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

被引:1
|
作者
Scheidt, Joshua [1 ,2 ,3 ]
Diener, Alexander [1 ,2 ,3 ]
Maiworm, Michael [4 ]
Mueller, Klaus-Robert [5 ,6 ,7 ]
Findeisen, Rolf [8 ]
Driessens, Kurt [3 ]
Tautz, F. Stefan [1 ,2 ,7 ]
Wagner, Christian [1 ,2 ]
机构
[1] Forschungszentrum Julich, Peter Grunberg Inst PGI 3, D-52425 Julich, Germany
[2] Julich Aachen Res Alliance JARA Fundamentals Futur, D-52425 Julich, Germany
[3] Maastricht Univ, Data Sci & Knowledge Engn, NL-6229 EN Maastricht, Netherlands
[4] Otto von Guericke Univ, Lab Syst Theory & Automat Control, D-39106 Magdeburg, Germany
[5] Max Planck Inst Informat, D-66123 Saarbrucken, Germany
[6] Tech Univ Berlin, Machine Learning Grp, D-10587 Berlin, Germany
[7] Korea Univ, Dept Artificial Intelligence, Seoul 136713, South Korea
[8] Tech Univ Darmstadt, Control & Cyber Phys Syst Lab, D-64289 Darmstadt, Germany
来源
JOURNAL OF PHYSICAL CHEMISTRY C | 2023年 / 127卷 / 28期
基金
欧洲研究理事会;
关键词
ROOM-TEMPERATURE; MONOLAYER; SURFACE; PTCDA;
D O I
10.1021/acs.jpcc.3c02072
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
A bold vision in nanofabrication is the assembly of functionalmolecular structures using a scanning probe microscope (SPM). Thisapproach requires continuous monitoring of the molecular configurationduring manipulation. Until now, this has been impossible because theSPM tip cannot simultaneously act as an actuator and an imaging probe.Here, we implement configuration monitoring using experimental dataother than images collected during the manipulation process. We modelthe manipulation as a partially observable Markov decision process(POMDP) and approximate the actual configuration in real time usinga particle filter. To achieve this, the models underlying the POMDPare precomputed and organized in the form of a finite-state automaton,allowing the use of complex atomistic simulations. We exemplify theconfiguration monitoring process and reveal structural motifs behindmeasured force gradients. The proposed methodology marks an importantstep toward the piece-by-piece creation of supramolecular structuresin a robotic and possibly automated manner.
引用
收藏
页码:13817 / 13836
页数:20
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