrate that the proposed manipulation method based on optoelectronic tweezers is effective for multicell transport and promises to be used in biomedical manipulation tasks with high flexibility and efficiency.
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spelling pubmed-96527022022-11-17 POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers Liu, Jiaxin Wang, Huaping Liu, Menghua Zhao, Ran Zhao, Yanfeng Sun, Tao Shi, Qing Cyborg Bionic Syst Research Article With high throughput and high flexibility, optoelectronic tweezers (OETs) hold huge potential for massively parallel micromanipulation. However, the trajectory of the virtual electrode has been planned in advance in most synchronous manipulations for multiple targets based on an optically induced dielectrophoresis (ODEP) mechanism, which is insufficient to ensure the stability and efficiency in an environment with potential collision risk. In this paper, a synchronously discretized manipulation method based on a centralized and decoupled path planner is proposed for transporting microparticles of different types with an OET platform. An approach based on the Kuhn-Munkres algorithm is utilized to achieve the goal assignment between target microparticles and goal positions. With the assistance of a visual feedback module, a path planning approach based on the POMDP algorithm dynamically determines the motion strategies of the particle movement to avoid potential collisions. The geometrical parameters of the virtual electrodes are optimized for different types of particles with the goal of maximum transport speed. The experiments of micropatterning with different morphologies and transporting multiple microparticles (e.g., polystyrene microspheres and 3T3 cells) to goal positions are performed. These results demonstrate that the proposed manipulation method based on optoelectronic tweezers is effective for multicell transport and promises to be used in biomedical manipulation tasks with high flexibility and efficiency. AAAS 2022-11-02 /pmc/articles/PMC9652702/ /pubmed/36407009 http://dx.doi.org/10.34133/2022/9890607 Text en Copyright © 2022 Jiaxin Liu et al. https://creativecommons.org/licenses/by/4.0/Exclusive Licensee Beijing Institute of Technology Press. Distributed under a Creative Commons Attribution License (CC BY 4.0).
spellingShingle Research Article
Liu, Jiaxin
Wang, Huaping
Liu, Menghua
Zhao, Ran
Zhao, Yanfeng
Sun, Tao
Shi, Qing
POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title_full POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title_fullStr POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title_full_unstemmed POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title_short POMDP-Based Real-Time Path Planning for Manipulation of Multiple Microparticles via Optoelectronic Tweezers
title_sort pomdp-based real-time path planning for manipulation of multiple microparticles via optoelectronic tweezers
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9652702/
https://www.ncbi.nlm.nih.gov/pubmed/36407009
http://dx.doi.org/10.34133/2022/9890607
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