The scanning electron microscope (SEM) recordings of dynamic nano-electromechanical systems (NEMS) are difficult to analyze due to the noise caused by low frame rate, insufficient resolution, and blurriness induced by applied electric potentials. Here, we develop an image processing platform enhanced by the physics of the underlying system to track the motion of buckling NEMS structures in the presence of high noise levels. The algorithm is composed of an image filter, two data filters, and a nonlinear regression model, which utilizes the expected form of the physical solution. The method was applied to the recordings of a NEMS beam about 150 nm wide, undergoing intra- and inter-well post-buckling states with a transition rate of approximately 0.5 Hz. The algorithm can track the dynamical motion of the NEMS and capture the dependency of deflection amplitude on the compressive force on the beam. With the help of the proposed algorithm, the transition from inter-well to intra-well motion is clearly resolved for buckling NEMS imaged under SEM.
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14 December 2023
Research Article|
December 08 2023
Observing inter-well and intra-well oscillations in buckled nanomechanical systems enabled by image processing
Ege Erdem
;
Ege Erdem
(Formal analysis, Investigation, Methodology, Software, Visualization, Writing – original draft, Writing – review & editing)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
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Berke Demiralp
;
Berke Demiralp
(Conceptualization, Methodology, Resources)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
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Hadi S. Pisheh
;
Hadi S. Pisheh
(Conceptualization, Methodology, Resources)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
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Peyman Firoozy
;
Peyman Firoozy
(Data curation)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
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Ahmet Hakan Karakurt
;
Ahmet Hakan Karakurt
(Data curation)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
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M. Selim Hanay
M. Selim Hanay
a)
(Conceptualization, Funding acquisition, Project administration, Resources, Supervision, Visualization, Writing – review & editing)
1
Department of Mechanical Engineering, Bilkent University
, 06800 Ankara, Turkey
2
National Nanotechnology Research Center (UNAM), Bilkent University
, 06800 Ankara, Turkey
a)Author to whom correspondence should be addressed: [email protected]
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a)Author to whom correspondence should be addressed: [email protected]
J. Appl. Phys. 134, 224302 (2023)
Article history
Received:
September 06 2023
Accepted:
November 11 2023
Citation
Ege Erdem, Berke Demiralp, Hadi S. Pisheh, Peyman Firoozy, Ahmet Hakan Karakurt, M. Selim Hanay; Observing inter-well and intra-well oscillations in buckled nanomechanical systems enabled by image processing. J. Appl. Phys. 14 December 2023; 134 (22): 224302. https://doi.org/10.1063/5.0175398
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