Related Experiment Video
Updated: Jan 17, 2026

Operation of the Collaborative Composite Manufacturing CCM System
Published on: October 1, 2019
Dynamic Trajectory Planning for Atomic Force Microscopy Nanopositioning: An Enhanced A-Star Framework Addressing
Liguo Tian1,2, Yongkun He3, Yang Wang1
1International Research Centre for Nano Handing and Manufacturing of China, Changchun University of Science and Technology, Changchun 130022, China.
Abstract:
The use of atomic force microscopy (AFM) for nanoscale surface characterization and mechanical property measurement has attracted considerable interest. At the level of single-molecule mechanical measurement, AFM is a powerful tool for both surface morphology analysis and mechanical assessment. However, its effectiveness is limited by dynamic displacement deviation during precise nanoscale positioning of surface target points, an essential factor in accurately determining surface mechanical properties. This study addresses this limitation by proposing an integrated enhanced A-star (A*) framework for contour-aware motion trajectory planning, ensuring nanometer-level target localization accuracy during AFM measurements on complex surface morphologies. The method employs AFM tip repositioning using prior topographic data and enables trajectory path planning on biological cell surfaces with both high and low topographical undulations. Experimental evaluations using Manhattan, Chebyshev, and Euclidean heuristic metrics in AFM grid modeling demonstrated that the Manhattan approach achieved a heuristic accuracy of 96% ± 4%, significantly outperforming Euclidean (70% ± 4%) and Chebyshev (56% ± 8%) methods (p < 0.001). In constrained environments, the Manhattan heuristic reduced target localization errors by 30% by alleviating path cost overestimation and resolved the long-standing trade-off between path smoothness (coefficient of variation, CV = 0.28) and positioning precision through adaptive cost-weighting mechanisms. The proposed approach supports precise nanoscale positioning necessary to capture ultramicroscopic topography and physical characteristics, providing a robust framework for quantitative nanomechanical characterization of heterogeneous materials.
Related Concept Videos
Atomic Force Microscopy
The AFM Probe
The probe is regarded as the heart of any AFM setup and comprises the...
Three-Dimensional Force System:Problem Solving
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
Two-Dimensional Force System: Problem Solving
The first step to solving a two-dimensional force system problem is to draw a free-body diagram of the object under consideration. This diagram helps identify all the external forces acting on the object, including their...
Central-Force Motion
One-Degree-of-Freedom System
A one-degree-of-freedom system is defined by an independent variable that determines its state and behavior. One example of a one-degree-of-freedom system is a simple harmonic oscillator, such as a...
Planar Rigid-Body Motion
Planar motion is typically divided into three distinct categories. The first is rectilinear translation, demonstrated by a subway train that moves along...

