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MANIPULATION

Concept for the Real-Time Monitoring of Molecular Configurations during Manipulation with a Scanning Probe Microscope

Joshua Scheidt, Alexander C. Diener, Michael Maiworm, Klaus‐Robert Müller, Rolf Findeisen, Kurt Driessens, F. Stefan Tautz, Christian Wagner

发表年份
2023
引用次数
2
访问权限
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摘要

A bold vision in nanofabrication is the assembly of functional molecular structures using a scanning probe microscope (SPM). This approach requires continuous monitoring of the molecular configuration during manipulation. Until now, this has been impossible because the SPM tip cannot simultaneously act as an actuator and an imaging probe. Here, we implement configuration monitoring using experimental data other than images collected during the manipulation process. We model the manipulation as a partially observable Markov decision process (POMDP) and approximate the actual configuration in real time using a particle filter. To achieve this, the models underlying the POMDP are precomputed and organized in the form of a finite-state automaton, allowing the use of complex atomistic simulations. We exemplify the configuration monitoring process and reveal structural motifs behind measured force gradients. The proposed methodology marks an important step toward the piece-by-piece creation of supramolecular structures in a robotic and possibly automated manner.

关键词

Computer scienceProcess (computing)Scanning probe microscopyPartially observable Markov decision processMicroscopeNanotechnologyObservableArtificial intelligenceComputer visionMarkov chain

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