Application of Genetic Algorithm in Multi-objective Optimization
Create successful ePaper yourself
Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.
3. Methodology:<br />
3.1. Develop<strong>in</strong>g an Indeterm<strong>in</strong>ate Structure with an Unconstra<strong>in</strong>ed<br />
Solution Space:<br />
The <strong>objective</strong> <strong>of</strong> the work was to formulate <strong>Genetic</strong> <strong>Algorithm</strong>s based multi-<strong>objective</strong> optimization<br />
methodology for solv<strong>in</strong>g a support location problem <strong>of</strong> an <strong>in</strong>determ<strong>in</strong>ate structure. To reach that<br />
goal, the first step was to develop a generic and simplified <strong>in</strong>determ<strong>in</strong>ate structure. The support<br />
locations <strong>of</strong> that structure were determ<strong>in</strong>ed by satisfy<strong>in</strong>g multiple <strong>objective</strong>s. These multiple<br />
<strong>objective</strong>s were not apparent to solve and posed compet<strong>in</strong>g nature. Hav<strong>in</strong>g contend<strong>in</strong>g multiple<br />
<strong>objective</strong>s means the optimal value <strong>of</strong> one <strong>objective</strong> might negatively impact the optimality <strong>of</strong> other<br />
<strong>objective</strong>s. The balanc<strong>in</strong>g <strong>of</strong> all <strong>objective</strong>s <strong>in</strong> a proper way was a prerequisite to lead towards the<br />
acceptable optimal results. The structure required to be designed <strong>in</strong> such a way that the heuristic<br />
calculation could provide a benchmark to evaluate the optimal <strong>objective</strong> solution.<br />
3.1.1. Test Case:<br />
An 8x6 meter rectangular shaped solid <strong>in</strong>determ<strong>in</strong>ate plate was considered as a simple and generic<br />
test case <strong>in</strong> this work. A myriad <strong>of</strong> similar examples would be found <strong>in</strong> real life <strong>in</strong>clud<strong>in</strong>g decorative<br />
overhung lights. The target was to overhang this structure, made out <strong>of</strong> alum<strong>in</strong>um, with three cables<br />
<strong>in</strong> a way that the load is evenly distributed among the cables while ensur<strong>in</strong>g maximum stability. So,<br />
the <strong>objective</strong>s <strong>in</strong>cluded the m<strong>in</strong>imization <strong>of</strong> the tension difference <strong>in</strong> the supports and the<br />
maximization <strong>of</strong> the area enclosed by the support locations to <strong>in</strong>crease stability. It was assumed that<br />
the support locations <strong>in</strong> the geometric coord<strong>in</strong>ate system were , , , and , , and<br />
the reactive forces act<strong>in</strong>g upon the supports were , and , respectively. These reactive forces<br />
and the force due to the self-weight <strong>of</strong> the plate (F) were assumed to be act<strong>in</strong>g <strong>in</strong> the z- direction<br />
44