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The horizontal exhaust in trucks is preferred over the vertical exhaust stack since the cost of production is lower than that of the vertical stack. The horizontal exhaust also comes with lower fuel costs since the overall drag coefficient is lower than that of the vertical stack. However, since a horizontal exhaust exits into the underbody, it is essential to minimize the exit temperatures of the exhaust to keep component temperatures within design limits. In this study, a shape optimization is executed for the exhaust tip geometry to reduce exhaust exit temperatures while maintaining exhaust pressure by employing a computational fluid dynamics (CFD) workflow, using the geometry and morphing tool PowerDELTA®, coupled simulation approach between PowerFLOW® the flow solver and PowerTHERM® the thermal solver and Isight® for executing the optimization objectives. A good correlation is observed with experimental data for the baseline truck design.