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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

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

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4. RESULTS AND DISCUSSION<br />

Convergence was achieved after the 20 th iteration with all femoral strains within<br />

physiological limits, in agreement with Phillips [9]. The predicted hip and knee contact<br />

forces were in the range of the forces measured by Bergmann [17] and D’Lima [19],<br />

respectively, for all activities modelled.<br />

Iteration Number<br />

% Walking (red) Upstairs (green) Downstairs (blue) Influence<br />

Frame 1* 2 3 4 5* 6 7 8* 9<br />

Position<br />

1 24.92 1.45 1.57 9.43 0.52 36.31 10.88 6.69 8.25<br />

2 20.26 1.20 1.36 13.21 0.25 48.87 6.53 2.61 5.71<br />

3 17.16 1.22 1.82 12.20 0.29 54.61 5.28 2.57 4.85<br />

4 18.66 1.56 1.62 13.06 0.28 54.22 4.41 1.53 4.66<br />

5 16.91 1.36 2.06 12.03 0.31 56.07 4.99 1.79 4.47<br />

10 17.77 1.49 1.56 12.6 0.33 56.15 4.54 1.35 4.2<br />

20 16.43 1.39 2.01 12.54 0.41 57.75 4.09 1.57 3.8<br />

Table 1 – Influence (%) of different frames in the material properties distribution for the femur for<br />

different iterations; anterior/posterior view of the influence for the last iteration (right). * - peak frame<br />

Table 1 shows the percentage of influence of each frame modelled in the material<br />

properties calculated for four stages of the iterative process and their topological<br />

influence for the last iteration (right). A frame was considered to influence the element’s<br />

material properties when it produced the maximum absolute value of 11, 22 or 33. It<br />

can be observed that different loading configurations influence the optimisation process<br />

in different regions. All three daily activities have an impact in the optimised structure,<br />

particularly in the proximal femur. Going upstairs seems to be the load case<br />

predominantly driving the adaptation process in the distal half of the femur, apart from<br />

the anterior side of the condyles, where walking is dominant. This might result from the<br />

joint action of high hip and knee contact forces, muscle forces and the tibio-femoral<br />

flexion angle. Table 1 also highlights the importance of considering multiple instances<br />

of the activity load cycles. It is shown that consideration of only the frames where peak<br />

contact forces have been measured does not create an envelope that represents the full<br />

driving stimulus of the adaptation process [6, 8]. Table 1 also highlights that the<br />

consideration of multiple activity load cycles is critical in bone optimisation simulation<br />

and that an attempt to model more frames for each load case and more extreme load<br />

cases will result in a more accurate stimulus distribution. Activities with high flexion<br />

angles such as sit-to-stand might play an important role in producing accurate models of<br />

material properties distributions, particularly for the distal part of the femur. However,<br />

some modifications have to be implemented to the model in order to simulate such<br />

activities, such as the inclusion of the possibility of muscle wrapping.

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