Title :
Real-Time Path Planning for Coordinated Transport of Multiple Particles Using Optical Tweezers
Author :
Banerjee, Ashis Gopal ; Chowdhury, Sagar ; Losert, Wolfgang ; Gupta, Satyandra K.
Author_Institution :
Comput. Sci. & Artificial Intell. Lab., Massachusetts Inst. of Technol., Cambridge, MA, USA
Abstract :
Automated transport of multiple particles using optical tweezers requires real-time path planning to move them in coordination by avoiding collisions among themselves and with randomly moving obstacles. This paper develops a decoupled and prioritized path planning approach by sequentially applying a partially observable Markov decision process algorithm on every particle that needs to be transported. We use an iterative version of a maximum bipartite graph matching algorithm to assign given goal locations to such particles. We then employ a three-step method consisting of clustering, classification, and branch and bound optimization to determine the final collision-free paths. We demonstrate the effectiveness of the developed approach via experiments using silica beads in a holographic tweezers setup. We also discuss the applicability of our approach and challenges in manipulating biological cells indirectly by using the transported particles as grippers.
Keywords :
Markov processes; cellular biophysics; collision avoidance; grippers; holography; iterative methods; radiation pressure; random processes; silicon compounds; tree searching; automated transport; biological cells; branch and bound optimization; classification; clustering; collision avoidance; collision-free paths; coordinated transport; decoupled path planning; goal locations; grippers; holographic tweezers setup; iterative version; maximum bipartite graph matching algorithm; multiple particle transport; optical tweezers; partially observable Markov decision process; prioritized path planning; randomly moving obstacles; real-time path planning; silica beads; Collision avoidance; Grippers; Markov processes; Path planning; Real-time systems; Coordination; cell; microsphere; optical tweezers (OT); partially observable Markov decision process; path planning;
Journal_Title :
Automation Science and Engineering, IEEE Transactions on
DOI :
10.1109/TASE.2012.2200102