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Predictive Analytics using Genetic Programming            181

                       on June 1, 2011. The landing of Atlantis on July 21, 2011 marked the closing of the 30-
                       year program. The lessons learned and developments of this 30-year program will impact
                       future programs such as the one to go to Mars (Rabelo et al., 2011; Rabelo et al., 2012;
                       Rabelo et al., 2013).


































                       Figure 8: The NASA Space Shuttle and its main components (NASA, 2005).

                          One of the most important systems in the Space Shuttle is the Thermal Protection
                       System (TPS). The TPS is made up of diverse materials “applied externally to the outer
                       structural  skin  of  the  orbiter  to  maintain  the  skin  within  acceptable  temperatures,
                       primarily during the entry phase of the mission” (NASA, 2002). The TPS is built from
                       materials  selected  for  stability  at  high  temperatures  and  weight  efficiency.  Reinforced
                       carbon-carbon (RCC) is used on the wing leading edges; the nose cap, including an area
                       immediately  after  of  the  nose  cap;  and  the  immediate  area  around  the  forward
                       orbiter/external  tank  structural  attachment.  RCC  protects  areas  where  temperatures
                       exceed 2,300 °F during re-entry (NASA, 2004).
                          The  wing  leading  edges  are  one  of  the  highest  reentry  heating  areas.  The  wing
                       leading edges are composed of 22 panels (Figure 9). These panels are fabricated with
                       RCC.  To  begin  fabrication  of  these  RCC  panels,  a  foundation  of  woven  fabric  is
                       positioned such that all plies are alternating in the 0 and 90 degree directions. During the
                       manufacturing process, silica is infused in the outer layers, and the resulting laminate is
                       heated in specialized reactors that have an inert environment to form a silicon-carbide
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