This dissertation involves computational validation of non-reacting and reacting flow simulations in a modeled room scale burn facility to quantified experiments conducted in the actual room scale facility on The University of Texas-Austin's campus. This chapter provides background and motivation for the work discussed in greater detail in the following chapters.