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Modeling of the rough spherical nanoparticles manipulation on a substrate based on the AFM nanorobot

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Abstract

In this paper, dynamic behavior of the rough spherical micro/nanoparticles during pulling/pushing on the flat substrate has been investigated and analyzed. For this purpose, at first, two hexagonal roughness models (George and Cooper) were studied and then evaluations for adhesion force were determined for rough particle manipulation on flat substrate. These two models were then changed by using of the Rabinovich theory. Evaluations were determined for contact adhesion force between rough particle and flat substrate; depth of penetration evaluations were determined by the Johnson–Kendall–Roberts contact mechanic theory and the Schwartz method and according to Cooper and George roughness models. Then, the novel contact theory was used to determine a dynamic model for rough micro/nanoparticle manipulation on flat substrate. Finally, simulation of particle dynamic behavior was implemented during pushing of rough spherical gold particles with radii of 50, 150, 400, 600, and 1,000 nm. Results derived from simulations of particles with several rates of roughness on flat substrate indicated that compared to results for flat particles, inherent roughness on particles might reduce the rate of critical force needed for sliding and rolling given particles. Given a fixed radius for roughness value and increased roughness height, evaluations for sliding and rolling critical forces showed greater reduction. Alternately, the rate of critical force was shown to reduce relative to an increased roughness radius. With respect to both models, based on the George roughness model, the predicted rate of adhesion force was greater than that determined in the Cooper roughness model, and as a result, the predicted rate of critical force based on the George roughness model was closer to the critical force value of flat particle.

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Abbreviations

A :

Contact area

a :

Contact radius

A H :

Hamaker constant

A s :

Contact area between the particle/substrate

A t :

Contact area between the tip/particle

D :

Lennard–Jones equilibrium distance

E :

Young moduli (elastic moduli)

F ad :

Adhesion force

F s :

Particle/substrate force in contact area

f s :

Friction force in particle/substrate

F T :

Pushing force

F t :

Tip/particle force in contact area

f t :

Friction force in tip/particle

F Y :

Lateral force of the tip

F y :

Lateral force of the cantilever

F Z :

Normal force of the tip

F z :

Normal force of the cantilever

\( F_{\text{r}}^{*} \) :

Critical rolling forces of nanoparticle on substrate

\( F_{\text{s}}^{*} \) :

Critical sliding forces of nanoparticle on substrate

H :

Probe height

h :

Roughness height profile

I p :

Moment of inertia

K :

Reduced or effective elastic modulus

K P :

Coefficient relating to the rms roughness

K y :

Lateral stiffness

K z :

Normal stiffness

L :

Length of the cantilever

m :

Mass of AFM tip

M θ :

Torsional torque of the cantilever

n :

Distance of center points of roughness from each other

r :

Radius of the asperity

r 1 :

Horizontal asperitie of any radius of the asperity

R p :

Nanoparticle radius

R t :

Spherical tip radius

rms:

Root mean square

t :

Thickness of the cantilever

TNA:

Number of asperities in contact

v stage :

Substrate velocity

w :

Width of the cantilever

y p :

Horizontal deflection of the probe

y max :

Maximum value of peak height

y sub. :

Horizontal displacement of substrate

y T :

Horizontal displacement of tip

z p :

Vertical deflection of the probe

z sub. :

Vertical displacement of substrate

z T :

Vertical displacement of tip

α :

Angle formed between any radius and vertical axis

γ :

Adhesion energy

δ :

Penetration depth

δ s :

Contact deformations between the particle/substrate

δ t :

Contact deformations between the particle/tip

θ :

Torsion angle of cantilever

λ :

Peak-to-peak distance

μ :

Constant friction coefficients

μ s :

Static frictional constant

μ d :

Dynamic frictional constant

\( \mu_{{{\text{r}}_{\text{s}} }} \) :

Frictional of constant in rolling between nanoparticle/substrate

\( \mu_{{{\text{r}}_{\text{t}} }} \) :

Frictional of constant in rolling between tip/nanoparticle

ν :

Poisson’s ratio

φ :

Tip/nanoparticle contact angle

τ :

Shear strength

τ s :

Shear strength of contact in sliding

τ rs :

Shear strength of contact in rolling between nanoparticle/substrate

τ rt :

Shear strength of contact in rolling between tip/nanoparticle

Ψ:

Pushing force angle

References

  1. H. Xie et al., Atomic Force Microscopy Based Nanorobotics: Modelling, Simulation, Setup Building and Experiments (Springer, Berlin, 2011), p. 360

    Google Scholar 

  2. H. Miyazaki, T. Sato, Mechanical assembly of three-dimensional microstructures from fine particles. Adv. Robot. 11(2), 169–185 (1996)

    Article  Google Scholar 

  3. D.M. Schaefer et al., Fabrication of two-dimensional arrays of nanometer-size clusters with the atomic force microscope. Appl. Phys. Lett. 66(8), 1012–1014 (1995)

    Article  ADS  Google Scholar 

  4. M. Sitti, H. Hashimoto, Two-dimensional fine particle positioning using a piezoresistive cantilever as a micro/nano-manipulator, in Proceedings of the 999 IEEE International Conference on Robotics and Automation, 1999 (1999)

  5. M. Falvo et al., Manipulation of individual viruses: friction and mechanical properties. Biophys. J. 72(3), 1396–1403 (1997)

