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Updated: May 31, 2026

Sub-nanometer Resolution Imaging with Amplitude-modulation Atomic Force Microscopy in Liquid
Published on: December 20, 2016
Feedforward compensation of piezo nonlinearity for high-precision high-speed atomic force microscopy
Kenichi Umeda1,2, Noriyuki Kodera3
1Nano Life Science Institute (WPI-NanoLSI), Kanazawa University, Kakuma-machi, Kanazawa, 920-1192, Ishikawa, Japan. umeda.k@staff.kanazawa-u.ac.jp.
Atomic force microscopy (AFM) imaging suffers from piezoelectric nonlinearity, causing significant errors. This study introduces a software-based method to correct these errors, improving accuracy by an order of magnitude without hardware changes.
Area of Science:
- Nanotechnology
- Surface Science
- Microscopy
Background:
- Atomic force microscopy (AFM) is crucial for nanoscale characterization.
- High-speed AFM allows real-time observation of nanoscale dynamics.
- Piezoelectric actuator nonlinearities cause significant image-scaling errors (20-30%) in AFM.
Purpose of the Study:
- To develop a simple, software-based method for correcting piezoelectric nonlinearity in AFM scanning.
- To improve the accuracy of quantitative dynamic structural measurements in AFM.
- To provide a solution compatible with high-speed AFM and other scanning probe systems.
Main Methods:
- A feedforward software-based method was developed to generate corrected scan waveforms.
- Four distinct sources of positioning error in piezo scanners were identified.
- The method was implemented to compensate for these identified errors.
Main Results:
- The proposed method achieved an order-of-magnitude improvement in positioning accuracy.
- The software-based approach corrected piezoelectric nonlinearities effectively.
- Image-scaling errors were significantly reduced, enabling more quantitative measurements.
Conclusions:
- A readily implementable, software-based method effectively corrects piezoelectric nonlinearity in AFM.
- The technique enhances positioning accuracy without compromising imaging speed, ideal for high-speed AFM.
- This approach is compatible with various AFM and scanning probe microscopy systems.
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