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ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

ARUP; ISBN: 978-0-9562121-5-3 - CMBBE 2012 - Cardiff University

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Serina et al. [8] who presented experimental curves for force-displacement and forcecontact<br />

area of the fingertip pulp of the index finger pressing against a flat, rigid surface<br />

obtained in a previous work [14]. The experimental data of this work, corresponding to<br />

displacements from 0 mm to 2.5 mm were fitted to approximated curves following<br />

equations (7) and (8):<br />

F a x<br />

A c x<br />

= ⋅<br />

b<br />

(7)<br />

n = ⋅<br />

d<br />

(8)<br />

where x is the displacement of the finger with respect to the flat surface, F is the contact<br />

force, An is the contact area normalised by the square of the fingertip width and a, b, c<br />

and d are parameters. The following values were obtained for the parameters:<br />

a = 0.052 b= 5.0 c = 0.11 d = 1.0<br />

3.3. Adjustment of parameters for the mEFM<br />

The parameters of the mEFM were obtained using an optimization procedure to<br />

minimize the differences between force-displacement and force-contact area curves<br />

obtained with the model and that obtained from curves fitted to experimental data (Eqs.<br />

7 and 8). This process was performed in Matlab© using the fmincon built-in function.<br />

The parameters f, m, and δref were iterated and the error function to be minimized was<br />

defined as indicated by Eq. 9, were index i corresponds to each of the n different points<br />

of the force-displacement and force-contact area curves (points taken for constant<br />

increments of displacement), F stands for the contact force, A stands for the contact<br />

area, the subscript mod refers to the model result and exp to experimental data. The<br />

error in Eq.9 is a measure of the mean relative error between the experimental data and<br />

the model results. A value of n = 5 was used for the optimisation.<br />

2 2<br />

mod_ i − exp_ i mod_ i − ⎞ exp_ i<br />

n 1 ⎛F F ⎞ ⎛ A A<br />

error = ∑ ⎜ +<br />

2n<br />

⎜<br />

⎟<br />

i= 1 F ⎟<br />

⎜<br />

⎝ exp_ i ⎠ ⎝ Aexp_<br />

i<br />

The contact model requires the definition of the geometry of the contacting bodies and<br />

its relative position and orientation. Also the surface of one of the bodies must be<br />

divided in discrete elements, defining the discrete spring positions in the interference<br />

volume. In this work the geometry of the flat surface was modelled as a flat disc with 15<br />

mm radius, and the geometry of the fingertip was approximated by a toroidal surface<br />

with principal radii 30.6 and 8.7 mm respectively, characteristic values for a male<br />

subject index fingertip. The flat disc was divided using polar coordinates to define a<br />

grid with the same number of divisions in radial than in circumferential direction. The<br />

effect of the grid spacing on the results was tested changing the intrinsic coordinates<br />

increment (Δu=Δv) from 0.01 to 0.2, equivalent to a radial distance between discrete<br />

springs from 0.15 mm to 3 mm.<br />

The Young modulus and Poisson ratio used in Eq. 6 for the fingertip were respectively<br />

0.050 MPa and 0.38. These values were taken as mean values of those obtained by<br />

Shimawaki et al. [10] as optimal to predict experimental deformation of the fingertip<br />

with a finite element model. A Young modulus of 207000 MPa and a Poisson ratio of<br />

⎟<br />

⎠<br />

(9)

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