    Article  ADS  Google Scholar 

  6. U.D. Schwarz, A generalized analytical model for the elastic deformation of an adhesive contact between a sphere and a flat surface. J. Colloid Interface Sci. 261(1), 99–106 (2003)

    Article  Google Scholar 

  7. M. Sitti, H. Hashimoto, Controlled pushing of nanoparticles: modeling and experiments. Mechatronics, IEEE/ASME Transactions on 5(2), 199–211 (2000)

    Article  Google Scholar 

  8. D.H. Kim, J. Park, B. Kim, K. Kim, Modeling and simulation of nano robotic nano manipulation with an AFM probe, in ICCAS (Muju Resort, Jeonbuk, Korea, 2002)

  9. A. Tafazzoli, M. Sitti, Dynamic behavior and simulation of nanoparticle sliding during nanoprobe-based positioning. Methods 19, 32 (2004)

    Google Scholar 

  10. A. Tafazzoli, M. Sitti, Dynamic modes of nanoparticle motion during nanoprobe-based manipulation, in 4th IEEE Conference on Nanotechnology, 2004 (2004)

  11. M.H. Korayem, M. Zakeri, Sensitivity analysis of nanoparticles pushing critical conditions in 2-D controlled nanomanipulation based on AFM. Int. J. Adv Manuf Technol 41(7–8), 714–726 (2009)

    Article  Google Scholar 

  12. M.H. Korayem, M. Zakeri, Dynamic modeling of manipulation of micro/nanoparticles on rough surfaces. Appl. Surf. Sci. 257(15), 6503–6513 (2011)

    Article  ADS  Google Scholar 

  13. Y.I. Rabinovich et al., Adhesion between nanoscale rough surfaces: I. Role of asperity geometry. J. Colloid Interface Sci. 232(1), 10–16 (2000)

    Article  Google Scholar 

  14. Y.I. Rabinovich et al., Adhesion between nanoscale rough surfaces: II. Measurement and comparison with theory. J. Colloid Interface Sci. 232(1), 17–24 (2000)

    Article  Google Scholar 

  15. D. Pathak, R. Bedi, D. Kaur, Effect of Substrate Temperature on the Structural, Optical, and Electrical Properties of Silver–Indium–Selenide Films Prepared by Using Laser Ablation (2010)

  16. K. Cooper et al., Analysis of contact interactions between a rough deformable colloid and a smooth substrate. J. Colloid Interface Sci. 222(1), 63–74 (2000)

    Article  Google Scholar 

  17. K.N.G. Fuller, D. Tabor, The effect of surface roughness on the adhesion of elastic solids. Proc. R. Soc. Lond.: A. Math. Phys. Sci. 345(1642), 327–342 (1975)

  18. S.K. Das, R.S. Schechter, M.M. Sharma, The role of surface roughness and contact deformation on the hydrodynamic detachment of particles from surfaces. J. Colloid Interface Sci. 164(1), 63–77 (1994)

    Article  Google Scholar 

  19. E. Beach et al., Pull-off force measurements between rough surfaces by atomic force microscopy. J. Colloid Interface Sci. 247(1), 84–99 (2002)

    Article  Google Scholar 

  20. M. George, D. Goddard, The characterisation of rough particle contacts by atomic force microscopy. J. Colloid Interface Sci. 299(2), 665–672 (2006)

    Article  Google Scholar 

  21. M.A. Felicetti et al., Influence of Particle size, applied compression, and substratum material on particle–surface adhesion force using the centrifuge technique. Ind. Eng. Chem. Res. 48(2), 877–887 (2008)

    Article  Google Scholar 

  22. S. Bhattacharjee, C.-H. Ko, M. Elimelech, DLVO Interaction between Rough Surfaces. Langmuir 14(12), 3365–3375 (1998)

    Article  Google Scholar 

  23. L. Suresh, J.Y. Walz, Effect of surface roughness on the interaction energy between a colloidal sphere and a flat plate. J. Colloid Interface Sci. 183(1), 199–213 (1996)

    Article  Google Scholar 

  24. J. Czarnecki, T. Dabroś, Attenuation of the van der Waals attraction energy in the particlesemi-infinite medium system due to the roughness of the particle surface. J. Colloid Interface Sci. 78(1), 25–30 (1980)

    Article  Google Scholar 

  25. M. Sparnaay, Four notes on van der waals forces. Induction effect, nonadditivity, attraction between a cone and a flat plate (asperities), history. J. Colloid Interface Sci. 91(2), 307–319 (1983)

    Article  Google Scholar 

  26. Ş. Ţălu, et al., Multifractal characterization of water soluble copper phthalocyanine based films surfaces. Electron. Mater. Lett. 10(4), 719–730 (2014)

  27. M. Götzinger, W. Peukert, Particle Adhesion Force Distributions on Rough Surfaces. Langmuir 20(13), 5298–5303 (2004)

    Article  Google Scholar 

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Zakeri, M., Faraji, J. Modeling of the rough spherical nanoparticles manipulation on a substrate based on the AFM nanorobot. Appl. Phys. A 117, 1947–1962 (2014). https://doi.org/10.1007/s00339-014-8668-9

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  • DOI: https://doi.org/10.1007/s00339-014-8668-9

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